基于八卦增量成本共识算法的异步分布式协同能源管理

Ziang Zhang, Navid Rahbari-Asr, M. Chow
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引用次数: 19

摘要

智能电网中的能量管理问题是一个复杂的信息物理系统优化问题。分布式协同能量管理算法在解决这类问题方面具有很大的潜力。除了同步分布式算法之外,异步分布式算法更灵活,对丢包的鲁棒性更强,并且不需要全局时钟同步。在本文中,我们将同步增量成本共识(ICC)算法扩展到基于流言的异步版本。该算法能够在不需要全局同步时钟的情况下,以分布式方式收敛到最优解,并在相邻节点之间进行两两信息交换。异步ICC算法的特性可以通过调整更新矩阵的权重来控制。通过几个不同系统配置的案例研究,讨论了该算法的特点。
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Asynchronous distributed cooperative energy management through gossip-based incremental cost consensus algorithm
The energy management problem in smart grid is a complex optimization problem of a Cyber-Physical System. Distributed cooperative energy management algorithms have great potential to solve this class of problems. In addition to the synchronous distributed algorithms, asynchronous distributed algorithms are more flexible, robust to packet loss and do not require global clock synchronization. In this paper, we have extended the synchronous Incremental Cost Consensus (ICC) algorithm to a gossip-based asynchronous version. The new algorithm is able to converge to the optimal solution in a distributed fashion with pairwise information exchange between neighbors without the need for any global synchronizing clock. The characteristics of the asynchronous ICC algorithm can be controlled by tuning the weighting of the updating matrix. Several case studies with different system configurations have been used to discuss the characteristics of the proposed algorithm.
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