Acceso abierto

High-Dimensional Feature Optimization and Real-Time Prediction Model with Support Vector Machines for Fault Diagnosis of Electrical Equipment

 y   
19 mar 2025

Cite
Descargar portada

He, C., Jiang, L., & Jiang, L. (2023). Seismic failure risk assessment of post electrical equipment on supporting structures. IEEE Transactions on Power Delivery, 38(4), 2757-2766. He C. Jiang L. Jiang L. ( 2023 ). Seismic failure risk assessment of post electrical equipment on supporting structures . IEEE Transactions on Power Delivery , 38 ( 4 ), 2757 - 2766 . Search in Google Scholar

Liu, H., Zhang, H., Zhang, H., Sun, R., Dong, K., Guo, X., & Zhao, J. (2024, May). Construction of a power quality and electrical equipment knowledge graph for equipment status assessment. In Fourth International Conference on Machine Learning and Computer Application (ICMLCA 2023) (Vol. 13176, pp. 84-89). SPIE. Liu H. Zhang H. Zhang H. Sun R. Dong K. Guo X. Zhao J. ( 2024 , May ). Construction of a power quality and electrical equipment knowledge graph for equipment status assessment . In Fourth International Conference on Machine Learning and Computer Application (ICMLCA 2023) (Vol. 13176 , pp. 84 - 89 ). SPIE . Search in Google Scholar

Cho, W. C., & Ahn, T. H. (2019). A classification of electrical component failures and their human error types in South Korean NPPs during last 10 years. Nuclear Engineering and Technology, 51(3), 709-718. Cho W. C. Ahn T. H. ( 2019 ). A classification of electrical component failures and their human error types in South Korean NPPs during last 10 years . Nuclear Engineering and Technology , 51 ( 3 ), 709 - 718 . Search in Google Scholar

Cornelious, S. (2019, March). Corrosive Gases and Electrical Equipment Failure in Pulp and Paper Mills. In NACE CORROSION (pp. NACE-2019). NACE. Cornelious S. ( 2019 , March ). Corrosive Gases and Electrical Equipment Failure in Pulp and Paper Mills . In NACE CORROSION (pp. NACE - 2019 ). NACE . Search in Google Scholar

Hongyi, Y. U., Jinlin, Z. O. U., & Weiqiang, Z. H. A. N. G. (2020). Research on mathematical distribution of failure time and engineering evaluation for medical electrical equipment based on operation and maintenance data. Chinese Journal of Medical Instrumentation, 44(3), 199-204. Hongyi Y. U. Jinlin Z. O. U. Weiqiang Z. H. A. N. G. ( 2020 ). Research on mathematical distribution of failure time and engineering evaluation for medical electrical equipment based on operation and maintenance data . Chinese Journal of Medical Instrumentation , 44 ( 3 ), 199 - 204 . Search in Google Scholar

Zhang, K., Yin, Z., Yang, X., Yan, Z., & Huang, Y. (2017, September). Quantitative assessment of electric safety protection for electric vehicle charging equipment. In 2017 international conference on circuits, devices and systems (ICCDS) (pp. 89-94). IEEE. Zhang K. Yin Z. Yang X. Yan Z. Huang Y. ( 2017 , September ). Quantitative assessment of electric safety protection for electric vehicle charging equipment . In 2017 international conference on circuits, devices and systems (ICCDS) (pp. 89 - 94 ). IEEE . Search in Google Scholar

Kuznetsov, S. M., Orlova, I. V., & Lisichko, O. I. (2019, June). Theory and a posteriori practical methods for calculating the reliability of electrical equipment. In IOP Conference Series: Materials Science and Engineering (Vol. 560, No. 1, p. 012135). IOP Publishing. Kuznetsov S. M. Orlova I. V. Lisichko O. I. ( 2019 , June ). Theory and a posteriori practical methods for calculating the reliability of electrical equipment . In IOP Conference Series: Materials Science and Engineering (Vol. 560 , No. 1 , p. 012135 ). IOP Publishing . Search in Google Scholar

Shi, X., Ke, Q., Lei, J., & Yuan, Z. (2020, July). Corrosion Failure Analysis of Electrical Equipment in Distribution Power System under High Temperature and High Humidity Environment. In Journal of Physics: Conference Series (Vol. 1578, No. 1, p. 012204). IOP Publishing. Shi X. Ke Q. Lei J. Yuan Z. ( 2020 , July ). Corrosion Failure Analysis of Electrical Equipment in Distribution Power System under High Temperature and High Humidity Environment . In Journal of Physics: Conference Series (Vol. 1578 , No. 1 , p. 012204 ). IOP Publishing . Search in Google Scholar

Wu, J., Wu, C., Cao, S., Or, S. W., Deng, C., & Shao, X. (2018). Degradation data-driven time-to-failure prognostics approach for rolling element bearings in electrical machines. IEEE Transactions on Industrial Electronics, 66(1), 529-539. Wu J. Wu C. Cao S. Or S. W. Deng C. Shao X. ( 2018 ). Degradation data-driven time-to-failure prognostics approach for rolling element bearings in electrical machines . IEEE Transactions on Industrial Electronics , 66 ( 1 ), 529 - 539 . Search in Google Scholar

Wan, Y. (2023, April). Research on Partial Discharge Characteristic Detection of Electrical Equipment Based on Machine Learning Algorithm. In 2023 International Conference on Distributed Computing and Electrical Circuits and Electronics (ICDCECE) (pp. 1-5). IEEE. Wan Y. ( 2023 , April ). Research on Partial Discharge Characteristic Detection of Electrical Equipment Based on Machine Learning Algorithm . In 2023 International Conference on Distributed Computing and Electrical Circuits and Electronics (ICDCECE) (pp. 1 - 5 ). IEEE . Search in Google Scholar

Hanif, A., Yu, Y., DeVoto, D., & Khan, F. (2018). A comprehensive review toward the state-of-the-art in failure and lifetime predictions of power electronic devices. IEEE Transactions on Power Electronics, 34(5), 4729-4746. Hanif A. Yu Y. DeVoto D. Khan F. ( 2018 ). A comprehensive review toward the state-of-the-art in failure and lifetime predictions of power electronic devices . IEEE Transactions on Power Electronics , 34 ( 5 ), 4729 - 4746 . Search in Google Scholar

Cheng, Y., Li, S., Lu, Z., Liu, Z., & Zhu, Z. (2018). Seismic risk mitigation of cylindrical electrical equipment with a novel isolation device. Soil Dynamics and Earthquake Engineering, 111, 41-52. Cheng Y. Li S. Lu Z. Liu Z. Zhu Z. ( 2018 ). Seismic risk mitigation of cylindrical electrical equipment with a novel isolation device . Soil Dynamics and Earthquake Engineering , 111 , 41 - 52 . Search in Google Scholar

Christina, A., Salam, M. A., Rahman, Q. M., Wen, F., Ang, S. P., & Voon, W. (2018). Causes of transformer failures and diagnostic methods–A review. Renewable and Sustainable Energy Reviews, 82, 1442-1456. Christina A. Salam M. A. Rahman Q. M. Wen F. Ang S. P. Voon W. ( 2018 ). Causes of transformer failures and diagnostic methods–A review . Renewable and Sustainable Energy Reviews , 82 , 1442 - 1456 . Search in Google Scholar

Malik, H., Iqbal, A., & Yadav, A. K. (2020). Soft computing in condition monitoring and diagnostics of electrical and mechanical systems (Vol. 1096, p. 499). Berlin/Heidelberg, Germany: Springer. Malik H. Iqbal A. Yadav A. K. ( 2020 ). Soft computing in condition monitoring and diagnostics of electrical and mechanical systems (Vol. 1096 , p. 499 ). Berlin/Heidelberg, Germany : Springer . Search in Google Scholar

Ghiasi, M., Ghadimi, N., & Ahmadinia, E. (2019). An analytical methodology for reliability assessment and failure analysis in distributed power system. SN Applied Sciences, 1(1), 44. Ghiasi M. Ghadimi N. Ahmadinia E. ( 2019 ). An analytical methodology for reliability assessment and failure analysis in distributed power system . SN Applied Sciences , 1 ( 1 ), 44 . Search in Google Scholar

Vaysi, A., Rohani, A., Tabasizadeh, M., & Kolahan, F. (2018). Using Fuzzy FMEA approach to improve decision-making process in CNC machine Electrical and control equipment failure prediction. International Journal of Industrial Engineering & Production Research, 29(3), 359-376. Vaysi A. Rohani A. Tabasizadeh M. Kolahan F. ( 2018 ). Using Fuzzy FMEA approach to improve decision-making process in CNC machine Electrical and control equipment failure prediction . International Journal of Industrial Engineering & Production Research , 29 ( 3 ), 359 - 376 . Search in Google Scholar

Yang, Y., Haque, M. M. M., Bai, D., & Tang, W. (2021). Fault diagnosis of electric motors using deep learning algorithms and its application: A review. Energies, 14(21), 7017. Yang Y. Haque M. M. M. Bai D. Tang W. ( 2021 ). Fault diagnosis of electric motors using deep learning algorithms and its application: A review . Energies , 14 ( 21 ), 7017 . Search in Google Scholar

Lopez-Perez, D., & Antonino-Daviu, J. (2017). Application of infrared thermography to failure detection in industrial induction motors: case stories. IEEE Transactions on Industry Applications, 53(3), 1901-1908. Lopez-Perez D. Antonino-Daviu J. ( 2017 ). Application of infrared thermography to failure detection in industrial induction motors: case stories . IEEE Transactions on Industry Applications , 53 ( 3 ), 1901 - 1908 . Search in Google Scholar

Gonzalez-Jimenez, D., Del-Olmo, J., Poza, J., Garramiola, F., & Madina, P. (2021). Data-driven fault diagnosis for electric drives: A review. Sensors, 21(12), 4024. Gonzalez-Jimenez D. Del-Olmo J. Poza J. Garramiola F. Madina P. ( 2021 ). Data-driven fault diagnosis for electric drives: A review . Sensors , 21 ( 12 ), 4024 . Search in Google Scholar

Butorin, V., Saplin, L., & Pleshakova, A. (2023). Choosing a strategy for technical operation of electrical equipment. In E3S Web of Conferences (Vol. 389, p. 07002). EDP Sciences. Butorin V. Saplin L. Pleshakova A. ( 2023 ). Choosing a strategy for technical operation of electrical equipment . In E3S Web of Conferences (Vol. 389 , p. 07002 ). EDP Sciences . Search in Google Scholar

Chellamuthu, S., & Sekaran, E. C. (2019). Fault detection in electrical equipment’s images by using optimal features with deep learning classifier. Multimedia Tools & Applications, 78(19). Chellamuthu S. Sekaran E. C. ( 2019 ). Fault detection in electrical equipment’s images by using optimal features with deep learning classifier . Multimedia Tools & Applications , 78 ( 19 ). Search in Google Scholar

Sadeghi, I., Ehya, H., Faiz, J., & Ostovar, H. (2017, May). Online fault diagnosis of large electrical machines using vibration signal-a review. In 2017 International Conference on Optimization of Electrical and Electronic Equipment (OPTIM) & 2017 Intl Aegean Conference on Electrical Machines and Power Electronics (ACEMP) (pp. 470-475). IEEE. Sadeghi I. Ehya H. Faiz J. Ostovar H. ( 2017 , May ). Online fault diagnosis of large electrical machines using vibration signal-a review . In 2017 International Conference on Optimization of Electrical and Electronic Equipment (OPTIM) & 2017 Intl Aegean Conference on Electrical Machines and Power Electronics (ACEMP) (pp. 470 - 475 ). IEEE . Search in Google Scholar

Najafi, M., Baleghi, Y., Gholamian, S. A., & Mirimani, S. M. (2020, December). Fault diagnosis of electrical equipment through thermal imaging and interpretable machine learning applied on a newly-introduced dataset. In 2020 6th Iranian Conference on Signal Processing and Intelligent Systems (ICSPIS) (pp. 1-7). IEEE. Najafi M. Baleghi Y. Gholamian S. A. Mirimani S. M. ( 2020 , December ). Fault diagnosis of electrical equipment through thermal imaging and interpretable machine learning applied on a newly-introduced dataset . In 2020 6th Iranian Conference on Signal Processing and Intelligent Systems (ICSPIS) (pp. 1 - 7 ). IEEE . Search in Google Scholar

Kudelina, K., Asad, B., Vaimann, T., Rassõlkin, A., Kallaste, A., & Khang, H. V. (2021). Methods of condition monitoring and fault detection for electrical machines. Energies, 14(22), 7459. Kudelina K. Asad B. Vaimann T. Rassõlkin A. Kallaste A. Khang H. V. ( 2021 ). Methods of condition monitoring and fault detection for electrical machines . Energies , 14 ( 22 ), 7459 . Search in Google Scholar

Jalil, B., Leone, G. R., Martinelli, M., Moroni, D., Pascali, M. A., & Berton, A. (2019). Fault detection in power equipment via an unmanned aerial system using multi modal data. Sensors, 19(13), 3014. Jalil B. Leone G. R. Martinelli M. Moroni D. Pascali M. A. Berton A. ( 2019 ). Fault detection in power equipment via an unmanned aerial system using multi modal data . Sensors , 19 ( 13 ), 3014 . Search in Google Scholar

Fenghour Nadir,Bouakkaz Messaoud & Hadjadj Elias. (2024). Correction: Utilizing Principal Component Analysis for the Identification of Gas Turbine Defects. Journal of Failure Analysis and Prevention(prepublish), 1-1. Fenghour Nadir Bouakkaz Messaoud Hadjadj Elias ( 2024 ). Correction: Utilizing Principal Component Analysis for the Identification of Gas Turbine Defects . Journal of Failure Analysis and Prevention(prepublish) , 1 - 1 . Search in Google Scholar

Ruicheng Zhang,Weiliang Sun & Weizheng Liang. (2024). Kernel principal component analysis fault diagnosis method based on improving Golden Jackal optimization algorithm. Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering(5),874-887. Ruicheng Zhang Weiliang Sun Weizheng Liang ( 2024 ). Kernel principal component analysis fault diagnosis method based on improving Golden Jackal optimization algorithm . Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering(5) , 874 - 887 . Search in Google Scholar

Maciej Sakwa,Alfredo Nespoli,Silvana Matrone,Sonia Leva,Alice Guerini,Andrea Demartini & Emanuele Ogliari. (2024). Electric vehicle supply equipment monitoring and early fault detection through autoencoders. Sustainable Energy, Grids and Networks101497-101497. Maciej Sakwa Alfredo Nespoli Silvana Matrone Sonia Leva Alice Guerini Andrea Demartini Emanuele Ogliari ( 2024 ). Electric vehicle supply equipment monitoring and early fault detection through autoencoders . Sustainable Energy, Grids and Networks 101497 - 101497 . Search in Google Scholar

Y X Sun & X Zhao. (2024). Study on Fault Prediction Method of Hydropower Equipment Based on Equipment Health State Detection. Journal of Physics: Conference Series(1),012088-012088. Y X Sun X Zhao ( 2024 ). Study on Fault Prediction Method of Hydropower Equipment Based on Equipment Health State Detection . Journal of Physics: Conference Series(1) , 012088 - 012088 . Search in Google Scholar