Online Model-Free Chance-Constrained Distribution System Voltage Control Using DERs

Wang, Haoyi; Yao, Yiyun; Zhao, Junbo; Ding, Fei

doi:10.1109/PESGM52003.2023.10253184

Online Model-Free Chance-Constrained Distribution System Voltage Control Using DERs

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

DOI:https://doi.org/10.1109/PESGM52003.2023.10253184· OSTI ID:2229563

Wang, Haoyi; ; Zhao, Junbo; Ding, Fei

This paper proposes an online data-driven distributed energy resource management system (DERMS) optimization method using chance-constrained formulation to address distribution system voltage regulation. This is achieved via the local sensitivity factor (LSF)-enabled reformulation of the DER control into a linear programming (LP) problem, which is easy and computationally efficient to solve. The LSF is estimated using online measurements and does not need the assumption of node load information. The latter is usually required for existing optimization-based methods but is difficult to obtain in practice. To mitigate measurement uncertainties, a scenario-based chance-constrained formulation is constructed. Compared with other control methods, the results carried out in a realistic distribution system show that the proposed method can effectively eliminate voltage violation issues.

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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:: 2229563

Report Number(s):: NREL/CP-5D00-88270; MainId:89045; UUID:c97323df-a72e-4b17-9a1a-ddc8aae74c8d; MainAdminID:71269

Country of Publication:: United States

Language:: English

References (15)

Data-Driven Voltage Regulation in Radial Power Distribution Systems Xu, Hanchen; Dominguez-Garcia, Alejandro D.; Veeravalli, Venugopal V. IEEE Transactions on Power Systems, Vol. 35, Issue 3 https://doi.org/10.1109/TPWRS.2019.2948138	journal	May 2020
A Survey on Model-Based Distributed Control and Filtering for Industrial Cyber-Physical Systems Ding, Derui; Han, Qing-Long; Wang, Zidong IEEE Transactions on Industrial Informatics, Vol. 15, Issue 5 https://doi.org/10.1109/TII.2019.2905295	journal	May 2019
A Data-Driven Global Sensitivity Analysis Framework for Three-Phase Distribution System With PVs Ye, Ketian; Zhao, Junbo; Huang, Can IEEE Transactions on Power Systems, Vol. 36, Issue 5 https://doi.org/10.1109/TPWRS.2021.3069009	journal	September 2021
Optimal Power Flow Pursuit Dall'Anese, Emiliano; Simonetto, Andrea IEEE Transactions on Smart Grid, Vol. 9, Issue 2 https://doi.org/10.1109/TSG.2016.2571982	journal	March 2018
Data-Driven Probabilistic Power Flow Analysis for a Distribution System With Renewable Energy Sources Using Monte Carlo Simulation Constante-Flores, Gonzalo Esteban; Illindala, Mahesh S. IEEE Transactions on Industry Applications, Vol. 55, Issue 1 https://doi.org/10.1109/TIA.2018.2867332	journal	January 2019
Aggregation Model-Based Optimization for Electric Vehicle Charging Strategy Zheng, Jinghong; Wang, Xiaoyu; Men, Kun IEEE Transactions on Smart Grid, Vol. 4, Issue 2 https://doi.org/10.1109/TSG.2013.2242207	journal	June 2013
A Chance Constrained Programming Approach to the Integrated Planning of Electric Power Generation, Natural Gas Network and Storage Odetayo, Babatunde; Kazemi, Mostafa; MacCormack, John IEEE Transactions on Power Systems, Vol. 33, Issue 6 https://doi.org/10.1109/TPWRS.2018.2833465	journal	November 2018
Data-Driven Multi-Agent Deep Reinforcement Learning for Distribution System Decentralized Voltage Control With High Penetration of PVs Cao, Di; Zhao, Junbo; Hu, Weihao IEEE Transactions on Smart Grid, Vol. 12, Issue 5 https://doi.org/10.1109/TSG.2021.3072251	journal	September 2021
Application of autonomous smart inverter Volt-VAR function for voltage reduction energy savings and power quality in electric distribution systems Ding, Fei; Nguyen, Andu; Walinga, Sarah 2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) https://doi.org/10.1109/ISGT.2017.8085991	conference	April 2017
A Sensitivity Analysis Toolkit for the Simplification of MV Distribution Network Voltage Management Tamp, Fabian; Ciufo, Phil IEEE Transactions on Smart Grid, Vol. 5, Issue 2 https://doi.org/10.1109/TSG.2014.2300146	journal	March 2014
Real-Time Feedback-Based Optimization of Distribution Grids: A Unified Approach Bernstein, Andrey; Dall'Anese, Emiliano IEEE Transactions on Control of Network Systems, Vol. 6, Issue 3 https://doi.org/10.1109/TCNS.2019.2929648	journal	September 2019
DERMS Online: A New Voltage Sensitivity-Enabled Feedback Optimization Framework Yao, Yiyun; Ye, Ketian; Zhao, Junbo 2022 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) https://doi.org/10.1109/ISGT50606.2022.9817506	conference	April 2022
Review on voltage‐violation mitigation techniques of distribution networks with distributed rooftop PV systems Nour, Ahmed M. M.; Hatata, Ahmed Y.; Helal, Ahmed A. IET Generation, Transmission & Distribution, Vol. 14, Issue 3 https://doi.org/10.1049/iet-gtd.2019.0851	journal	December 2019
On Distributed PV Hosting Capacity Estimation, Sensitivity Study, and Improvement Ding, Fei; Mather, Barry IEEE Transactions on Sustainable Energy, Vol. 8, Issue 3 https://doi.org/10.1109/TSTE.2016.2640239	journal	July 2017
A Distributed Framework for Solving and Benchmarking Security Constrained Unit Commitment With Warm Start Chen, Yonghong; Wang, Fengyu; Ma, Yaming IEEE Transactions on Power Systems, Vol. 35, Issue 1 https://doi.org/10.1109/TPWRS.2019.2930706	journal	January 2020

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POWER TRANSMISSION AND DISTRIBUTION
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local sensitivity factor

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