Blockchain-Enabled Transfer Learning for Vulnerability Detection and Mitigation in Maritime Logistics

1A. T. Hoang et al., “Technological solutions for boosting hydrogen role in decarbonization strategies and net-zero goals of world shipping: Challenges and perspectives,” Renew. Sustain. Energy Rev., vol. 188, p. 113790, Dec. 2023, doi: 10.1016/j.rser.2023.113790.Open DOISearch in Google Scholar

2S. C. Nita and A. Hrebenciuc, “The Importance of Maritime Transport for Economic Growth in the European Union: A Panel Data Analysis,” Sustainability, vol. 13, no. 14, p. 7961, 2021.Search in Google Scholar

3S. Gómez, A. Carreño, and J. Lloret, “Cultural heritage and environmental ethical values in governance models: Conflicts between recreational fisheries and other maritime activities in Mediterranean marine protected areas,” Mar. Policy, vol. 129, p. 104529, 2021.Search in Google Scholar

4A. Vineetha Harish, K. Tam, and K. Jones, “BridgeInsight: An asset profiler for penetration testing in a heterogeneous maritime bridge environment,” Marit. Technol. Res., vol. 6, no. 1, p. 266818, Sep. 2024, doi: 10.33175/mtr.2024.266818.Open DOISearch in Google Scholar

5N. Agarwala and C. Saengsupavanich, “Oceanic Environmental Impact in Seaports,” Oceans, vol. 4, no. 4, pp. 360–380, Nov. 2023, doi: 10.3390/oceans4040025.Open DOISearch in Google Scholar

6A. T. Hoang et al., “Energy-related approach for reduction of CO2 emissions: A critical strategy on the port-to-ship pathway,” J. Clean. Prod., vol. 355, p. 131772, Jun. 2022, doi: 10.1016/j.jclepro.2022.131772.Open DOISearch in Google Scholar

7S. Vakili, A. I. Ölçer, A. Schönborn, F. Ballini, and A. T. Hoang, “Energy‐related clean and green framework for shipbuilding community towards zero‐emissions: A strategic analysis from concept to case study,” Int. J. Energy Res., vol. 46, no. 14, pp. 20624–20649, Nov. 2022, doi: 10.1002/er.7649.Open DOISearch in Google Scholar

8F. A. Barata, “High cost of logistics and solutions,” in 17th International Symposium on Management (INSYMA 2020), 2020, pp. 407–410.Search in Google Scholar

9A. T. Hoang, V. D. Tran, V. H. Dong, and A. T. Le, “An experimental analysis on physical properties and spray characteristics of an ultrasound-assisted emulsion of ultra-low-sulphur diesel and Jatropha-based biodiesel,” J. Mar. Eng. Technol., vol. 21, no. 2, pp. 73–81, Mar. 2022, doi: 10.1080/20464177.2019.1595355.Open DOISearch in Google Scholar

10L. Bilgili and V. Şahin, “Emission and environmental cost estimation of ferries operating in Lake Van,” Marit. Technol. Res., vol. 5, no. 3, p. 262215, Feb. 2023, doi: 10.33175/mtr.2023.262215.Open DOISearch in Google Scholar

11V. V. Pham and A. T. Hoang, “Technological perspective for reducing emissions from marine engines,” Int. J. Adv. Sci. Eng. Inf. Technol., vol. 9, no. 6, pp. 1989–2000, 2019, doi: 10.18517/ijaseit.9.6.10429.Open DOISearch in Google Scholar

12D. M. Bernhofen, Z. El-Sahli, and R. Kneller, “Estimating the effects of the container revolution on world trade,” J. Int. Econ., vol. 98, pp. 36–50, Jan. 2016, doi: 10.1016/j.jinteco.2015.09.001.Open DOISearch in Google Scholar

13V. D. Bui and H. P. Nguyen, “Role of Inland Container Depot System in Developing the Sustainable Transport System,” Int. J. Knowledge-Based Dev., vol. 12, no. 3/4, p. 1, 2022, doi: 10.1504/IJKBD.2022.10053121.Open DOISearch in Google Scholar

14T. T. Le et al., “Management strategy for seaports aspiring to green logistical goals of IMO: Technology and policy solutions,” Polish Marit. Res., vol. 30, no. 2, pp. 165–187, 2023, doi: 10.2478/pomr-2023-0031.Open DOISearch in Google Scholar

15J. Mangan and C. Lalwani, Global logistics and supply chain management. John Wiley & Sons, 2016.Search in Google Scholar

16Y. Shou, M. Kang, and Y. W. Park, “A Systematic Literature Review of Supply Chain Integration,” in Supply Chain Integration for Sustainable Advantages, Singapore: Springer Singapore, 2022, pp. 9–29. doi: 10.1007/978-981-16-9332-8_2.Open DOISearch in Google Scholar

17M. D. Nguyen, K. T. Yeon, K. Rudzki, H. P. Nguyen, and N. D. K. Pham, “Strategies For Developing Logistics Centres: Technological Trends and Policy Implications,” Polish Marit. Res., vol. 30, no. 4, pp. 129–147, 2023, doi: 10.2478/pomr-2023-0066.Open DOISearch in Google Scholar

18Y. Zhou, Y. S. Soh, H. S. Loh, and K. F. Yuen, “The key challenges and critical success factors of blockchain implementation: Policy implications for Singapore’s maritime industry,” Mar. Policy, vol. 122, p. 104265, Dec. 2020, doi: 10.1016/j.marpol.2020.104265.Open DOISearch in Google Scholar

19V. Isaienko, M. Hryhorak, D. Bugayko, and Z. Zamiar, “Ecosystem Approach to the Formation of Goods Express Delivery Supply Chains in Aviation Logistics,” Logist. Transp., vol. 45, no. 1–2, pp. 19–42, 2020.Search in Google Scholar

20N. Wagner and B. Wiśnicki, “Application of Blockchain Technology in Maritime Logistics,” DIEM Dubrovnik Int. Econ. Meet., vol. 4, no. 1, pp. 155–164, 2019.Search in Google Scholar

21V. Yalama, O. Yakovleva, V. Trandafilov, and M. Khmelniuk, “Future Sustainable Maritime Sector: Fishing Carriers and their Adoption to the Environmental Regulations. Part I,” Polish Marit. Res., vol. 29, no. 3, pp. 69–77, Sep. 2022, doi: 10.2478/pomr-2022-0027.Open DOISearch in Google Scholar

22H. Fajri, H. Fakhrurroja, and M. Lubis, “Social Media Analysis on Aquaculture SupplyChain Management: A Case Study on Freshwater Lobsters,” in 2022 International Conference Advancement in Data Science, E-learning and Information Systems (ICADEIS), Nov. 2022, pp. 01–06. doi: 10.1109/ICADEIS56544.2022.10037283.Open DOISearch in Google Scholar

23N. D. K. Pham, G. H. Dinh, H. T. Pham, J. Kozak, and H. P. Nguyen, “Role of Green Logistics in the Construction of Sustainable Supply Chains,” Polish Marit. Res., vol. 30, no. 3, pp. 191–211, Sep. 2023, doi: 10.2478/pomr-2023-0052.Open DOISearch in Google Scholar

24S. Wang, L. Ouyang, Y. Yuan, X. Ni, X. Han, and F.-Y. Wang, “Blockchain-Enabled Smart Contracts: Architecture, Applications, and Future Trends,” IEEE Trans. Syst. Man, Cybern. Syst., vol. 49, no. 11, pp. 2266–2277, Nov. 2019, doi: 10.1109/TSMC.2019.2895123.Open DOISearch in Google Scholar

25H. P. Nguyen, P. Q. p. Nguyen, and V. D. Bui, “Applications of Big Data Analytics in Traffic Management in Intelligent Transportation Systems,” Int. J. Informatics Vis., vol. 6, no. 1–2, pp. 177–187, 2022.Search in Google Scholar

26H. P. Nguyen, P. Q. P. Nguyen, and T. P. Nguyen, “Green Port Strategies in Developed Coastal Countries as Useful Lessons for the Path of Sustainable Development: A case study in Vietnam,” Int. J. Renew. Energy Dev., vol. 11, no. 4, pp. 950–962, Nov. 2022, doi: 10.14710/ijred.2022.46539.Open DOISearch in Google Scholar

27M. Lind et al., “The future of shipping: Collaboration through digital data sharing,” in Maritime informatics, Springer, 2020, pp. 137–149.Search in Google Scholar

28T. Jensen, J. Hedman, and S. Henningsson, “How TradeLens Delivers Business Value With Blockchain Technology,” MIS Q. Exec., vol. 18, no. 4, pp. 221–243, Dec. 2019, doi: 10.17705/2msqe.00018.Open DOISearch in Google Scholar

29M. E. Manuel and R. Baumler, “The Evolution of Seafarer Education and Training in International Law,” 2020, pp. 471–494. doi: 10.1007/978-3-030-31749-2_22.Open DOISearch in Google Scholar

30J. Choi, S. Lee, and S. Kim, “Improving the current regulatory issues concerning training ships for maritime institutions: The South Korean case,” Asian J. Shipp. Logist., vol. 38, no. 3, pp. 125–134, Sep. 2022, doi: 10.1016/j.ajsl.2022.02.001.Open DOISearch in Google Scholar

31S. S. Norman and M. R. Othman, “Reviving the Klang Valley Economy During Pandemic Through Digitalisation of the Maritime Logistics Industry,” J. Marit. Logist., vol. 1, no. 2, pp. 40–55, Apr. 2022, doi: 10.46754/jml.2021.12.003.Open DOISearch in Google Scholar

32A. Noor, “Adoption of Blockchain Technology Facilitates a Competitive Edge for Logistic Service Providers,” Sustainability, vol. 14, no. 23, p. 15543, Nov. 2022, doi: 10.3390/su142315543.Open DOISearch in Google Scholar

33E. Surucu-Balci, Ç. Iris, and G. Balci, “Digital information in maritime supply chains with blockchain and cloud platforms: Supply chain capabilities, barriers, and research opportunities,” Technol. Forecast. Soc. Change, vol. 198, p. 122978, Jan. 2024, doi: 10.1016/j.techfore.2023.122978.Open DOISearch in Google Scholar

34G. Balci and E. Surucu-Balci, “Blockchain adoption in the maritime supply chain: Examining barriers and salient stakeholders in containerized international trade,” Transp. Res. Part E Logist. Transp. Rev., vol. 156, p. 102539, Dec. 2021, doi: 10.1016/j.tre.2021.102539.Open DOISearch in Google Scholar

35H. Pyykkö, J. Kuusijärvi, B. Silverajan, and V. Hinkka, “The Cyber Threat Preparedness in the Maritime Logistics Industry,” Proc. 8th Transp. Res. Arena TRA 2020, 2020.Search in Google Scholar

36P. Howson, “Building trust and equity in marine conservation and fisheries supply chain management with blockchain,” Mar. Policy, vol. 115, p. 103873, May 2020, doi: 10.1016/j.marpol.2020.103873.Open DOISearch in Google Scholar

37D. Ivanov and A. Dolgui, “Viability of intertwined supply networks: extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak,” Int. J. Prod. Res., vol. 58, no. 10, pp. 2904–2915, May 2020, doi: 10.1080/00207543.2020.1750727.Open DOISearch in Google Scholar

38F. Lorenz-Meyer and V. Santos, “Blockchain in the shipping industry: A proposal for the use of blockchain for SMEs in the maritime industry,” Procedia Comput. Sci., vol. 219, pp. 807–814, 2023.Search in Google Scholar

39S. Saberi, M. Kouhizadeh, J. Sarkis, and L. Shen, “Blockchain technology and its relationships to sustainable supply chain management,” Int. J. Prod. Res., vol. 57, no. 7, pp. 2117–2135, Apr. 2019, doi: 10.1080/00207543.2018.1533261.Open DOISearch in Google Scholar

40P. Sharma et al., “Comparative evaluation of AI‐based intelligent GEP and ANFIS models in prediction of thermophysical properties of Fe3O4‐coated MWCNT hybrid nanofluids for potential application in energy systems,” Int. J. Energy Res., vol. 46, no. 13, pp. 19242–19257, Oct. 2022, doi: 10.1002/er.8010.Open DOISearch in Google Scholar

41Y. Shen, N. Zhao, M. Xia, and X. Du, “A Deep Q-Learning Network for Ship Stowage Planning Problem,” Polish Marit. Res., vol. 24, no. s3, pp. 102–109, Nov. 2017, doi: 10.1515/pomr-2017-0111.Open DOISearch in Google Scholar

42Q. Shi, Y. Hu, and G. Yan, “Fault Diagnosis of ME Marine Diesel Engine Fuel Injector with Novel IRCMDE Method,” Polish Marit. Res., vol. 30, no. 3, pp. 96–110, Sep. 2023, doi: 10.2478/pomr-2023-0043.Open DOISearch in Google Scholar

43Z. Said et al., “Intelligent approaches for sustainable management and valorisation of food waste,” Bioresour. Technol., vol. 377, p. 128952, Jun. 2023, doi: 10.1016/j.biortech.2023.128952.Open DOISearch in Google Scholar

44V. G. Nguyen et al., “An extensive investigation on leveraging machine learning techniques for high-precision predictive modeling of CO 2 emission,” Energy Sources, Part A Recover. Util. Environ. Eff., vol. 45, no. 3, pp. 9149–9177, Aug. 2023, doi: 10.1080/15567036.2023.2231898.Open DOISearch in Google Scholar

45W. Tarelko and K. Rudzki, “Applying artificial neural networks for modelling ship speed and fuel consumption,” Neural Comput. Appl., vol. 32, no. 23, pp. 17379–17395, Dec. 2020, doi: 10.1007/s00521-020-05111-2.Open DOISearch in Google Scholar

46K. Rudzki and W. Tarelko, “A decision-making system supporting selection of commanded outputs for a ship’s propulsion system with a controllable pitch propeller,” Ocean Eng., vol. 126, pp. 254–264, Nov. 2016, doi: 10.1016/j.oceaneng.2016.09.018.Open DOISearch in Google Scholar

47T. Kowalewski, A. Podsiadło, and W. Tarełko, “Application of fuzzy inference to assessment of degree of hazard to ship power plant operator,” Polish Marit. Res., vol. 14, no. 3, pp. 7–14, Jul. 2007, doi: 10.2478/v10012-007-0012-2.Open DOISearch in Google Scholar

48A. Sarfaraz, R. K. Chakrabortty, and D. L. Essam, “AccessChain: An access control framework to protect data access in blockchain enabled supply chain,” Futur. Gener. Comput. Syst., vol. 148, pp. 380–394, Nov. 2023, doi: 10.1016/j.future.2023.06.009.Open DOISearch in Google Scholar

49P. Centobelli, R. Cerchione, P. Del Vecchio, E. Oropallo, and G. Secundo, “Blockchain technology for bridging trust, traceability and transparency in circular supply chain,” Inf. Manag., vol. 59, no. 7, p. 103508, Nov. 2022, doi: 10.1016/j.im.2021.103508.Open DOISearch in Google Scholar

50M. Kandpal, C. Das, C. Misra, A. K. Sahoo, J. Singh, and R. K. Barik, “Blockchain assisted Supply Chain Management System for Secure Data Management,” in 2022 International Conference on Advancements in Smart, Secure and Intelligent Computing (ASSIC), Nov. 2022, pp. 1–6. doi: 10.1109/ASSIC55218.2022.10088404.Open DOISearch in Google Scholar

51A. S. M. S. Hosen et al., “Blockchain-based transaction validation protocol for a secure distributed IoT network,” IEEE Access, vol. 8, pp. 117266–117277, 2020.Search in Google Scholar

52J. Liu, G. Yeoh, L. Gao, S. Gao, and O. Ngwenyama, “Designing a Secure Blockchain-Based Supply Chain Management Framework,” J. Comput. Inf. Syst., vol. 63, no. 3, pp. 592–607, May 2023, doi: 10.1080/08874417.2022.2089774.Open DOISearch in Google Scholar

53S. M. M. Hamidi, S. F. Hoseini, H. Gholami, and M. Kananizadeh, “Blockchain Capabilities to Improve the Productivity of Maritime Logistics Processes: Review, Taxonomy, Open Challenges and Future Trends,” J. Inf. Technol. Manag., vol. 14, no. Special Issue: The business value of Blockchain, challenges, and perspectives., pp. 144–170, 2022.Search in Google Scholar

54H. Zhong, F. Zhang, and Y. Gu, “A Stackelberg game based two-stage framework to make decisions of freight rate for container shipping lines in the emerging blockchain-based market,” Transp. Res. Part E Logist. Transp. Rev., vol. 149, p. 102303, May 2021, doi: 10.1016/j.tre.2021.102303.Open DOISearch in Google Scholar

55H. Hasan, E. AlHadhrami, A. AlDhaheri, K. Salah, and R. Jayaraman, “Smart contract-based approach for efficient shipment management,” Comput. Ind. Eng., vol. 136, pp. 149–159, Oct. 2019, doi: 10.1016/j.cie.2019.07.022.Open DOISearch in Google Scholar

56E. Lambourdiere and E. Corbin, “Blockchain and maritime supply-chain performance: dynamic capabilities perspective,” Worldw. Hosp. Tour. Themes, vol. 12, no. 1, pp. 24–34, Jan. 2020, doi: 10.1108/WHATT-10-2019-0069.Open DOISearch in Google Scholar

57M. Jović, E. Tijan, D. Žgaljić, and S. Aksentijević, “Improving Maritime Transport Sustainability Using Blockchain-Based Information Exchange,” Sustainability, vol. 12, no. 21, p. 8866, Oct. 2020, doi: 10.3390/su12218866.Open DOISearch in Google Scholar

58L. Li and H. Zhou, “A survey of blockchain with applications in maritime and shipping industry,” Inf. Syst. E-bus. Manag., vol. 19, no. 3, pp. 789–807, Sep. 2021, doi: 10.1007/s10257-020-00480-6.Open DOISearch in Google Scholar

59Z. H. Munim, O. Duru, and E. Hirata, “Rise, Fall, and Recovery of Blockchains in the Maritime Technology Space,” J. Mar. Sci. Eng., vol. 9, no. 3, p. 266, Mar. 2021, doi: 10.3390/jmse9030266.Open DOISearch in Google Scholar

60S. Nguyen, p. Shu-Ling Chen, and Y. Du, “Risk assessment of maritime container shipping blockchain-integrated systems: An analysis of multi-event scenarios,” Transp. Res. Part E Logist. Transp. Rev., vol. 163, p. 102764, Jul. 2022, doi: 10.1016/j.tre.2022.102764.Open DOISearch in Google Scholar

61D. Kim, C. Lee, S. Park, and S. Lim, “Potential Liability Issues of AI-Based Embedded Software in Maritime Autonomous Surface Ships for Maritime Safety in the Korean Maritime Industry,” J. Mar. Sci. Eng., vol. 10, no. 4, p. 498, Apr. 2022, doi: 10.3390/jmse10040498.Open DOISearch in Google Scholar

62K. H. Kwak, J. T. Kong, S. I. Cho, H. T. Phuong, and G. Y. Gim, “A study on the design of efficient private blockchain,” Comput. Sci. Appl. Informatics 5, pp. 93–121, 2019.Search in Google Scholar

63U. Majeed, L. U. Khan, I. Yaqoob, S. M. A. Kazmi, K. Salah, and C. S. Hong, “Blockchain for IoT-based smart cities: Recent advances, requirements, and future challenges,” J. Netw. Comput. Appl., vol. 181, p. 103007, 2021.Search in Google Scholar

64S. Tanwar, Q. Bhatia, P. Patel, A. Kumari, P. K. Singh, and W.-C. Hong, “Machine learning adoption in blockchain-based smart applications: The challenges, and a way forward,” IEEE Access, vol. 8, pp. 474–488, 2019.Search in Google Scholar

65M. Shafay, R. W. Ahmad, K. Salah, I. Yaqoob, R. Jayaraman, and M. Omar, “Blockchain for deep learning: review and open challenges,” Cluster Comput., vol. 26, no. 1, pp. 197–221, 2023.Search in Google Scholar

66R. Xu, Y. Chen, and E. Blasch, “Decentralized access control for IoT based on blockchain and smart contract,” Model. Des. Secur. Internet Things, pp. 505–528, 2020.Search in Google Scholar

67R. Xu, Y. Chen, and E. Blasch, “Decentralized Access Control for IoT Based on Blockchain and Smart Contract,” in Modeling and Design of Secure Internet of Things, Wiley, 2020, pp. 505–528. doi: 10.1002/9781119593386.ch22.Open DOISearch in Google Scholar

68G. Lin, S. Wen, Q.-L. Han, J. Zhang, and Y. Xiang, “Software vulnerability detection using deep neural networks: a survey,” Proc. IEEE, vol. 108, no. 10, pp. 1825–1848, 2020.Search in Google Scholar

69B. S. Egala, A. K. Pradhan, V. Badarla, and S. P. Mohanty, “iBlock: An Intelligent Decentralised Blockchain-based Pandemic Detection and Assisting System,” J. Signal Process. Syst., vol. 94, no. 6, pp. 595–608, Jun. 2022, doi: 10.1007/s11265-021-01704-9.Open DOISearch in Google Scholar

70D. Trautwein et al., “Design and evaluation of IPFS,” in Proceedings of the ACM SIGCOMM 2022 Conference, Aug. 2022, pp. 739–752. doi: 10.1145/3544216.3544232.Open DOISearch in Google Scholar

71S. K. Panda and S. C. Satapathy, “An investigation into smart contract deployment on Ethereum platform using Web3. js and solidity using blockchain,” in Data Engineering and Intelligent Computing: Proceedings of ICICC 2020, 2021, pp. 549–561.Search in Google Scholar

72G. D’ANGELO and p. F. COSTA, “Ethereum blockchain as a decentralized and autonomous key server: storing and extracting public keys through smart contracts,” 2017.Search in Google Scholar