Agent-Based Distributed Computing for Power System State Estimation

被引:11
作者
Saxena, Kritika [1 ]
Abhyankar, Abhijit R. [1 ]
机构
[1] Indian Inst Technol Delhi, Dept Elect Engn, New Delhi 110016, India
关键词
State estimation; Barium; Peer-to-peer computing; Computer architecture; Smart grids; Distributed architecture; distributed constraint satisfaction problem; edge computing; multi-agent system; state estimation;
D O I
10.1109/TSG.2020.3006932
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Centralized grid operations are now facing data storage and computation complexities more than ever. These are further compounded by communication saturation and related issues. These have instigated the transition towards distributed computing paradigm. This paper proposes a novel agent-based distributed (node-node) state estimation that overcomes the complexities of centralized operations. The proposed methodology sketches distributed constraint satisfaction algorithm that enables an agent to estimate its local representative bus's state only by local computation and asynchronous message exchange with connected neighboring agents. The case studies demonstrate the performance, efficacy and solution accuracy of the proposed methodology by comparing it with centralized and distributed algorithms.
引用
收藏
页码:5193 / 5202
页数:10
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