Improved spectral clustering for multi-objective controlled islanding of power grid

被引:6
作者
Goubko, Mikhail [1 ]
Ginz, Vasily [1 ,2 ]
机构
[1] Russian Acad Sci, VA Trapeznikov Inst Control Sci, 65 Profsoyuznaya St, Moscow 117997, Russia
[2] Skolkovo Innovat Ctr, Skoltech Ctr Energy Syst, 3 Nobel St, Moscow 143026, Russia
来源
ENERGY SYSTEMS-OPTIMIZATION MODELING SIMULATION AND ECONOMIC ASPECTS | 2019年 / 10卷 / 01期
基金
俄罗斯基础研究基金会;
关键词
Emergency control scheme; Optimal partitioning of power grid; Slow coherency; Power flow disruption; Load shedding; SPLITTING STRATEGIES; SYSTEM; OPERATIONS; SCHEME;
D O I
10.1007/s12667-017-0240-1
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
We propose a two-step algorithm for optimal controlled islanding that partitions a power grid into islands of limited volume while optimizing several criteria: maximizing generator coherency inside islands, minimizing power flow disruption due to teared lines, and minimizing load shedding. Several spectral clusterings strategies are used in the first step to lower the problem dimension (taking into account coherency and disruption only), and CPLEX tools for the mixed-integer quadratic problem are employed in the second step to choose a balanced partition of the aggregated grid that minimizes a combination of coherency, disruption and load shedding. A greedy heuristics efficiently limits search space by generating the starting solution for the exact algorithm. Dimension of the second-step problem depends only on the desired number of islands K instead of the dimension of the original grid. The algorithm is tested on the standard systems with 118, 2383, and 9241 nodes showing high quality of partitions and competitive computation time.
引用
收藏
页码:59 / 94
页数:36
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