In the era of big data, the network can collect various types of data formats, including network device log, security device log and information running in the service system. Therefore, the information age should have more sources for network security situation awareness than the past. Another feature of big data is the rapid processing of massive data. Parameters of network traffic and network data can be analysed in depth [1,2,3,4,5]. Computing resources need to meet the needs of highly intelligent algorithm model. There are four main aspects of network security analysis: first of all, through the study of network attack cases, establishing a knowledge base, including principles, characteristics, environment, methods and the most commonly used equipment. Second, the knowledge base of environmental vulnerabilities is established by analysing the system vulnerabilities. Third, by analysing the architecture topology and equipment, the environmental threat knowledge base is established [6,7,8]. Finally, by analysing and comparing these three kinds of knowledge bases, the validity of security events is confirmed and then analysing the historical security events to identify network attacks that affect the current network is done. Finally, security status evaluation elements are generated, including security threats, vulnerabilities and operating conditions [9, 10].
The Internet has brought the third wave of development of the global information industry . Closer collaboration among users, networks and sensing devices provides opportunities for the growth of malware and web pages. In the report released online, a total of 1,509,934 new malware were found in the first half of 2017, which means that 8,342 new types of malware are generated on average every day. In China, the number of network crimes is increasing, involving denial of service, intrusion attempt, malicious code, spam and other types of attacks; the total number of cases reached 10,636. The growth in the numbers of crimes has brought severe challenges and network security problems. In addition, most defence factors can directly respond to these attacks without any early warning assessment, resulting in a large number of positive and negative reactions. Situational awareness is a global concept. Based on the recent research and analysis, a multi-level conceptual model of network security situation awareness is proposed. The model is divided into three layers, as shown in Figure 1.
Reasonable anti-virus measures must be based on an in-depth understanding of computer virus epidemic information and controlling virus epidemic factors. JO Kephart proposed a new anti-virus mechanism called the killer signal (KS) (warning for possible infection). During the virus epidemic, the signal KS will be released from the infected computer to other computers on the network. Once the KS is successfully received, the infected computer may get rectified immediately and try to send a KS signal to its neighbours. The susceptible computer also obtained an antidote programme from KS. Ren Jianguo and Xu Yonghong described the KS early warning mechanism from a mathematical point of view, and proposed the SEIR-KS model based on the SEIR model as shown in Figure 2. Studies in recent years show that fractional calculus is widely used in the field of image processing and has achieved good results. For example, it is used in the fields of image denoising, image enhancement, image registration and image repair. This is because the fractional differential has the following excellent characteristics: first, the integer order differential is widely studied, and the fractional order is an extension of the integer order; it can make the calculus order to have a better continuity; the fractional order operation range can be expanded. Second, fractional calculus can enhance the information in the middle and high frequency regions, while retaining the information in the low frequency regions.
With the rapid development of network attack technology, the characteristics of network attack are complexity, diversity and speed. Traditional network security technology cannot solve these problems and thus network security problems have become more serious. Although most security devices have the function of recording security events and security logs, security devices are independent of each other, hence security information is scattered and cannot be shared. Once an attack occurs, it is difficult for the security administrator to take appropriate measures according to the security information. Security visualisation technology makes it easier for people to understand network security information, find abnormal values or errors in data, find new attack patterns and then conduct security defence.
Therefore, it is very important to study network security situation awareness technology. Data fusion technology is one of the key technologies of network security situation. It collects different security devices and converts them into standard data formats to monitor security logs or warnings. From the historical analysis of security events, we can know that the prediction of network conditions is accurate. After network security data fusion, a large number of data need to be calculated by a specific mathematical formula to obtain a certain range of values reflecting the network security status. Time. There are four main calculation methods of network security evaluation: AHP, FAHP, Delphi and comprehensive analysis , and three types of network security situation prediction namely qualitative prediction, time series and causal prediction. Combined with the current security status data of network security equipment and using scientific theory and reasonable methods, the future security threats and hidden dangers can be predicted.
Fractional calculus is essentially derived based on the integer order. Although it has been developed for >300 years, its research and improvement over a long period of time has often focused on the understanding and development of pure mathematical theory. It is relatively slow, and its application in other fields is relatively rare. It was not until 1965 when Professor Mandelbrot of Yale University combined Riemann-Liouvill (RL) fractional calculus to propose a new theory of fractal. Applied to signal processing and analysis, biomedicine, electromagnetic, materials, power and other aspects, the application of fractional calculus in various fields of digital image processing has also developed rapidly in recent years. The following three are the most classic and commonly used definitions of fractional calculus. The Grnwald-Letnikov definition is a generalisation based on the integer order. It is a more classic definition of fractional order. Here it is referred to as GL definition and according to the definition of integer order differential, in the interval bat], [(ba, Rba). The memory is a function tf), continuously differentiable, and the first-order differential definition of the continuous function is as follows:
The main problem is the problem of differential calculation. This article proposes to introduce a minimum value during the model solving process, that is, to add a minimum value to the denominator of the regular term of formula (5), as follows:
There are three parameters, and
We can see from the amplitude-frequency characteristic curve of the fractional-order differential operator in Figures 2 and 3 that when the frequency is between 0 and 1, for the differential operator with a smaller order, the amplitude increases faster. When the frequency is >1, the differential operator with a smaller order increases its amplitude more slowly. As the order becomes larger, the amplitude of the middle and low frequency parts increases at a faster rate.
When the order is <1, it can be equivalent to a filter, which plays a role in enhancing the release of low and medium frequencies and compressing high frequencies. When the order is >1, it can be regarded as a high-pass filter.
In image processing, the low-frequency part of the image corresponds to the texture information of the image and the weak edges of the image, and the contour and noise of the image correspond to the high-frequency part.
In general, the same order cannot be applied to all goals, so we have to choose different orders for different goals. For larger orders, we can effectively enhance our mid-frequency and high-frequency signals. In image repair, mid-low frequencies correspond to the smoothed part of the broken image and high frequencies correspond to the boundary part of the image. The goal of this paper is to solve the problem which is boundary is not sufficiently diffused and over-smoothed and so it is necessary to retain edge information and texture information. From the amplitude-frequency characteristic curve, we can see that when the order is between 0 and 1, the signal can be effectively enhanced. Therefore, the order in this article is recommended to be between 0 and 1. The subsequent experiments also prove the Rationality order. Assuming that there are N bodies in a search space, the position of i-th body can be defined as N. The algorithm randomly places individual parameters in the search space. In all iterations, the gravitational force of individual
According to the gravitational formula (7), the elements in the formula are defined as follows:
For the security and stability of the entire Internet, it is necessary to improve the legal system and the security and comprehensive design of computers, servers, software, and hardware. Otherwise, it will be difficult to eliminate risk factors because of the open environment of the Internet. The continuous development of Internet technology requires better management and situational awareness detection capabilities, so management and information of real-time attacks are required as well as vulnerability detections and possible attack predictions. In order to make it easier for security administrators to detect network situations, the concept of network security situation awareness is proposed, which is to extract the situational elements, evaluate the network security situation and predict the situation value at that instant. Network security situation assessment is to analyse and evaluate the security situation of the network system, fully understand the threat of the network system, judge the vulnerability of the network and quantitatively evaluate the network situation value. The fundamental purpose of network security situation assessment is to realise the security of network systems through scientific methods and procedures. Based on the evaluation results, the risk of the entire network is minimised.
The validity and superiority of the LAHP-IGFNN-based situation assessment method is verified using the LLDOS1.0 attack scenario in the DARPA2000 dataset [
Through the analysis of the influencing factors of the attack on the network system, the effectiveness of the improved AHP (LAHP) in the calculation of the weight of the network index is verified and compared with the traditional AHP to verify the superiority of LAHP. Looking at the table, we can know the random consistency index RI 1.12 of the scale, and the simulation results can be used to compare the consistency ratio (CR) obtained by the two methods of LAHP and AHP.
Comparison of consistency analysis
According to the simulation results, when CR ¡ 0.1, it can be judged that the inconsistency of the judgement matrix is within an acceptable range, and there is a good consistency, which verifies the effectiveness of LAHP. Therefore, not only can we see that LAHP can solve the subjective experience problem, but also the index of consistency of LAHP is smaller than that of traditional AHP on the index. It is also verified that the consistency of the matrix obtained by the LAHP method in this article is smaller and found that the consistency of the calculated judgement matrix is better.
An IGSA-optimised FNN evaluation model is proposed here. By improving the updated formula of the GSA algorithm, it solves the problem of being easily trapped into a local optimum, and improves the convergence speed to reach convergence faster. By using the basic FNN model and GSA-FNN proposed in this paper, the model, improved GSA-FNN model and PSO-FNN model are compared for simulation. The main parameters of FNN in the experiment are: the dimension of the input sample is 4, the dimension of the output sample is 1, the number of hidden nodes is 8, the maximum number of iterations is 200 and the learning rate is 0.35.
In order to verify the effectiveness of the NAWLILSTM prediction method, the experiment uses the historical log information of a network company's firewall, IDS, etc. and used the data collected for 95 days from July to September to conduct experiments on the original data set. Information is collected once for the sample. Note that 177 days is used as the training set for the LSTM model and 78 95 days is used as the model's prediction set while the original data is used to quantify the original data to obtain the network security posture value. The important parameters of ILSTM in the experiment are: n input = 28, n steps = 28, n hidden = 128, n chasses = 10, and batch size = 128.
Analysing the time complexity according to the algorithm steps described above, we can get the equation O (K (H + CS + (H + 3SC) I)) = O (KW), where K is the number of output units and C is the storage unit block, S is the size of the storage unit block, H is the number of hidden layers, I is the number of forward connection units with memory cells, gate units, and hidden units, W ¡K (H + CS) + (H + CS + 2C) I is the weight. The above expression is obtained by considering the calculation of all the derivatives of the output unit in terms of weight: H + SC is the number of directly connected output units, CSI is the number of connected memory cells, HI is the number of hidden layers and 2CI is the connection gate of the number of units. Since a single gate unit affects S memory cells, the block size is summed by the chain rule: the derivatives of all the output units leading to the gate unit can be calculated as complexity 2CIS. It can be concluded that by giving N memory cells, the algorithm complexity of ILSTM can be calculated as 2ON.
As shown in Figure 4, the output error of the standard FNN model quickly begins to decline. When the decline rate reaches the maximum, the training is at the 11th iteration, and then gradually decreases so that the curve is a soft curve. It reaches convergence when it is trained to 93 times, and then decreases to reach. The minimum and minimum training error is 0.0346. The other three optimised FNN algorithms show good performance in early iterations. In the first 30 trainings, the disadvantages of premature convergence of the standard FNN algorithm and local optimisation are avoided. In 38 training sessions, the gradients on the left and right sides descend to depth optimisation. But the GSA-FNN algorithm also failed to jump out of the local optimum. It stabilises after 70 iterations and the minimum training error is 0.0156. The PSO-FNN algorithm slowly converged after 83 iterations, with a minimum error of 0.0218. However, the IGSA-FNN algorithm of the proposed method is reduced again in a short time, and then enters the full optimisation, which solves the problem of local optimisation. Finally, it started to converge at 69 times, and it also enters the convergence state earlier than the other two optimisation algorithms in terms of convergence speed. By improving the convergence speed of the algorithm, the training error has become 0.0108.
The fitness curves of the two GSA optimisation algorithms are shown in Figure 5. It can be seen that the fitness curve of GSA-FNN converged faster in the first 10 iteration cycles, but basically flat in the later period and after that the fitness value no longer changes. The early convergence speed of the improved GSA-FNN fitness curve is not as good as that of the unimproved GSA-FNN, but it has been reducing. The results show that the algorithm can effectively balance the global and local optimal performance of the parameters during the training process. After the parameters are searched, the final fitness value is less than the unimproved gravitational search algorithm, and it enters a convergence state with other optimisation algorithms earlier to reduce the convergence speed of the algorithm.
By inputting the data set DARPA2000 into the network scenario in Figure 3, the situation values of the network under five major types of attacks such as DDos and U2R are recorded at every moment in 24 h. The 24 h is divided into 8 equal parts, that is, every 3 h, the network situation is calculated. According to the above method, the situation value is obtained by calculating four first-level indicators. The initial settings of the operating system, device model and network bandwidth of each host in the experimental environment are basically the same. The situation assessment method of LAHP-IGFNN proposed is basically the same. The security situation value of each host is calculated in the network system, as shown in Figure 6:
It can be seen from Figure 6 that the host posture is mainly caused by external threat attacks in the experimental environment. Hosts d1 and d2 are hardly threatened by network attacks, and their posture values have not changed much. The hosts d3 and d4 generate vulnerability information in the period of 9–15 h, causing the situation values of the hosts d3 and d4 to rise to a more dangerous state. The host d5 has a higher posture value than other hosts in the 1 –6 h period because the host has not taken any security protection measures. During the period of 18–21 h, host d5 is under threat and the security posture value changes significantly, and thus the host d5 network security status is more dangerous. When the analysis results are obtained through the evaluation method, the data obtained by the network administrator will take network security remedial measures to eliminate threat attacks and prevent further attacks on the network.
When the original TV model is used to repair the image, when the local area of ??the image has a large gradient, the diffusion often stops, which leads to the problem of local optimisation. So, we propose a TV model repair algorithm based on an improved diffusion coefficient. The algorithm constructs a new three stage diffusion coefficient function and combines it with the TV model's gradient descent equation, thereby solving the problem of the original TV model's diffusion stop at large gradients, and also enabling the image to be repaired. In the implementation, the edge area diffusion is small and the smooth area diffusion is large. The edge model and step effects in image restoration are overcome and the accuracy of image restoration is improved. It can be concluded from the experimental results that the improved model in this article can better deal with edge blurring and excessive unnatural phenomena and the repair accuracy has been greatly improved compared with other related methods. However, since the diffusion coefficient uses three piecewise functions, the repair time is slightly increased. However, the algorithm used in this article is improved by fusing the diffusion coefficients. For the images to be repaired, there is a problem that the information such as texture details and weak edges with weak derivatives are not kept sufficiently, which limits the application of the algorithm.
The security situation of the entire network system can be obtained by calculating the weight value of each host and the situation value of the host. And compared with the situational values obtained by the evaluation methods in [
This paper proposes a network security situation assessment method based on linear programming (LP) combined with AHP method combined with improved GSA optimised FNN. First, the method solves the subjectivity problem that requires expert experience to give a judgement matrix through LP combined with the AHP method, and improves the consistency of the judgement matrix, so that it can obtain more objective and reasonable first-level index weight values. Then, we also improved the GSA optimisation algorithm to solve the problems of slow convergence and easy to fall into local optimisation. Through simulation, we compared the fast convergence with the unimproved GSA and PSO optimisation algorithms, and also entered the parameters for the global optimisation.
After many experiments, when the value of ? is at 0.1 and k is equal to 1, the MSE value is the smallest and the PSNR value is the largest. That is, when the template is 3 and the order ? is equal to 0.1, the repair effect is the best.
This image has a lot of texture information. Considering the template size of 3?3 selected in this experiment. When the order is relatively large, for a weakly textured image, a higher order will cause high-frequency signals to be blurred (such as edge information), so the repair effect is not particularly ideal and hence the order of ? equal to 0.1 works best. The comparison is more reasonable. In weakly textured images, the gradient information in the middle and low frequency regions is weak, so there is a need to enhance it. After many experiments, the restoration effect is best when the texture direction of the Barbara picture is (1, 1). Therefore, when the template is 33 and the order is equal to 0.1, each index reaches the best, that is, the repair effect is the best.
In order to reflect the advantages of the proposed method, the four most commonly used prediction models, LSTM, RBF, and SVM, which have not been improved, are compared with the methods proposed in this article, as shown in Figure 8. It can be concluded from the figure that all prediction methods can handle historical data well, but several traditional prediction results are not good as more online data is used to update the parameters of the ILSTM prediction model. It can be seen in the figure that the predicted value of the method is closer to the actual value than other prediction methods, and other methods have different degrees of error from the actual value. Therefore, the method can make good use of online data to improve prediction accuracy and the experimental results verify the effectiveness of the algorithm.
In order to evaluate the prediction performance of different prediction models more comprehensively, a comparative analysis is performed from two aspects of the mean square error and the average relative error, as shown in Figure 8. It can be found in the figure that compared with the traditional LSTM, RBF, and SVM, the ILSTM prediction model can obtain results closer to the real network and the prediction error is relatively smaller. It shows that the proposed prediction model has better prediction performance and is closer to the actual network security situation time series.
Introducing the GL fractional order differential into the TV model, on the one hand, introduced the extremely small parameter values ?? in the gradient calculation process, which overcomes the problem that the regular term and the data term are not differentiable at the origin, and increases the stability of the model, which can make the model more stable. The weak derivative property of the texture area is well maintained; on the other hand, the texture direction of the area to be repaired is determined according to the prior of the known area of the image during the repair process, making full use of the texture details and weak edge information in the image, thereby improving Repair accuracy.
In addition, the relationship between repair effect, order and template width k is given through experiments, which provides a basis for selecting the best template parameters. In addition, we can also get from experiments: although the best parameters of different types of images are different, the best repair order is generally between 0 and 1 as the smooth part of the image corresponds to the low frequency part of the signal. The texture details of the image correspond to the intermediate frequency part of the signal and the TV algorithm is not ideal for the repair of weakly textured areas. To enhance the gradient information in this area, the low frequency and intermediate frequency parts need to be improved. Therefore, it is better to use the order between 0 and 1. Both theoretical analysis and experimental results show that the algorithm used by us can improve the repair accuracy of weak textures and weak edge images, which is an important extension and extension of the TV model. In the process of traditional image repair, iterative gradient descent is usually used to repair the image. For each newly input image to be repaired, it is necessary to iteratively optimise the objective function to achieve the repair, which severely limits its speed. It also ignores the inherent pattern of sharing when dealing with the same data set. The deep learning method can automatically learn the effective information in the complex tobe-repaired image, and during the repair process, the calculation has better parallelism. Compared with the traditional method, it has a simpler execution and faster operation. Subsequent consideration can be given for the usage of deep learning for image repair.
BP neural network, also known as backpropagation network, is a multilayer feedforward neural network. It consists of input layer, output layer and many number of hidden layers. The input layer divides the input vector into every neuron in the hidden layer to balance the network load. The hidden layer is the main structure of knowledge acquisition network. The output layer and hidden layer use the s activation function. The output layer is the process of network output format. The defects of BP algorithm are more obvious in two aspects. First of all, learning time is too long. The traditional BP algorithm has a fixed step size. When the error is large and the learning rate is correct, the optimal solution will not be very fast. The second is the local minimum problem. In the description of surface error, there are many pits, and the error is increasing in all directions at the bottom of the pit, which is not the best solution for the whole.
RBF neural network has the best approximation performance and global optimality, and can approximate any continuous function with any precision. However, based on the evaluation results of clustering algorithm, the centre value of RBF neural network algorithm and the key parameters of RBF hidden layer are determined. This results in unstable results, because in some isolated cases, clustering algorithm is easy to fall into the local optimisation problem, and changes the data processed by the real-time situational awareness application centre.
LP is a mathematical technique used for quantitative analysis to solve problems with linear objective functions and linearly constrained objectives. LP technology is similar to the problem that evaluators must allocate scarce resources in competitive activities to optimise measurable goals. The main purpose of adding LP to the AHP that solves the problem of index weight allocation is to select the optimal contrast matrix based on the quantified value of the index system established to evaluate the network situation.
Each LP problem consists of four main parts, namely decision variables, objective functions, constraints and variable boundaries. The decision variables used in the established index system for situation assessment include stability, threat, vulnerability and disaster tolerance. They represent a number of attributes related to the affected network situation. There are four objective functions used to solve the optimisation values of the decision variables. The AHP method has a four-step process. The first step is to build the problem into an independent standard decision hierarchy according to the priority score of the problem standard. The second step is to create a pairwise comparison matrix for each option on each criterion. The third step is the dual comparison matrix. The average value of each row in the normalisation matrix is used as the weighting factor for each optional item of the standard. The fourth step is to synthesise the results by checking for consistency.
To solve the inability to effectively deal with the complexity of the network system data and the analytic hierarchy process requires expert experience to obtain a judgement matrix. This paper uses an improved analytic hierarchy process and a network security situation assessment method combined with an improved gravitational search algorithm. First, in order to change the subjectivity of the AHP method, a comparison matrix can be calculated using improved LP, rather than obtained from expert experience; then, in order for FNN to better handle high-complexity input, output and nonlinear mapping, we propose improved gravitational search algorithm that can avoid the algorithm from falling into local optimum problem and improve the convergence speed of FNN. The method is used to simulate and evaluate the network security situation, and the convergence analysis is compared. The results show that the algorithm has better convergence and the effectiveness of the evaluation method. Note that the research on the two key steps of situation assessment and situation prediction on network security setting bring awareness and achieve results.
Comparison of consistency analysis
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design of large site scenes based on virtual reality technology Understanding the impact of plateau climate on the travel behavior of elderly pilgrims: Evidence from Tibet, China Research on the cultivation and evaluation system of effective teaching ability of college teachers’ classrooms based on artificial intelligence algorithm A Study on Aesthetic Elements in Ethnic Music Appreciation in the Age of Information Technology In-depth basic data detection device based on Internet of Things technology Application of knowledge graph in smart grid fault diagnosis Research on the coordinated development of cross-border e-commerce and logistics under the background of big data Research on the optimisation of logistics parcel intelligent sorting and conveying chain combined with variable clustering mathematical method Tool wear prediction method based on the SVM-Clara model Analysis of risk factors for multi-drug resistant bacterial infections and prevention and control based on logistic regression analysis A study on the factors influencing the development of the thinking and politics of higher education courses in China based on the “O2O” model The self-control training method of vocal performance teaching in a new media environment Research on computer vision technology based on BP-LSTM hybrid network Research progress of computer vision tasks based on deep learning and SAE network Application of Discriminative Training Algorithm Based on Intelligent Computing in English Translation Evaluation Huanghua Port enters carbon neutrality ahead of schedule through technological innovation Machine vision-based multi-degree-of-freedom laser cladding system integration and process monitoring research A study of English listening support teaching supported by mobile smart terminal APP The application of directional derivative in the design of animation characters and background elements Research on product process design and optimisation model based on IoT intelligent computing Optimization of ecological sports innovation teaching path based on multiple intelligence evaluation model Simulation research on music feature recognition based on mobile big data and smart sensors Innovative reform strategy of college music education art practice based on information fusion technology Research on vectorized engineering file management model Coordinated development of international e-business and international express under the digital background Analysis of the current situation of university-city integration development based on data mining technology and exploration of the optimization path Study on tourism development income index calculation of finite element ordinary differential mathematical equation The construction of modern aesthetic education innovative talent cultivation mode in universities based on big data technology Software engineering database programming control system based on embedded system Corporate employee performance mechanism based on incomplete information contest theory Research on international logistics supply chain management strategy based on deep reinforcement learning Application of renewable energy decorative materials in modern architectural design under low-carbon concept Analysis on the path of integrating traditional culture into illustration design based on visual communication An open-sharing platform for physical education course resources based on the MOOC network A Study on Green Consumption Behavior of Young People Empowered by Digital Economy Based on Double Goal Constraints The positive effect of the propaganda of family ethics and family education based on big data technology on the ideological work of youth Research on the Realization Mechanism and Evaluation System of High-Quality Undergraduate Education in Private Universities Based on Deep Learning Innovative reform strategy of Chinese language and literature education practice for college students based on information fusion technology Study on the application of deep learning technology and BIM model in the quality management of bridge design and construction stage Research on the reform path of soccer special class for physical education majors in colleges and universities under the vision of intelligent sports Research on the implementation path of industrial structure optimization in Fujian Province under the goal of “double carbon” Legal Risks and Prevention of the Sharing Economy Based on Artificial Intelligence The information dissemination path of the sense of community of contextual beauty universe based on the hierarchical analysis method - the science fiction film “Dune” as an example Design of a literature-based poetry appreciation system based on perceptron model Simulation analysis of asset pricing based on the Gaussian process Exploring the design of ecological and energy-saving residential buildings adapted to climate change based on a simulated annealing algorithm Electromagnetic properties and structure of superconducting materials based on AHP-FCE model Information dissemination of intangible cultural heritage based on random forest model Remote fault detection and location of power fiber optic cable based on a logistic regression model New Applications on the Flows of Space-like curves specified by Normal acceleration in Minkowski Space ℝ2,1 A Study on Normal Motion of the Torus of Revolution in ℝ3 Evaluation of the effect of dance therapy for children with high-functioning autism based on the LightGBM model General layout design of mountain PV plant based on array spacing planning A study on the effect of different machine learning algorithms on soccer footwork recognition under trajectory tracking theory Quantitative Evaluation of Piano Performance Technique and Style Based on Continuous Discretization Method MATLAB-based simulation of industrial robots in water environment monitoring An innovative teaching model of automotive manufacturing process based on ADDIE model The train of thought and design of university talents training based on ADDIE model from the perspective of ideological and political education Research on the innovation of model based on the cultivation of talents in higher vocational art and design Study on the factors influencing the evolution mechanism of cobalt trade network from the perspective of national competition Analysis of the factors influencing the metabolic risk of students’ body functions in physical education institutions and the construction of a diagnostic model Exploring the benefit distribution mechanism of the reservoir migrant industry based on the logistic regression model Research on the evaluation system and satisfaction of cruise tourism in China based on the decentralized Internet Information-based teaching model of college modeling foundation course based on ADDIE model Construction of social governance capacity evaluation system based on the ADDIE model Optimization of computer-assisted teaching mode in universities based on Dijkstra’s algorithm Analysis of ductility of hybrid fiber ultra-high performance concrete based on improved GA-BP neural network Similarity Solutions of the Surface Waves Equation in (2+1) Dimensions and Bifurcation Optimal decisions and channel coordination of a green supply chain with marketing effort and fairness concerns An Exploration of the Challenges of Cross-border Data Flow for International Investment Law by Counting and Fuzzy Numerical Analysis Algorithms An analysis of the translation process of contemporary Chinese literature based on the Kalman filter algorithm Exploring the optimization path of teaching in college piano course based on deep learning Research on rural employment and entrepreneurship of undergraduates in the context of a rural revitalization strategy Analysis of the framework for realizing core literacy in teaching physical education and health curriculum based on the ordinary differential error approximation method The contemporary value and effective application of red education in college Civic and Political Education Construction of an enterprise financial risk management system based on F-score model Research on education management system based on machine learning and multidimensional data modeling Multi-featured multi-scale combination of high-resolution remote sensing images for building extraction Electronic properties of diamond semiconductor materials: based on response surface model Sentiment analysis of domestic movie reviews based on a discrete regression model Optimization of Innovative Teaching Model of College English Reading Based on Perceptual Machine Model China’s Image in German Media in Major Epidemic Prevention and Control Based on Mathematical Statistics Deep learning techniques in modern women’s smart clothing design The evolution from information-based HRM to big data HRM Design of IPR evaluation system based on linear regression model A hybrid physics-data-driven optimization model for grassland grazing management A study on the aesthetic characteristics of ethnic music based on radial basis neural network model Analysis of the Expression of Buddhist Monks’ Literary Activities in the Early Sui and Tang Periods Based on Fuzzy Mathematical Models Does Work Engagement Effectively Predict Subjective Well-Being? : A Meta-Analysis Using R Statistical Software Analysis of the application methods of film and television media and images in the era of big data cloud A study on the application of using big data information technology to implement physics laboratory courses in universities Research on the influence of key audit matters on the audit quality of commercial banks-Evidence from China Air data computer simulation and design credibility assessment considering ADC calculation model Analysis of news communication strategies in the era of full media based on big data mining Performance Evaluations of Audit Institutions That Purchase Social Audit Services On the improvement, innovation and inheritance of stage makeup styling in opera under the background of big data Evaluation Mechanism of Teaching Staff’s Building in Local Vocational Colleges Based on Big Data Technology Teaching reform of university botany courses based on discrete regression algorithm Speed optimization of inland sea vessels based on C.W saving algorithm Research on physical human-computer interaction virtual reality fitness method combined with Unity3D technology An Experiment on University English Translation Teaching Model Based on Big Data-Driven Learning A Study on Multiple Interactive Teaching Models of English in Universities under Information Technology Environment The Innovation of GIS Service Mode Based on “Grid Integration” and “Elastic Cloud” Research on the design of mechanical robot control system for industrial PC in the context of big data Distributed optical fiber sensing technology in operation status monitoring of GIL equipment Research on the digital transformation path of banks in the era of big data Mechanisms influencing the learning effect of ISM network under big data regression algorithm Design of a perceptron model-based physical fitness index monitoring system for sports training Histological and mechanical properties of laser-melted carbon nanotube-toughened Fe-based amorphous coatings Identification of Key Factors Influencing Consumer Purchase in Livestreaming Based on Principal Component Analysis and Combination Weighting Analysis of the Plea Leniency System and Plea Bargaining System in the Era of Big Data The Construction of the integration of ldeological and Political Curriculum for Graduate Students in Foreign Language Studies in the Context of New Liberal Arts and Big Data Political uncertainty and Corporate Philanthropy: Evidence from China Research on the innovation theory of college students’ ideological and political education under the background of big data Research on the problems and reform strategies of government statistics based on big data technology Adaptive fusion of multi-exposure images based on perceptron model Urban park healing landscape based on spatial correlation quantitative model Analysis of robotic calligraphy copying techniques based on linear regression models The impact of industrial-university-research collaborations on innovation output in China’s petroleum and petrochemical industry Exploring the Path of Integrating Excellent Traditional Culture into Civic Education in Universities in the Internet+ Era Application of Nonlinear Differential Equation in Electronic Commerce Exploring the integration development path of rural tourism and rural revitalization under the perspective of self-media development and communication The moderating effect of creativity on entrepreneurial intention of Chinese vocational college students Design and research of environmentally friendly field sewage purification mechanical device Dissemination and Evolution of Ethnic Traditional Sports Culture Based on Spatial Diffusion Model A Dynamic Export Product Sales Forecasting Model Based on Controllable Relevance Big Data for Cross-Border E-Commerce An analysis of time commitment for college students to online English writing and peer assessment learning The Application of PREMA Model in College Mental Health Education Research on the influence of new media on ideological and political education in colleges Research on network security management monitoring platform based on Internet of things technology Analysis of Industrial Intellectual Property Operation Service Platform Construction Based on the DART Model Study of frictional wear properties of materials for mechanical seals Exploring the construction of an all-round cost management system for investment control in university engineering construction The impact of agricultural international trade on agro-ecological environment based on TOPSIS model Relationship Between Physical Activity Sedentary Behavior and Body Mass Index in Children and Adolescents Based on FIT Model Physical characteristics analysis of judo athletes based on multiple regression equation Research on the integration development path of rural tourism and traditional culture protection and inheritance based on the integration of big data Grid data asset relationship and intelligent classification integrating knowledge graph and Internet of Things Application of economic model optimization algorithm for international trade based on big data technology Forecasting Stock Market Volatility via Causal Reasoning Synergistic study of cellulose enzymatic factors and cellulase adsorption properties under bioinformatics China’s Stock Market Trend Prediction Model based on Adversarial Learning Financial risk assessment management of state-owned enterprises based on cloud accounting in the era of big data Seroprevalence of brucellosis infection in sheep in China during 2003-2022: A systematic review and meta-analysis Research on the integration and development of student management and ideological and political education in universities based on environmental psychology Difference-in-Differences Test for the Effect of Extreme Weather upon Enterprise Productivity Analysis of punitive damages in the context of economic law based on the singular value analysis method Influence of Fatigue on Flight Safety: A Structural Equation Modeling Analysis Research and practice on the application of computer virtual technology in arts and crafts nowadays Investigation into the Coincidence between Specialty Setting in Higher Vocational Colleges and Industrial Structure Utilizing a Coupling Coordination Evaluation Framework Research on the influence of new media on the ideological and political education of college students in the background of the Internet and countermeasures The Construction of Judgment Model for Cultivating Intelligent Accounting Professionals in Universities Based on Logarithmic Periodic Power Law Model Digital Regeneration and Database Construction of Hunan Embroidery Needlework under the Perspective of Artificial Intelligence Research on the practice of innovation and entrepreneurship education in universities under the environment of big data Application of digital technology in environmental art design Research on the evaluation system of tourism management classroom teaching based on multimedia big data analysis The application of ARCS motivation model in college oral English teaching A digital teaching model for jurisprudence courses based on a linear regression model Research on Innovation of Translation Teaching and Translation Strategies for College Students in Multimedia Background Under the background of ideological and political education, the path optimization of college students’ consumption outlook education based on AdaBoost model A multi-channel convolutional neural network based on attention mechanism fusion for facial expression recognition Exploring the development of cultural and creative tourism under the perspective of ecological theory of tourism destination management Modeling Analysis of User Consumption Data of Internet Culture Industry in the Context of Emerging Technologies Reference: An algorithm for recognizing the main melody of orchestral music based on artificial intelligence of music melody contour English-Chinese translation strategies based on BERT and multi-similarity fusion of English and American literature Design of an enterprise accounting system based on decision tree model Analysis of Ethnic Elements in Xinjiang Music Works Based on PPM Model under the Perspective of “One Belt, One Road Design and implementation of a virtual teacher teaching system algorithm based on facial expression recognition in the era of big data Legal risk assessment of enterprise labor dispatch employment under clustering algorithm Application of random forest algorithm in the detection of foreign objects in wine Design and implementation of a process-aware accounting information system to improve business process management Application of ELM algorithm-based generative adversarial network model in network security Application of genetic algorithm in model music composition innovation Exploring the Practice of Cultivating Business English Talents from the Perspective of Artificial Intelligence The construction of a practical platform for party building and ideological and political education based on information fusion A study on the influence of the spread of Yangming Studies in Japan on the psychology of the Japanese people based on big data analysis Research on personalized recommendation algorithm for micromechanical sensors based on cloud model Research on the value of modern vernacular literature in contemporary rural construction based on ADDIE model Robust speech recognition based on deep learning for sports game review The impact of the financing structure of cultural enterprises on enterprise value under the ACC payment model Model Construction of Influencing Factors of Physical Education Core Quality Cultivation Based on Multiple Linear Regression Research on the operation and management mechanism of cross-border e-commerce shared practice training base Strategies for improving Chinese language proficiency based on artificial intelligence technology The success rate model of college students’ new entrepreneurship based on nonlinear differential equations Research on the application of marketing strategy of national fitness exercise and dance events in the construction of sports culture based on big data technology Strategies for constructing mathematical models of nonlinear systems based on multiple linear regression models Design of reduced-current overcurrent protection circuit based on GBDT model Analysis of Liability for Defective Capital Contribution of Company Shareholders Based on Discrete Regression Algorithm Analysis of the Factors Affecting Innovation and Entrepreneurship of College Students Based on TRIZ Theory Optimization of talent training path of broadcasting and hosting art based on matrix model Research on the path of enterprise management innovation based on multiple logistic regression model Analysis of Folklore Sports Tourism Resources Development and Protection Strategies under the Management of Rural Revitalization Strategy in the Background of Big Data A Hidden Markov Model-Based Network Security Posture Prediction Model A Modern Communication Path for Traditional Chinese Cultural Design Concepts Based on AdaBoost Model Exploring the development trend of digital media fashion illustration art based on the content analysis method The impact of CS structured computer-assisted translation system on English linguistics teaching in universities The integration of traditional culture and educational drama for young children based on the AdaBoost model Research on innovative system development of university art education in the era of big data Research on the innovation of ideological and political education theory and practice in colleges and universities under the background of big data Study and analysis of wastewater treatment in the refining and chemical industry based on multidimensional data analysis Exploration and practice of combining theoretical teaching and practical teaching to implement course Civics in the context of big data--Take “Microbial Pharmaceutical Technology” as an example The development and application of virtual practical teaching based on a clustering algorithm in the development and application of a resource library of college Civics courses Research on Ideological and Political Practice Teaching based on VR technology in the Information Age Innovative talent cultivation strategies for teaching traditional culture and language and literature based on information fusion technology Research on the optimization and practice of mathematical modeling curriculum systems based on the perspective of big data Exploring the model of laboratory construction and optimization to promote the transformation of research results in the context of big data Research on the integration of non-traditional culture and contemporary visual design based on virtual reality technology Research on AGV cart control system based on fuzzy PID control A study on the landscape evaluation of sculpture vignettes in residential areas based on SBE Research on the cultural innovation system of the old industrial base of Northeast China under the environment of big data Deep learning algorithm-based wearable device in basketball motion dynamic analysis Research on the integration of curriculum thinking and politics into the construction of grassroots party building and nurturing work under the perspective of Internet+ Research on the reform and practice of thinking and teaching of computer network technology course based on ant colony algorithm Effect of post-welding coating process on the organization and properties of MIG-welded T-joints of 6063-T6 aluminum alloy Designing the presentation of Dunhuang fresco art based on perceptron technology in the context of artificial intelligence Research on the blended teaching path of water conservancy engineering in universities based on big data analysis Strategies for the transmission of ethnic music culture in college music education based on the background of big data Innovative Strategies for the Development of International Chinese Language Education Based on Deep Learning Models Reflections on the Construction of Career Development and Planning System for Counselors in Private Universities in the New Era Study on the aesthetic laws of VR digital media art on the reception of film art The promotion path of high-quality development of rural tourism based on intelligent cloud platform system VAR model-based values education for adolescents and the role of WeChat in it A mining method of integrating Civic Science elements into English teaching in higher vocational courses based on information fusion technology Implementation and Assurance Model Construction of Financial BPO Cost Control under Cloud Computing Platform Exploring the development of intercultural communication skills of language students in universities based on big data Development of a hydraulic pump motor test stand based on mechanical power recovery A study on the impact of COVID-19 class suspension on college students’ emotions based on affective computing model Optimization of Civic Education Paths in Universities Based on the Subordination Matrix Model Visualization communication mode and path optimization of data news in the context of big data Research on the development of watercolor painting education in universities based on smart contract model Research on the construction and sustainable development of online teaching model for universities based on deep learning Speech recognition-based packaging design techniques and graphic design Barriers to Renewable Energy Share of the Grid in the Context of Big Data and Countermeasures Innovation of product packaging design based on visual communication from a digital perspective Sensitivity Analysis of the Waterproof Performance of Elastic Rubber Gasket in Shield Tunnel Research on urban landscape big data information processing system based on ordinary differential equations A statistical method for massive data based on partial least squares algorithm Colorized visual aesthetics of interior design based on the VAR model Optimizing Strategy of Computer Teaching Mode in Universities Based on Continuous Discrete Method Building an efficient classroom for Civics in vocational colleges in the era of new media In-depth analysis of the artistic expression of paper-cutting elements in interior space design Esearch on the optimization path of campus football teaching based on deep learning mode Study on the optimization of the quality management path of university physical education teaching in the context of multimedia network technology Exploring the path of integration of rural tourism culture and food industry in the context of big data The mechanism of innovation-driven emerging technology generation based on big data fusion in the perspective of technological self-reliance and self-improvement Construction material manufacturing in the context of artificial intelligence and its use in the construction of assembled buildings Graphic Design Optimization Method Based on Deep Reinforcement Learning Model Research on composite dynamic disaster prevention and control system of mine earthquake and shock in thick and hard rock mines Research on urban energy Internet planning based on fuzzy comprehensive method Research on innovative strategies of college students’ English teaching under the background of artificial intelligence Electromagnetic interference prediction technology of new energy motor drive system Research on the intelligent path of college students’ network ideological and political education based on big data mining technology Research on the application of PLC technology in electrical automation engineering Application of matrix multiplication in signal sensor image perception Analysing the variation of metadiscourse verb patterns in English academic papers from within and between disciplines Cyclic Convolutional Neural Network Model Based on Artificial Intelligence Impact of COVID-19 policy on stock prices of listed property companies Application of the ADDIE Model in the Teaching Practice of Basketball Skills Energy Efficiency Evaluation of HVDC Converter Station Based on Deep Neural Network Model Numerical Simulation and Characteristic Analysis of Music Based on Nonlinear Equations Títul Automatic Extraction and Discrimination of Vocal Theme Based on Quadratic Wave Equation Marginal Scale State Analysis of Cloud Computing Economy Based on a Class of First Order Differential Equations Computer-Aided Design of Hand-Drawn art Food Packaging Design Based on Deep Neural Network Model Innovative Development Model of Ideological and Political Education Under “Self-media” Based on Big Data Thoughts and Design of Ideological and Political Construction Based on the ADDIE Model VR-based computer maintenance practical training platform development design and application research Design and implementation of an integrated management system for discipline construction and postgraduate education in universities Research on innovative human capital for China’s economic development based on STI model In-depth analysis of the artistic expression of paper-cut elements in the design of boat space Construction and intelligent analysis of power grid physical data knowledge graph based on Internet of Things for power system Research on the effects of financial literacy on rural household credit constraint Research on educational resource recommendation system based on MRLG Rec Visual analysis of the trend of mental health changes among Chinese college students in the context of the normalisation of the new crown epidemic A study on the phenomenon of anaphoric correction in college students’ English conversation Design of fitness walker for the elderly based on ergonomic SAPAD model Research on the innovation of collaborative education model of scientific research and teaching in colleges and universities based on the theory of process reengineering The innovative path of diversified vocal music education reform in colleges and universities under the advanced educational concepts of China and the West Rhino application in ceramic packaging design teaching Analysis and countermeasures of cultivating independent learning ability in colleges teaching English based on OBE theory Influencing Factors of Ideological and Political Construction Work based on VSBPC Model Projection of Early Warning Identification of Hazardous Sources of Gas Explosion Accidents in Coal Mines Based on NTM Deep Learning Network Coupling Coordination of Long Triangle Digitization and High Quality Development of Manufacturing Industry based on Differential Equation The application of graph theory teaching method in ideological and political education of discrete mathematics Construction of a personalized learning platform based on genetic algorithm for specialized education in industrial colleges in the context of industry-education integration Analysis of the application of music curriculum education integrating modern network technology Evaluation of capability maturity of digital transformation of manufacturing industry in Yangtze River Delta based on SDAF model Online and Offline Audio-visual-oral English Teaching Model Construction Based on ARCS Research on new ways of ideological and political education in new era universities Application of ecological architecture in architectural design based on information technology integration Strategies for the implementation of aesthetic education in music teaching in colleges and universities under the threshold of big data RETRACTION NOTE Analysis of tennis techniques and tactics based on multiple linear regression model Automatic Detection of Transformer Health Based on Bayesian Network Model Application and value of painting technique in art education based on improved ARMA model 3D Virtual Art Design Method Based on ARCS Model Construction of intelligent terminal equipment for Electric Internet of Things based on edge computing model Analysis of bridge foundation pile detection based on convolutional neural network model Application of deep learning model in computer data mining intrusion detection Defect prediction of big data computer network based on deep learning model Analysis of News Communication Law Based on PSR Model Formative Assessment of College English Teaching Based on the CLA Model Application of animation design in the digital media art industry based on artificial intelligence technology An applied mathematical model based on discrete regression algorithm for computational prediction of blood collection volume Fractional Differential Equation in the Cost Control System of Cross-Border E-Commerce Optimization of innovative information-based teaching paths in college sports psychology based on principal component analysis Data Information Security Algorithm Based on Chaos and Hash Function Research on the innovative inheritance application of Guangxi minority elements in clothing design under the perspective of rural revitalization A study of English learning anxiety regulation strategies based on the deep learning model Application of power electronic circuit design based on BP artificial neural network in environmental monitoring Research on Curriculum Civic Education and Innovation and Entrepreneurship Education Reform in Undergraduate Universities under the Web-based Teaching Collaboration Platform Optimized reform strategy for quality education of Chinese language and literature education for college students based on information fusion technology Research on the innovation path of university library management and service under the background of big data Construction and practice of a standardized training system for outpatient clinics based on the cultivation of TCM thinking Genetic algorithm-based analysis of heat production prediction in electronic devices Analysis of the Implementation Approach of University Budget Performance Project Based on Equity Realization Perspective A study of multimodal education and discursive reading model in English based on multidimensional cognitive information aggregation theory Teaching Effect Evaluation of Music Education Based on Partial Differential Equation Model Analysis of the effect of music on personal emotional experience and identification of psychophysiological signals The application of body symbols in contemporary art from the perspective of Da Vinci’s theory A Hybrid Stochastic/Robust Planning Model for Integrated Energy System Considering Multiple Uncertainties Railroad freight service quality evaluation system based on a logistic regression model The Design and Development of Network Multimedia Music Teaching Based on Multiple Linear Regression Algorithm Research on the relationship between investment in preschool education and economic growth in Chongqing Deep Learning-based Fuzzy Translation Problem in Chinese-English Epidemic News Reporting Innovation and application of digital reading model for college students based on deep learning model Study of trip card data analysis system under big data Construction of a text complexity grading model for English textbooks in the context of globalization Design and research of big data technology based on e-commerce platform A study of cultural differences in Sino-Thai translation based on big data analysis On the Application of Artificial Intelligence in Local Legislation Big data analysis based on the correlation between live-streaming with goods, perceived value and consumer repurchase Big data methods and news communication innovation from theoretical definition to operational route Design and Practice of Human Geography Field Teaching in the Age of Big Data The innovation path of virtual practice teaching in college Civics class based on the Ridge regression model Application of CAE for mold flow analysis in plastic molding mold design Intelligent control system of port turning line based on WITNESS software Symmetry Analysis and Exact Solutions of Extended Kadomtsev-Petviashvili Equation in Fluids The reform of university English education inspired by cultural differences between China and foreign countries Research on structural damage identification and localization based on artificial neural network New approach to regularise the perturbed two-body problem Analysis of the factors influencing the development of college students’ Civic Science course based on ISO model The development trend of music art based on content analysis method The construction of cross-regional cooperation innovation network governance system based on data fusion technology Analysis of the innovative development path of university civic education based on the era of big data On new aspects of Chebyshev polynomials for space-time fractional diffusion process Rural landscape design strategy based on deep learning model Innovative Development Path of E-Commerce and Civil and Commercial Law in the Information Age Based on Discrete Regression Algorithm Stability of equilibrium price-production of dynamic duopoly Bertrand–Cournot game in a transnational supply chain with asymmetric information Mathematical model on Type 1 diabetes and Healthy state: Mechanisms of βcells on the interaction between M1 and M2 Macrophages Scientific Training Model of Sports Tourism Based on Nonlinear Differential Equation The dilemma and path of rural college students returning to their hometowns for employment and entrepreneurship in the post-epidemic period under the background of big data Financial big data control and intelligent analysis method for investment decision of renewable energy projects Analysis of the dilemma of higher vocational thinking education in China under the background of “Internet+” Analysis of the current situation and development countermeasures of college sports training and management based on the background of artificial intelligence A Review of the Design and Enhancement of Pastoral Culture Creativity in Chinese Rural Ecotourism Research on Computer Network Security Protection Technology Incorporating Full Convolutional Networks Research on the Logical Turn and Practical Path of China’s High-Quality Economic Development in the Context of Digitalization Influencing factors of modern and contemporary decorative pattern design on users’ visual perception characteristics Construction machinery hydraulic transmission system fault analysis and elimination methods Optimization strategy of ideological and political education in colleges and universities based on modern information technology A Review of the Research on Labor Supply Effect of Active Aging Application of traditional cultural elements in landscape design Driving Model of Electronic Information System Based on Agent Modeling and Simulation Research on the path of high-quality development of the rural tourism industry driven by big data technology The application of cloud accounting in enterprise financial decision making in the era of big data Variable combinatorial gap-filling method for single-cell RNA-seq data Research on the development path of integration of rural sports culture and sports tourism in the context of big data Risk Assessment of Financial Markets in the Era of Big Data Based on Eviews Econometric Model Cost Control System of Cross-Border E-Commerce Based on Fractional Differential Equation Fourier transform-based electronic logic information processing architecture design The Development of Enterprise Management Innovation in the Digital Economy Era Based on the Schumpeter Model Neural Networks and Migration Learning Models in Sports Video Course Applications Research on performance evaluation and optimization of college budget management under the background of big data Risks and preventive measures for manufacturing enterprises in the Context of cloud accounting Research and application of Augmented Reality Technology and digital media Technology in mobile visual media Research on Information Visualization of Chinese Cultural Heritage Patterns in the Digital Perspective The modernization strategy of constructing teacher-student relationship in the new era of universities Research on optimal path planning technology for vehicle positioning and navigation system Construction and practice of training system for dance professionals based on OBE teaching model combined with Kinect motion capture technology The construction of environmental cost accounting system - based on ecological perspective Interactive experience of information visualization in mechanical design Analysis of tea culture communication path based on the principal component analysis method Programming application of contemporary jewelry design forms based on Grasshopper software Construction of a multimodal poetry translation corpus based on AdaBoost model Analysis of the practical education model and its value in the context of big data in university civic education Information Fusion Technology-based Approach to Mining Civic Political Elements in College Curriculum Design of a decentralized Internet-based control system for industrial robot robotic arms General Architecture of Sustainable Urban Spatial Development Model Based on Smart Cities Design of a mechanical automatic transmission system for automobiles based on torsional vibration damping Optimization of the quality management path of physical education teaching in colleges and universities integrating modern network technology Construction of a mathematical modeling teaching quality assessment system for universities based on Eviews model Research on Information Literacy Education Model in the Big Data Environment - A Case Study of six Hainan high school Libraries Innovative model of teaching in law experiment center based on LETS software Fuzzy PID control theory in multi-objective optimal longitudinal following of intelligent trolley A Study on the Implications of Critical Discourse Analysis Theory for College English Teaching in the Context of Big Data The Construction of “Party Building + Curriculum Civics” Education Model for Chinese Grassroots Party Organizations in the Context of “Internet+” The artistic aesthetic and cultural value orientation of 3D printing A multidimensional interpretation of Marxist theory based on a decentralized Internet perspective Research on key technologies for connected vehicle autonomous driving based on 5G big data Student management model of college student associations based on ant colony Algorithm Research on practical teaching of Ideological and political education based on VR technology in the information age The Construction of Cultural Translation Research System under Big Data Technology Analysis of factors influencing the development of Civic Education for senior students of Chinese party culture based on ISO model Research on the application of big data technology in enterprise project management An investigation into the practice of blended teaching in English courses based on the BOPPPS model Analysis of student management path optimization in higher education institutions with ISM Strategies for optimising chemical instrumental analysis methods based on the ADDIE model The improvement path of international Chinese education management in universities based on big data technology Analysis of the coupling correlation between environmental protection efforts and economic development level based on artificial intelligence technology Seismic finite element analysis of underground integrated pipe corridor based on generalized reaction displacement method Research on the construction and operation mode of smart city information service system based on IOT technology Innovative reform strategy of artistic practice of university folk dance education based on information fusion technology Biosafety management strategy based on multiple linear regression model Thinking about the strategy and practice path of modern agricultural industry development in the context of big data New ideas of precision teaching development based on the background of big data Design and research of news recommendation system based on perceptron model in big data era Combined application of employment education and big data internet technology based on the context of vocational education reform Research on structural damage identification and localization based on artificial neural network College students' innovation and entrepreneurship model based on probability theory statistics Research on the design and application of intelligent teaching management system of intelligent training room in the background of internet Innovation and entrepreneurship model of higher vocational college students based on probability theory statistics Analysis of distribution network planning with distributed power supply based on ELM algorithm A fuzzy mathematical model-based approach to customer-side energy management for power companies Research on the evaluation of the employment effect of Jiangsu artificial intelligence based on neural network on colleges and universities Rural Tourism Development Planning Based on Nonlinear Differential Equation Analysis of the properties of matrix rank and the relationship between matrix rank and matrix operations Strategies for Marine remote sensing target detection based on deep learning model and internal wave simulation imaging technology Construction of a smart grid load forecasting platform based on clustering algorithm Variation mechanisms of metadiscourse verb patterns in English journal articles from intra- and interdisciplinary perspectives Construction of a refined people management model for SMEs based on discrete regression algorithm Color and composition under big data technology: the art of visual communication in film art FPGA-based Intelligent Logistics Management for Universities Study on the design of old residential district landscape space renewal based on Cite Space from the perspective of big data Digital design and experimental testing of a compressor's suction muffler transmission loss A Study on the Impact of the Internet+ Era on Korean Film Consumer Culture SCP model based on the new energy vehicle collaborative detection configuration method research Research on the innovation path of teaching interior design majors in universities based on big data analysis The cardiovascular promotion of college taekwondo based on fractional differential equation A Systematic Study of Intercultural Listening Strategies in Higher Education Institutions in the Context of Big Data Analysis and research on the economic benefits of employee labor in enterprises in the context of the Internet Design and application of an intelligent communication platform for aesthetics education for internationalization The boundedness of functional differential equations of hospital financial software under information Multi-UAV Aerial Mission Intelligent Assignment Algorithm Based on LightGBM Model Deep learning model-based brand design 3D image construction The Evolution of Marxist Theory of Financial Capital in the ACC Payment Model The character image setting of 3D animation works based on Poisson equation The Impact of College English Teaching on Improving Students’ Writing Effectiveness in the Context of Big Data Research on the interaction between university physical culture education and college students’ physical exercise in the context of big data Innovative research on the construction of experimental teaching platform of economics and management in colleges and universities based on the background of big data The optimization path of core literacy of innovative talents in universities based on the improved Markov model Analysis of the innovation path of university education management informatization in the era of big data Research on visual recognition and positioning of industrial robots based on big data technology Coupled coordination analysis of green finance on economic growth based on big data Information technology system to promote drug production command supervision Exploring English-Chinese Translation Skills Based on Big Data Technology Decentralized Internet-based calligraphy education leads the internal development of aesthetic education in schools Research on the construction and effect evaluation of OMO mode of professional practical training teaching of landscape engineering technology based on virtual simulation technology Theoretical and practical research on mathematical modeling of economy and finance based on artificial intelligence Calculation and evaluation of similarity in sports information resources based on combined algorithm Research on personalized Japanese language teaching model based on big data technology A multidimensional interpretation of Marxist globalization theory based on decentralized internet Analysis of the improvement path of English listening and speaking ability based on big data technology Study on the absorption technology of distribution network with high-proportion distributed power supply Application of BOPPPS teaching model in online and offline blended teaching of college Public Basic Mathematics Information Development and Student Talent Cultivation of Modern Chinese Language and Literature in the Context of Big Data Grouting reinforcement strategy for tunnel sand layer based on BP neural network Multimodal discourse analysis of automotive websites Research on university laboratory network security based on Cloud Computing Optimization of journalism communication digital education ecology based on SEM model Títul Mobile visual media design based on digital media technology and augmented reality Spatial planning layout design of national land in the context of rural revitalization based on MOLA model Influence of 3D characters image transfer on animation drawing based on detail feature preservation Títul Sports consumption behavior and consumption demand of urban residents in the context of “Internet+” Theoretical Innovation of English Teaching Methodology Based on Continuous Discretization Method Study on the influencing factors of the development of art education in colleges and universities based on the deep learning model Evaluation mechanism of local universities’ faculty construction based on SOAP technology An analysis of the cultural heritage of traditional Chinese festivals based on the perspective of big data Research on the mechanism of cultivating the English listening ability of college students based on the background of big data Reform and innovation of saxophone teaching mode in colleges and universities based on Bayesian model Media-based information display in university libraries based on a generalized differential equation numerical method Research on detection of parking space based on the combination of magnetoresistance and microwave radar sensor under IoT platform Research on sustainable development mechanism of regional ‘Artisan Workshop’ under big data environment Innovative Teaching Strategies for Aesthetic Arts in Higher Education Institutions Based on Big Data Technology Application of hybrid kernel function in economic benefit analysis and evaluation of enterprises The analysis method of the impact of missing audit information on the securities investment decisions based on Logistic regression models Research on the close-range photogrammetry accuracy of 3D digital interactive platform of Hunan intangible cultural heritage Research and implementation of visual question and answer system based on deep learning Títul Research on Wireless Network Coverage for Transformation and Upgrading of Exhibition Management with Artificial Intelligence Technology Study on the application of multi-angle imaging related technology in the construction process The combination application of Civic Education and Big Data Internet Technology based on the background of college education reform Economic statistical strategies for the transportation industry based on time-varying parametric state space models The digital economy is an important path to boosting common prosperity Public Management Model Based on Mathematical Equation of Statistics of Probability Theory Optimization path of corporate ESG performance and compensation performance management under carbon neutral target New anergy tide control strategy based on Eviews econometric model Optimization of vocal singing training method based on intelligent big data technology The construction of blockchain platform for engineering museums based on vectorized image processing technology Green supply chain innovation management strategy based on the combination of low carbon economy and e-commerce with big data technology Numerical simulation analysis of load-bearing capacity at joints of symmetrical cantilever-assembled bridges based on the logistic regression model Research on the current situation and countermeasures of cultivating talents in recreational sports under the perspective of artificial intelligence The Construction of a Coordinated Integration System of Rural Tourism and Habitat Environment in China Based on Coupled Coordination Degree Model Multi-objective Evolutionary Algorithm Supported Construction of Architectural Window Design Model Based on Visual Comfort - A Case Study of Office Buildings in Cold Regions Optimization analysis of cross-border e-commerce marketing strategy based on the SCOR model Construction and implementation of teacher support services model under “5G+Smart Education” Probabilistic neural network-based diagnosis of blockage faults in air conditioning and refrigeration units The Meaning, Value, and Realisation of Internet-based Culturally Responsive Teaching Analysis of digital humanistic knowledge production based on natural language processing Design of language assisted learning model and online learning system under the background of artificial intelligence An experimental study of the carbohydrate exchange method combined with aerobic exercise to intervene in the physical health of obese college students Design of a text evaluation and interaction system for university English textbooks based on a perceptual machine model in the context of globalization Comparative analysis of CR of ideological and political education in different regions based on improved fuzzy clustering Research on loyalty prediction of e-commerce customer based on data mining The use of red cultural and creative design in tourism cultural and creative design based on the background of big data Innovative measures of student management by counselors in higher education institutions under a big data environment Digital terrain interactive editing technology for landscape planning and design based on deep learning LightGBM model applied in the teaching course of Civic Education integrating red culture Research on personalized recommendation method of preschool e-learning resources Key technology research on decentralized Internet-based smart agriculture platform Optimization of cross-border e-commerce marketing strategy based on deep learning model An innovative study of art teaching strategies for preschool children based on big data analysis The function of ideological and political education of campus culture in the context of big data and its realization path The use of new media technology in the creation of media animation under the threshold of big data Research on the construction of early warning model of customer churn on e-commerce platform Research and Development of “Gathering Green” Digital Cultural and Creative Collection Creative Platform under the Technical Support of Big Data and Advocacy of Rural Revitalization: A Typical Practice Based on Qingdao Coastal Villages Evaluation and prediction of regional human capital based on optimised BP neural network A Regionalization Study of Market-Based Allocation of Data Factors in China A study of local smoothness-informed convolutional neural network models for image inpainting IoT-based interaction design of smart home products for elderly families A multidimensional interpretation analysis of Marxism globalization theory based on distributed Internet Strategy for financing mode optimization in international trade supply chain based on deep learning model Early warning and detection of geological disasters based on intelligent genetic algorithm Exploring the Application of Modern Fine Arts Artistic Modeling and Color in Modern Art Design Based on Information Fusion Technology Decisions of competing supply chain with altruistic retailer under risk aversion Research on China’s tourism marketing model in the data perspective: based on ecological perspective Research on human resource management performance evaluation based on BP algorithm Problem identification and solution of voice change phenomenon in vocal singing based on the AHP method A study on the effect of music on college students’ depression and anxiety based on big data analysis Inferring the role of fiscal decentralization and carbon taxes through the ARDL approach Some Necessary Conditions for Feedback Functions of de Bruijn Sequences A new model of tax governance in the context of the integration of traditional industries and the digital economy Improvement of the financial management supervision system of universities in the context of big data Analysis of the current situation and teaching strategies of university table tennis teaching in the context of big data Fractional Differential Equations in Sports Training in Universities Current situation and training strategies of preschool students’ skills in the Internet era Construction of sustainable development professional cluster in private universities based on data mining model Law of interest rate changes in financial markets based on the differential equation model of liquidity Basalt fibre continuous reinforcement composite pavement reinforcement design based on finite element model Innovative cultivation path of great craftsmanship based on logistic regression model Research on Fault Prevention and Maintenance System of Automatic Substation Primary Equipment Based on Decision Tree Algorithm The construction of innovation system of college physical education reform based on Bp neural network Analysis of the impact of college students’ innovation and entrepreneurship on human resource index of science and technology enterprises based on logistic regression model Noise Reduction of Cable Partial Discharge Vibration Signal based on EEMD-CIIT method Application of image processing technology based on hierarchical analysis in visual communication system Research on the cultivation mechanism of “double-creative” talents in ethnic regions with the integration of industry and education in the context of the Internet Research on the organization of public space relations in commercial complex buildings in the context of big data The use of traditional Chinese elements in modern interior design in the context of multimedia Application of biofilm-membrane bioreactor in municipal wastewater treatment Regional Logistics Routing Optimization System Based on Fractional Differential Equation Modeling Orientation and triage of preschool students’ interest development based on deep learning model AHM-FC Model in the Evolution Analysis of Ideological and Political Subjects System Construction of Intercity Culture and Xinjiang Music Integration in the Context of “One Belt, One Road” Based on SCP Model 3D Scene Simulation System of Japanese Teaching Based on Finite Element Equation Assessment of tax-related risks in corporate betting agreements based on vector autoregressive model Multi-Governance of Basketball Event Organization in Ethnic Areas Based on PESTEL Analysis Model Design of a linear regression model-based Internet exit anomaly detection method Building Tilt Scanning Measurement Based on Binary Linear Regression Analysis Exploring the application of composite materials in ceramic design based on fuzzy numerical analysis Construction of law and economics litigation service platform based on multimedia retrieval Application of motion capture technology based on dance big data in dance retrieval The Innovation and Application of Computer Multimedia-assisted Teaching Methods in College English Teaching Deep learning-based fault diagnosis and localization method for fiber optic cables in communication networks A Study on Innovative Teaching Strategies of English in Universities Based on VAR Model Research on the integration and innovation of red culture and ideological and political education in universities in the new media era Analysis of the impact of ADDIE education model based on logistic regression model on teaching contemporary cultural and creative product design Research on the optimization of prefabricated building preset scheme integrating BIM technology and BiLSTM model Research on practical education model of mental health development of college students in higher education institutions in the context of big data Badminton players’ trajectory under numerical calculation method Evaluation of the Integration Path of Ideological and Political Elements in English Major Courses Based on the ADDIE Model Application of multiple regression models in the analysis of kinematic parameters in competitive gymnastics Analysis of the influencing factors of college students’ mental health literacy based on multiple linear regression model Scale and efficiency of China’s radiation industry based on LightGBM model The construction of a mathematical model for college English interactive distance teaching Application of Data Mining Algorithms in Power Marketing Predictive Analytics Analysis of music teaching technology based on a data mining model Research on the Development of Young Teachers’ Informatization Teaching Ability in Universities Based on Big Data Technology Interactive texture replacement of cartoon characters based on deep learning model Application of Multiple Linear Regression Model in the Sustainable Development of National Traditional Sports Exploring Innovative Strategies for Teaching English in Higher Education with the Support of Big Data Analysis of media content recommendation in the new media era considering scene clustering algorithm The generalized matrix equation for systematic evaluation of oral Russian self-study The application of computer VR technology in physical education Evaluation of Corporate Social Responsibility and Core Competitiveness Based on GA-SVM Model Gymnastic movement recognition based on support vector machine classification model Extraction of Design Factors of Chinese Dance Culture based on Analytic Hierarchy Model Cultural and artistic dissemination of traditional Chinese silk patterns in the 17th-18th centuries in the context of big data Theory of physical education ecosystem based on SFIC model Research on the integration of online teaching resources in higher education institutions under the perspective of industry-education integration The Analysis of the Expression Form of Ideological and Political Elements in Philosophy Courses Based on Multimedia Information Fusion Strategy Diversified Integration of Civics Teaching Resources in Universities Based on Discrete Regression Model Study on the rehabilitation training effect of exoskeletal diseases based on the skeletal muscle geometry modeling method Exploring the teaching practice of visual communication design in colleges and universities under the background of big data Dance Rehearsal System Based on Linear Partial Differential Mathematical Equation Big data-based output-oriented teaching competency development for mathematics teacher trainees Research on dynamic detection method of bridge vehicle load based on optimization algorithm Deep Learning Based Sports Video Classification Research Design of energy big data and carbon emission monitoring system based on perceptron model in the context of carbon neutral and carbon peaking A model of online opinion dissemination based on vector autoregressive model of emotional information entropy Application of decision tree algorithm mining model in career planning goal simulation Multimodal construction of human movement dataset under the development of physical dance teaching in colleges and universities Visual Communication Design Method Based on Multimedia Information Processing Technology and Its Application Optimization of Teaching Path of Artificial Intelligence Programming Course in the Context of New Engineering Construction Application of short video recommendation technology in classical music teaching Reading promotion mode of university libraries in the context of information development The application of video text generation technology in assessing the effectiveness of teaching ethnic traditional sports Design of online art education system based on 3D virtual simulation technology Using Multimedia Information Retrieval Technology to Optimize the Strategies of College English Teaching Research on the current situation and development countermeasures of Chinese sports industry companies in the context of big data Research on digital transformation innovation of the exhibition industry in the era of big data A structural model of teachers’ teaching competencies based on multimodal affective features of support vector machines Research on information visualization for digital media design methodology based on big data technology Research on the physical training of athletes in ice and snow sports based on big data Rural tourism service design based on collaborative filtering algorithm after epidemic normalization Innovation of China’s international trade methods based on the perspective of cross-border e-commerce The theory of innovation and entrepreneurship education practice with the integration of modern information technology and new engineering The effect of fitness qigong exercise on college students’ physical fitness based on big data technology A study on the management of big data technology in financial decision-making of enterprise cloud accounting Empirical evidence of coupling and coordination between circular economy and foreign trade based on big data A strategy study based on artificial intelligence data analysis of rural governance into tourism industry development research Study on the Flipped Classroom Teaching Model of “Business English Translation” in the Context of Big Data Research on brand operation strategy of integrating traditional culture into the modern tourism industry based on big data analysis The Fit of Constructivist Teaching Theory and Foreign Language Teaching Reform in the Background of the Internet Era Heritage development of traditional culture in folk art education based on the decentralized Internet Intelligent algorithm-based analysis of corporate financial decisions in the era of cloud accounting The use of management accounting and financial accounting in financial management based on multiple linear regression algorithm Construction of intelligent practice system of college Civics teaching based on VR technology in the information age Application of nonlinear regression theory based on edge computing to mathematical modeling in universities Coupling research of Confucianism and Chinese philosophy based on data mining model The construction of a localized teaching model of the Orff music teaching method based on big data analysis A study on the application of non-fiction writing in writing courses in local universities based on a decentralized Internet model An Exploration of Chinese Language International Education Exchange and Cooperation Model Based on Random Forest Model A Study on Risk Management of Commercial Banks’ Home Mortgage Loans Based on Risk Management Framework A study on the application of creative writing in literature teaching based on multiple linear regression algorithm The positive impact of increased government bailout on weakening corporate default risk Teaching reform and innovation of vocational development and employment guidance courses in colleges and universities based on random forest model Modeling the connection between oil painting creation and university students’ inspiration in the context of “Internet+” The cultivation system of cross-media narrative ability of scriptwriter talent based on cluster model The path of optimizing and improving the teaching innovation ability of visual communication based on the SWOT model The Structure and Influencing Factors of Students’ Innovation and Entrepreneurship Ability Based on the Structural Equation Model The Influence of Green Entrepreneurship Orientation on Enterprise Performance Based on the TPB Model Computer Security Active Defense Technology Based on Bayesian Model Visual Operation and Maintenance Monitoring of Power System Data Network Based on Neural Network Model Design Method and Application of Intelligent Sports Equipment Based on Stochastic Differential Equation Color Processing System of Art Color Based on Fractional Differential Equation Global efficiency estimation of complex networks and regional technological and economic development based on fractal network model DMAIC Model’s Relative Efficiency Analysis of Input and Output in Cultural Construction of University Library and Mental Health Education of College Students Integrated Operation and Maintenance of Power System Communication Based on the Markov Model Oscillation and Asymptotic Behavior of a Special Delay Third Order Nonlinear Neutral Functional Differential Equation Statistical Analysis of Export Waybill Data of Cross-Border E-Commerce Based on ISM Model Zagreb Connection Indices for Metal Trihalides Adaptation of the COVASIM model to incorporate non-pharmaceutical interventions: Application to the Dominican Republic during the second wave of COVID-19 Karnauph Classifier: A Hybrid Mathematical Model for Data Classification An Improvement of Parameter Estimation Accuracy of Structural Equation Modeling using Hybridization of Artificial Neural Network in the Entrepreneurship Structural Model Mathematical model for portraits of members in large-scale department stores Analysis of the Innovation of University Students’ Education Management Based on the APT Model Construction of College Vocal Music Innovation Teaching Mode Based on ARCS Model The Clustering Effect Analysis of College Marxist Theory Network Propagation Based on Ant Colony Intelligent Algorithm Effects of Aerobic Training on Body Function Based on Multiple Linear Regression Analysis Limit cycles of a generalised Mathieu differential system The nonlinear effects of ageing on national savings rate – An Empirical Study based on threshold model Virtual Museum Scene Design Based on VRAR Realistic Interaction under PMC Artificial Intelligence Model Karnauph Classifier: A Hybrid Mathematical Model for Data Classification Construction Cost Control and Management Based on Mapping Model and BIM Research on innovative cultivation mode of English and American literature translation talents based on internet environment Improved K-SVD Model in Higher Vocational Physics Teaching Dance Emotion Characteristic Parameters Based on Deep Learning Model BIM Model Design of Deep Foundation Pit Engineering Based on BP Network Analysis of quantitative management of online intelligent monitoring of tailing ponds based on the perspective of safety prevention and control The Innovative Development Model of Ideological and Political Education Based on Big Data and We Media Analysis of rural tourism culture advertising content based on LSTM-CNN model Construction of network mathematics model for college English mixed teaching Optimization of college physical education curriculum based on G-DINA Strategic Policy Innovation of Regional Development Strategy Transformation in the New Era Based on Progressive Differential Model Optimization of local ethnic music teaching transmission path based on logistic regression model Vocational Education Agglomeration Promoting Innovation and Entrepreneurship Based on Spatial Dubin Model Exploring the Construction of Curriculum System of Theater and Film Studies Based on ADDIE Model Innovative research on propagation modes of short video works based on digital technology Analysis of the effect of compound training for explosive power on improving the psychological resilience of football athletes Construction of feature extraction model for machine foreign language translation evaluation system Exploration on the path of ideological and political education and cultural education in colleges and universities from the perspective of red culture Effect evaluation of ideological and political guidance in university party construction based on hierarchical analysis model Can policy coordination facilitate unimpeded trade? An empirical study on factors influencing smooth trade along the Belt and Road Research on design of customer portrait system for E-commerce Research on rule extraction method based on concept lattice of intuitionistic fuzzy language Application of data mining model in English text writing training system Design and evaluation of intelligent teaching system on basic movements in PE A Hierarchical Analysis Structure Model for the Integration and Optimization of Sports Industry Digitalization and Tourism Industry Construction of an economic environment scheduling system based on the multi-objective fuzzy optimization model Statistical Analysis of Advanced Mathematics Teaching Quality Evaluation Based on Quantile Regression Model Analysis of music teaching technology based on a data mining model The curriculum optimization exercise system of college physical aerobics based on partial differential equation Prediction of Cyberspace Security Data Based on the Markov Chain Model Scheduling Optimization of hotel supply chain based on heterogeneous multipopulation ant colony algorithm The application of multiple regression model in interactive English classroom teaching Sports Talent Training System of Sports Aerobics Based on Fractional Differential Equation Research on evaluation system of cross-border E-commerce platform based on the combined model Financial customer classification by combined model Influence of displacement ventilation on the distribution of pollutant concentrations in livestock housing New Green’s Function Method for Solving Underground Oil Seepage Problems The zero-Hopf bifurcations of a new hyperchaotic system Retraction: Wei, Wei and Lu, Liu. “The influence of X fuzzy mathematics method in basketball tactics scoring” Applied Mathematics and Nonlinear Sciences, vol.7, no.1, 2022, pp.677-684 Retraction of: Pan, Liurong, Alshalabi, Riyad, Li, Pingfen, Naminse, Eric Yaw and Tan, Fuqiang. “Analysis of digital humanistic knowledge production based on natural language processing” Applied Mathematics and Nonlinear Sciences, vol.0, no.0, 2023, pp.-. https://doi.org/10.2478/amns.2022.1.00029 Retraction Retraction: Retraction of: Mundewadi, R. A. and S, Kumbinarasaiah. “Numerical Solution of Abel's Integral Equations using Hermite Wavelet” Applied Mathematics and Nonlinear Sciences, vol.4, no.2, 2019, pp.395-406 A new expansion auxiliary equation method for traveling wave solutions of the simplified MCH equation and the ZKBBM equation Geometric Properties of a Linear Complex Operator on a Subclass of Meromorphic Functions: An Analysis of Hurwitz-Lerch-Zeta Functions Retraction Study of Enterprise Resource Optimization Scheme from the Perspective of Knapsack Problems