Two-Stage Deep Reinforcement Learning for Distribution System Voltage Regulation and Peak Load Management

Pei, Yansong; Yao, Yiyun; Zhao, Junbo; Ding, Fei; Wang, Jiyu

doi:10.1109/PESGM52003.2023.10252567

Two-Stage Deep Reinforcement Learning for Distribution System Voltage Regulation and Peak Load Management

Conference · Mon Sep 25 04:00:00 EDT 2023

DOI:https://doi.org/10.1109/PESGM52003.2023.10252567· OSTI ID:2229089

Pei, Yansong; ; Zhao, Junbo; Ding, Fei; Wang, Jiyu

The growing integration of distributed solar photovoltaic (PV) in distribution systems could result in adverse effects during grid operation. This paper develops a two-agent soft actor critic-based deep reinforcement learning (SAC-DRL) solution to simultaneously control PV inverters and battery energy storage systems for voltage regulation and peak demand reduction. The novel two-stage framework, featured with two different control agents, is applied for daytime and nighttime operations to enhance control performance. Comparison results with other control methods on a real feeder in Western Colorado demonstrate that the proposed method can provide advanced voltage regulation with modest active power curtailment and reduce peak load demand from feeder's head.

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Research Organization:: National Renewable Energy Laboratory (NREL), Golden, CO (United States)

Sponsoring Organization:: USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office

DOE Contract Number:: AC36-08GO28308

OSTI ID:: 2229089

Report Number(s):: NREL/CP-5D00-88236; MainId:89011; UUID:feb645b9-59af-4332-bf8d-f0d034170e2b; MainAdminID:71246

Country of Publication:: United States

Language:: English

References (14)

A Demand Side Management Approach For Optimal Sizing of Standalone Renewable-Battery Systems Khezri, Rahmat; Mahmoudi, Amin; Haque, Mohammed IEEE Transactions on Sustainable Energy, Vol. 12, Issue 4 https://doi.org/10.1109/TSTE.2021.3084245	journal	October 2021
A Multi-Agent Reinforcement Learning-Based Data-Driven Method for Home Energy Management Xu, Xu; Jia, Youwei; Xu, Yan IEEE Transactions on Smart Grid, Vol. 11, Issue 4 https://doi.org/10.1109/TSG.2020.2971427	journal	July 2020
Optimal Peak Shaving Control Using Dynamic Demand and Feed-In Limits for Grid-Connected PV Sources With Batteries Manojkumar, Rampelli; Kumar, Chandan; Ganguly, Sanjib IEEE Systems Journal, Vol. 15, Issue 4 https://doi.org/10.1109/JSYST.2020.3045020	journal	December 2021
Distributed voltage control method using Volt-Var control curve of photovoltaic inverter for a smart power grid system Howlader, Abdul Motin; Sadoyama, Staci; Roose, Leon R. 2017 IEEE 12th International Conference on Power Electronics and Drive Systems (PEDS) https://doi.org/10.1109/PEDS.2017.8289195	conference	December 2017
A Multi-Agent Deep Reinforcement Learning Based Voltage Regulation Using Coordinated PV Inverters Cao, Di; Hu, Weihao; Zhao, Junbo IEEE Transactions on Power Systems, Vol. 35, Issue 5 https://doi.org/10.1109/TPWRS.2020.3000652	journal	September 2020
A Two-Level Scheduling Algorithm for Battery Systems and Load Tap Changers Coordination in Distribution Networks Ding, Zhenhuan; Huang, Xiaoge; Liu, Zhao IEEE Transactions on Power Delivery, Vol. 37, Issue 4 https://doi.org/10.1109/TPWRD.2021.3121368	journal	August 2022
Stochastic Optimal Planning of Battery Energy Storage Systems for Isolated Microgrids Alharbi, Hisham; Bhattacharya, Kankar IEEE Transactions on Sustainable Energy, Vol. 9, Issue 1 https://doi.org/10.1109/TSTE.2017.2724514	journal	January 2018
Multi-Agent Deep Reinforcement Learning for Realistic Distribution System Voltage Control using PV Inverters Pei, Yansong; Yao, Yiyun; Zhao, Junbo 2022 IEEE Power & Energy Society General Meeting (PESGM) https://doi.org/10.1109/PESGM48719.2022.9917152	conference	July 2022
Distributed Volt/VAr Control by PV Inverters Jahangiri, Pedram; Aliprantis, Dionysios C. IEEE Transactions on Power Systems, Vol. 28, Issue 3 https://doi.org/10.1109/TPWRS.2013.2256375	journal	August 2013
Attention Enabled Multi-Agent DRL for Decentralized Volt-VAR Control of Active Distribution System Using PV Inverters and SVCs Cao, Di; Zhao, Junbo; Hu, Weihao IEEE Transactions on Sustainable Energy, Vol. 12, Issue 3 https://doi.org/10.1109/TSTE.2021.3057090	journal	July 2021
Deep-Reinforcement-Learning-Based Capacity Scheduling for PV-Battery Storage System Huang, Bin; Wang, Jianhui IEEE Transactions on Smart Grid, Vol. 12, Issue 3 https://doi.org/10.1109/TSG.2020.3047890	journal	May 2021
Impact of increased penetration of photovoltaic generation on power systems Eftekharnejad, Sara; Vittal, Vijay IEEE Transactions on Power Systems, Vol. 28, Issue 2 https://doi.org/10.1109/TPWRS.2012.2216294	journal	May 2013
Energy Management for Renewable Microgrid in Reducing Diesel Generators Usage With Multiple Types of Battery Thirugnanam, Kannan; Kerk, See Kim; Yuen, Chau IEEE Transactions on Industrial Electronics, Vol. 65, Issue 8 https://doi.org/10.1109/TIE.2018.2795585	journal	August 2018
Multi-UAV Information Fusion and Cooperative Trajectory Optimization in Target Search Yao, Peng; Wei, Xin IEEE Systems Journal https://doi.org/10.1109/JSYST.2021.3117959	journal	January 2021

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POWER TRANSMISSION AND DISTRIBUTION
deep reinforcement learning
distribution system
peak load management
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References (14)

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