TY - GEN
T1 - Decentralized Autonomous Architecture for Resilient Cyber-Physical Production Systems
AU - Prenzel, Laurin
AU - Steinhorst, Sebastian
N1 - Publisher Copyright:
© 2021 EDAA.
PY - 2021/2/1
Y1 - 2021/2/1
N2 - Real-time decision-making is a key element in the transition from Reconfigurable Manufacturing Systems to Autonomous Manufacturing Systems. In Cyber-Physical Production Systems (CPPS) and Cloud Manufacturing, most decision-making algorithms are either centralized, creating vulnerabilities to failures, or decentralized, struggling to reach the performance of the centralized counterparts. In this paper, we combine the performance of centralized optimization algorithms with the resilience of a decentralized consensus. We propose a novel autonomous system architecture for CPPS featuring an automatic production plan generation, a functional validation, and a two-stage consensus algorithm, combining a majority vote on safety and optimality, and a unanimous vote on feasibility and authenticity. The architecture is implemented in a simulation framework. In a case study, we exhibit the timing behavior of the configuration procedure and subsequent reconfiguration following a device failure, showing the feasibility of a consensus-based decision-making process.
AB - Real-time decision-making is a key element in the transition from Reconfigurable Manufacturing Systems to Autonomous Manufacturing Systems. In Cyber-Physical Production Systems (CPPS) and Cloud Manufacturing, most decision-making algorithms are either centralized, creating vulnerabilities to failures, or decentralized, struggling to reach the performance of the centralized counterparts. In this paper, we combine the performance of centralized optimization algorithms with the resilience of a decentralized consensus. We propose a novel autonomous system architecture for CPPS featuring an automatic production plan generation, a functional validation, and a two-stage consensus algorithm, combining a majority vote on safety and optimality, and a unanimous vote on feasibility and authenticity. The architecture is implemented in a simulation framework. In a case study, we exhibit the timing behavior of the configuration procedure and subsequent reconfiguration following a device failure, showing the feasibility of a consensus-based decision-making process.
KW - Autonomy
KW - Consensus
KW - Decision-Making
KW - Manufacturing Systems
KW - Resilience
UR - http://www.scopus.com/inward/record.url?scp=85111067570&partnerID=8YFLogxK
U2 - 10.23919/DATE51398.2021.9473954
DO - 10.23919/DATE51398.2021.9473954
M3 - Conference contribution
AN - SCOPUS:85111067570
T3 - Proceedings -Design, Automation and Test in Europe, DATE
SP - 1300
EP - 1303
BT - Proceedings of the 2021 Design, Automation and Test in Europe, DATE 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021
Y2 - 1 February 2021 through 5 February 2021
ER -