Cooperative Markov Decision Process for Voltage Control of Grid-Tied Photovoltaic Generators With Reactive Power Support

被引:4
|
作者
Correa, Henrique Pires [1 ]
Teles Vieira, Flavio Henrique [1 ]
机构
[1] Univ Fed Goias, BR-74605010 Goiania, Go, Brazil
关键词
Reactive power; Voltage control; Inverters; Load modeling; Optimization; Sensitivity; Process control; Clustering; decentralized control; distributed generation; Markov decision process; photovoltaic power; DISTRIBUTED GENERATION; DISTRIBUTION NETWORKS; ENERGY-STORAGE; REAL; MANAGEMENT; ALGORITHM; SYSTEM; IMPACT;
D O I
10.1109/TSTE.2021.3139583
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The problemof voltage control (VC) by means of inverter reactive support in distribution grids with photovoltaic (PV) generation is addressed. A novel decentralized approach for VC is proposed, which consists in heuristic specification of a distributed reactive support cooperative partially observable Markov decision process (DRS-C-POMDP) whose agents control groups of PV nodes clustered according to voltage correlation. The proposed method employs offline policy optimization, which yields closed-form reactive power setpoint control laws. Hence, the online processing time required by most VC methods is avoided and controller implementation is simplified. The method is validated via simulation on a 123-bus feeder, in which it is compared to other decentralized heuristic methods from the literature. The results indicate that, for identical local inverter controls, the proposed method yields superior performance.
引用
收藏
页码:919 / 933
页数:15
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