Anti-Counterfeiting and Traceability Consensus Algorithm Based on Weightage to Contributors in a Food Supply Chain of Industry 4.0
-
Published:2023-05-11
Issue:10
Volume:15
Page:7855
-
ISSN:2071-1050
-
Container-title:Sustainability
-
language:en
-
Short-container-title:Sustainability
Author:
Tan Ji1ORCID, Goyal S. B.1ORCID, Singh Rajawat Anand2ORCID, Jan Tony3ORCID, Azizi Neda4ORCID, Prasad Mukesh5ORCID
Affiliation:
1. Faculty of Information Technology, City University, Petaling Jaya 46100, Malaysia 2. School of Computer Sciences & Engineering, Sandip University, Nashik 422213, India 3. Centre for Artificial Intelligence Research and Optimization, Design and Creative Technology Vertical, Torrens University, Sydney 2007, Australia 4. School of Information Systems, Torrens University, Sydney 2007, Australia 5. School of Computer Science, Faculty of Engineering and IT (FEIT), University of Technology Sydney, Sydney 2007, Australia
Abstract
Supply chain management can significantly benefit from contemporary technologies. Among these technologies, blockchain is considered suitable for anti-counterfeiting and traceability applications due to its openness, decentralization, anonymity, and other characteristics. This article introduces different types of blockchains and standard algorithms used in blockchain technology and discusses their advantages and disadvantages. To improve the work efficiency of anti-counterfeiting traceability systems in supply chains and reduce their energy consumption, this paper proposes a model based on the practical Byzantine fault tolerance (PBFT) algorithm of alliance chains. This model uses a credit evaluation system to select the primary node and integrates the weightage to contributors (WtC) algorithm based on the consensus mechanism. This model can reduce the decline in the algorithm success rate while increasing the number of malicious transaction nodes, thereby reducing the computing cost. Additionally, the throughput of the algorithmic system increases rapidly, reaching approximately 680 transactions per second (TPS) in about 120 min after the malicious nodes are eliminated. The throughput rapidly increases as the blacklist mechanism reduces the number of malicious nodes, which improves the system’s fault tolerance. To validate the effectiveness of the proposed model, a case study was conducted using data from the anti-counterfeiting traceability system of the real-life supply chain of a food company. The analysis results show that after a period of stable operation of the WtCPBFT algorithm in the proposed model, the overall communication cost of the system was reduced, the throughput and stability were improved, and the fault-tolerant performance of the system was improved. In conclusion, this paper presents a novel model that utilizes the PBFT algorithm of alliance chains and the WtC algorithm to improve the efficiency and security of anti-counterfeiting traceability systems in supply chains. The results of the case study indicate that this model can effectively reduce communication costs, improve throughput and stability, and enhance the fault tolerance of the system.
Subject
Management, Monitoring, Policy and Law,Renewable Energy, Sustainability and the Environment,Geography, Planning and Development,Building and Construction
Reference52 articles.
1. The role of block chain technology in circular economy practices to improve organisational performance;Yu;Int. J. Logist. Res. Appl.,2022 2. Blockchain in humanitarian operations management: A review of research and practice;Hunt;Socio-Econ. Plan. Sci.,2022 3. Shokri, A., Shokri, A., White, D., Gelski, R., Goldberg, Y., Harrison, S., and Rashidi, T.H. (2022). EnviroCoin: A Holistic, Blockchain Empowered, Consensus-Based Carbon Saving Unit Ecosystem. Sustainability, 14. 4. Moudoud, H., Cherkaoui, S., and Khoukhi, L. (2019, January 8–11). An IoT blockchain architecture using oracles and smart contracts: The use-case of a food supply chain. Proceedings of the 2019 IEEE 30th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Istanbul, Turkey. 5. Hajiaghayi, M.T., Kowalski, D.R., and Olkowski, J. (2022, January 20–24). Improved communication complexity of fault-tolerant consensus. Proceedings of the 54th Annual ACM SIGACT Symposium on Theory of Computing, Rome, Italy.
Cited by
5 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Industry 4.0 and Beyond;Advances in Business Information Systems and Analytics;2024-04-26 2. Cybersecurity Policies Implementation;Advances in Business Information Systems and Analytics;2024-04-26 3. Blockchain Technology to Detect Fake Products;Advances in Logistics, Operations, and Management Science;2024-04-12 4. A Conceptual Model Relationship between Industry 4.0—Food-Agriculture Nexus and Agroecosystem: A Literature Review and Knowledge Gaps;Foods;2024-01-01 5. Enhancing Security and Scalability of Metaverse with Blockchain-based Consensus Mechanisms;2023 15th International Conference on Electronics, Computers and Artificial Intelligence (ECAI);2023-06-29
|
|