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Blockchain-Based Distributed Optimization for Energy Management Systems

机译:基于区块链的能源管理系统分布式优化

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摘要

A blockchain has attracted in many research fields. In this paper, a blockchain-based distributed optimization method for energy management systems (EMSs) is studied. In distributed optimization, the original problem is decomposed, and the local problems are solved by multiple agents. Hence, distributed optimization is appropriate for large-scale multi-agent systems. In this paper, ADMM (Alternating Direction Method of Multipliers) is utilized as one of the powerful methods in distributed optimization. In ADMM, an aggregator is required for collecting the computation result in each agent. Using blockchains, the function of an aggregator can be contained in a distributed ledger, and an aggregator may not be required. As a result, tampering from attackers can be prevented. In this paper, after ADMM and blockchains are summarized, an EMS studied in this paper is introduced. By numerical experiments, the effectiveness and limitation of blockchain-based distributed optimization are clarified from the viewpoints of tamper tolerance and computation time.
机译:区块链吸引了许多研究领域。本文研究了基于区块链的能源管理系统(EMS)分布式优化方法。在分布式优化中,原始问题被分解,局部问题由多个代理解决。因此,分布式优化适用于大型多主体系统。在本文中,ADMM(乘数的交替方向方法)被用作分布式优化中的强大方法之一。在ADMM中,需要一个聚合器来收集每个代理中的计算结果。使用区块链,聚合器的功能可以包含在分布式分类帐中,并且可能不需要聚合器。结果,可以防止攻击者的篡改。本文在总结了ADMM和区块链之后,介绍了本文研究的EMS。通过数值实验,从篡改容忍度和计算时间的角度阐明了基于区块链的分布式优化的有效性和局限性。

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