Author

Qiujie Wang

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#reinforcement learning Open access Sep 2026

Data-Driven Adaptive Reactive Power and Voltage Control Method for Distribution Networks with Energy Storage by Using DRL-SAC Algorithm

In distribution network and microgrids, energy storage (ES) systems possess four-quadrant operational capabilities, making them inherently high-quality resources for reactive power (RP) regulation. However, existing research has primarily focused on optimizing the active power of ES to achieve economic objectives, whil...

Yi-Shu Qiu, Yong-Yi Zhang, Qiu-Jie Wang · Processes · 0 citations

Open access Aug 2026

Optimal Operation Strategy of Power Grids Integrated with High-Capacity Grid-Supporting Storage Devices Based on Trajectory Sensitivity Analysis and Improved Chaotic PSO Algorithm

High penetration levels of renewable energy and power electronic apparatus create prominent obstacles for novel power grids, which mainly manifested as inadequate system inertia and a deteriorated stability margin. To overcome such drawbacks, this research develops an operational control method to maintain safe and ste...

Yiqun Kang, Huizhen Huang, Bingyang Feng et al. · Electronics · 0 citations