Simultaneous Perturbation Stochastic Approximation-Based Consensus Algorithm for Decentralized Cooperative Online Estimation
2023 7th Scientific School Dynamics of Complex Networks and their Applications (DCNA)(2023)
摘要
Network systems, that consist of multiple nodes capable of sensing, processing and communicating, estimate some unknown parameters of a dynamic process more accurately due to communication between network nodes. Supervisory Control And Data Acquisition (SCADA) system is a good example of system with different measured parameters. In this paper a decentralized cooperative online estimation with Simultaneous Perturbation Stochastic Approximation-based (SPSA-based) consensus is considered. The proposed algorithm is a combination of two well-studied parts: Simultaneous Perturbation Stochastic Approximation and Local Voting Protocol. The numeric example of SPSA-based consensus algorithm applied to SCADA system is presented.
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关键词
decentralized online estimation,cooperative estimation,SPSA,local voting protocol,SCADA
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