International Journal of Internet, Broadcasting and Communication

  • 제16권4호
  • /
  • Pages.116-123
  • /
  • 2024
  • /
  • 2288-4920(pISSN)
  • /
  • 2288-4939(eISSN)
한국인터넷방송통신학회 (The Institute of Internet, Broadcasting and Communication)
권호 표지
DOI QR코드

DOI QR Code

Blockchain-Based Pseudonymization Method for Enhanced Data Privacy Management

  • Youn-A Min (Applied Software Engineering, Hanyang Cyber University)
  • 투고 : 2024.09.14
  • 심사 : 2024.09.25
  • 발행 : 2024.11.30
PDF 다운로드
⟨ 이전 논문 다음 논문 ⟩

초록

In this paper, I study the application of blockchain technology in environments that require accurate handling of large-scale data, such as artificial intelligence, to enhance prediction accuracy and data performance. To address data privacy concerns and to strengthen trust in Data Privacy and security, I have researched the application-based performance of zk-SNARKs (Zero-Knowledge Succinct Non-Interactive Arguments of Knowledge) using formulated approaches. For performance evaluation, I designed and developed a smart contract based on the proposed content to ensure the implementation of zk-SNARKs. The results indicate that when compared to traditional pseudonymization algorithms like Pseudonymization and tokenization, zk-SNARKs improve confidentiality by 5-10%, data privacy by over 10%, and security by more than 20%.

키워드

참고문헌

  1. S. Nakamoto, "Bitcoin: A Peer-to-Peer Electronic Cash System", http://www.bitcoin.org. Retrieved: April 2019.
  2. MuratKuzlu., etal.,"Performance Analysis of a Hyper ledger Fabric Blockchain Framework: Throughput, Latency and Scalability", 2019 IEEE International Conference on Blockchain (Blockchain), pp.536-540, 2022, DOI:10.1109/Blockchain.2019.00003
  3. Hyperledger,https://www.hyperledger.org/
  4. S. Rouhani and R. Deters, "Performance analysis of ethereum transactions in private blockchain," 2017 8th IEEE International Conference on Software Engineering and Service Science (ICSESS), pp. 70-74, 2017, DOI: 10.1109/ICSESS.2017.8342866
  5. Dongkun Hou., et al.,"Privacy-Preserving Energy Trading Using Blockchain and Zero Knowledge Proof", 2022 IEEE International Conference on Blockchain (Blockchain), pp.22-25, 2022, DOI: 10.1109/Blockchain55522.2022.00064
  6. K. Gai, Y. Wu, L. Zhu, M. Qiu, and M. Shen, "Privacy-preserving energy trading using consortium blockchain in smart grid," IEEE Transactions on Industrial Informatics, vol. 15, no. 6, pp. 3548-3558, 2019, DOI: 10.1109/TII.2019.2893433
  7. L. Liu, M. Du, and X. Ma, "Blockchain-based fair and secure electronic double auction protocol," IEEE Intelligent Systems, vol. 35, no. 3, pp.31-40, 2020, DOI: 10.1109/MIS.2020.2977896
  8. S. Zhang, M. Pu, B. Wang, and B. Dong, "A privacy protection scheme of microgrid direct electricity transaction based on consortium blockchain and continuous double auction," IEEE access, vol. 7, pp.151746-151753, 2019, .DOI: 10.1109/ACCESS.2019.2946794
  9. Hamid Malik., et al.,"Performance Analysis of Blockchain based Smart Grids with Ethereum and Hyperledger Implementations",2019 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS), pp.1-5, 2019, DOI: 10.1109/ANTS47819.2019.9118072
  10. Jun Wook Heo, et al.," Decentralised Redactable Blockchain: A Privacy-Preserving Approach to Addressing Identity Tracing Challenges", 2024 IEEE International Conference on Blockchain and Cryptocurrency, pp.215-219, May,2024, DOI: 10.1109/ICBC59979.2024.10634438
  11. Minita Samanta, et al., "Application of Ethereum Smart Contract in healthcare and health insurance using Zk-SNARKs in Zcash", 2024 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation ,March,2024, DOI : 10.1109/IATMSI60426.2024.10502670
  12. E. Androulaki., et al.,"Hyperledger Fabric: A Distributed Operating System for Permissioned Blockchains," , in Proceedings of the Thirteenth EuroSys Conference ACM, pp. 30-35, 2018, DOI : 10.48550/arXiv.1801.10228