ManuChain: Combining Permissioned Blockchain With a Holistic Optimization Model as Bi-Level Intelligence for Smart Manufacturing
The growth of individualized product demands drives high flexibility of manufacturing processes, which requires large-scale deployment of Industrial Internet of Things (IIoT). Since centralized control of IIoT suffers from poor flexibility in coping with disturbances and changes, a decentralized org...
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| Veröffentlicht in: | IEEE transactions on systems, man, and cybernetics. Systems man, and cybernetics. Systems, 2020-01, Vol.50 (1), p.182-192 |
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| container_title | IEEE transactions on systems, man, and cybernetics. Systems |
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| creator | Leng, Jiewu Yan, Douxi Liu, Qiang Xu, Kailin Zhao, J. Leon Shi, Rui Wei, Lijun Zhang, Ding Chen, Xin |
| description | The growth of individualized product demands drives high flexibility of manufacturing processes, which requires large-scale deployment of Industrial Internet of Things (IIoT). Since centralized control of IIoT suffers from poor flexibility in coping with disturbances and changes, a decentralized organization structure is a better choice, in which a permissioned blockchain-driven IIoT can enable partially decentralized self-organization and thus offload and accelerate the optimization of upper-level manufacturing planning. A novel iterative bi-level hybrid intelligence model named ManuChain is proposed to get rid of unbalance/inconsistency between holistic planning and local execution in individualized manufacturing systems. Lower-level blockchain-driven smart contracts proactively decentralize fine-grained and individualized task execution among machine tools via Raspberry Pi-based smart gateways and make the results available on an upper-level digital twin model for iterative coarse-grained holistic optimization. A prototype ManuChain based on a permissioned blockchain network is presented to realize both lower-level crowd self-organizing intelligence and upper-level holistic optimization intelligence. |
| doi_str_mv | 10.1109/TSMC.2019.2930418 |
| format | Article |
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Lower-level blockchain-driven smart contracts proactively decentralize fine-grained and individualized task execution among machine tools via Raspberry Pi-based smart gateways and make the results available on an upper-level digital twin model for iterative coarse-grained holistic optimization. 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| subjects | Blockchain Cloud computing Cryptography digital twin Flexibility Hybrid systems individualized manufacturing Industrial applications Industrial Internet of Things (IIoT) Intelligence Internet of Things Iterative methods Logic gates Machine tools Manufacturing Optimization Optimization models Organizations Smart contracts Unbalance |
| title | ManuChain: Combining Permissioned Blockchain With a Holistic Optimization Model as Bi-Level Intelligence for Smart Manufacturing |
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