Adaptive Dynamic Programming and Energy Management for Multiple Converters Under Primary Frequency Regulation

There are abundant energy resources in remote areas of China, such as photovoltaics and small hydropower. With uncertain factors such as sunshine and climate, hydroelectric and photovoltaic power generation face prominent problems such as large output power fluctuations, unstable energy transmission, and difficulty in multi-converters’ synchronous control for primary frequency regulation. This article proposes an adaptive dynamic programming (ADP) control method and energy management strategies for multi-converters under primary frequency regulation, in order to address the problems of large-scale access to new energy. Firstly, a parameter online optimization design is proposed based on ADP controller to improve the dynamic performance of the system and the power quality of the output currents of multiple converters. Secondly, in order to achieve energy optimization management of multiple converters, a multimodal collaborative optimization control strategy is proposed to achieve energy optimization control and comprehensive management of the entire system. Finally, the effectiveness of the proposed ADP and energy management strategies are verified by simulation.

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Publication Details

Journal
Energies
Published
2026-05-13
DOI
https://doi.org/10.3390/en19102338
Primary Topic
Adaptive Dynamic Programming Control
Type
article
Field-Weighted Citation Impact
0.00

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article

Adaptive Dynamic Programming and Energy Management for Multiple Converters Under Primary Frequency Regulation

Ke Li, Xinwei Wei, Gaoxian Du, Zhaoqin Sun et al.
Energies
Adaptive Dynamic Programming Control
article

Adaptive Dynamic Programming and Energy Management for Multiple Converters Under Primary Frequency Regulation

Ke Li, Xinwei Wei, Gaoxian Du, Zhaoqin Sun, Zhen Zhu, Bin Wei
article en

Abstract

There are abundant energy resources in remote areas of China, such as photovoltaics and small hydropower. With uncertain factors such as sunshine and climate, hydroelectric and photovoltaic power generation face prominent problems such as large output power fluctuations, unstable energy transmission, and difficulty in multi-converters’ synchronous control for primary frequency regulation. This article proposes an adaptive dynamic programming (ADP) control method and energy management strategies for multi-converters under primary frequency regulation, in order to address the problems of large-scale access to new energy. Firstly, a parameter online optimization design is proposed based on ADP controller to improve the dynamic performance of the system and the power quality of the output currents of multiple converters. Secondly, in order to achieve energy optimization management of multiple converters, a multimodal collaborative optimization control strategy is proposed to achieve energy optimization control and comprehensive management of the entire system. Finally, the effectiveness of the proposed ADP and energy management strategies are verified by simulation.

EnergiesVol. 19(10)
North China Electric Power University (CN), Hunan University (CN), University of Macau (MO), China Electric Power Research Institute, City University of Macau (MO), Taiyuan University of Technology (CN)
National Key Research and Development Program of China
Affordable and clean energy
Openalex Percentile: Top 5%
Adaptive Dynamic Programming Control
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Adaptive Dynamic Programming and Energy Management for Multiple Converters Under Primary Frequency Regulation — Ke Li, Xinwei Wei, et al. · Energies (2026) | TGRS Research Map | TGRS