Digital twins;
Supply chains;
Digital twin;
blockchain;
supply chain management;
consensus;
optimization;
D O I:
10.1109/TSC.2022.3192166
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Digital twin is considered an alternative for optimizing real-world performance within virtual context, which also applies to the optimization of Supply Chain Management (SCM). Blockchain, which facilitates data secure storage and trusted tracking, is deemed to be a proper assistant technology for achieving digital twin implementation. In this work, we propose a blockchain-based digital twin solution to reengineer SCM system, which promotes the digitization and intelligence of SCM to fit in massive service volumes in complex-intercrossed industry system. A strong-weak consensus mode is developed to achieve energy and time savings. We also design intelligent switch-based algorithms to generate time-saving consensus plans under energy constraints. Finally, we set up multiple experiments to compare our algorithm with three baseline algorithms, including Effective Iterative Greedy (EIG), Two Dimensional Genetic (TDG), and High-level Task Scheduling Dynamic Programming (HTSDP). Findings from evaluation demonstrate the potential of our proposed model. Specifically, our algorithm reduces time and energy consumption of EIG algorithm in consensus by 46.84% and 16.25%, respectively. Compared with TDG algorithm, consensus time and energy consumption of our algorithm are reduced by 50.05% and 48.46%. Our algorithm cuts down time spent of HTSDP algorithm in generating consensus plan by a factor of 9.88.
机构:
Chongqing Univ, Sch Econ & Business Adm, Chongqing, Peoples R China
Chongqing Univ, Chongqing Key Lab Logist, Chongqing, Peoples R ChinaChongqing Univ, Sch Econ & Business Adm, Chongqing, Peoples R China
Zhou, Yu
Gao, Xiang
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Univ, Sch Econ & Business Adm, Chongqing, Peoples R ChinaChongqing Univ, Sch Econ & Business Adm, Chongqing, Peoples R China
Gao, Xiang
Nie, Jiajia
论文数: 0引用数: 0
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机构:
Southwest Jiaotong Univ, Sch Econ & Management, Chengdu, Peoples R China
Key Lab Serv Sci & Innovat Sichuan Prov, Chengdu, Peoples R ChinaChongqing Univ, Sch Econ & Business Adm, Chongqing, Peoples R China
机构:
Southwestern Univ Finance & Econ, Sch Business Adm, Chengdu, Peoples R ChinaSouthwestern Univ Finance & Econ, Sch Business Adm, Chengdu, Peoples R China
Chen, Quanpeng
Chen, Xiaogang
论文数: 0引用数: 0
h-index: 0
机构:
Southwestern Univ Finance & Econ, Sch Business Adm, Chengdu, Peoples R ChinaSouthwestern Univ Finance & Econ, Sch Business Adm, Chengdu, Peoples R China