State Estimation-Based Distributed Energy Resource Optimization for Distribution Voltage Regulation in Telemetry-Sparse Environments Using a Real-Time Digital Twin

被引:27
作者
Darbali-Zamora, Rachid [1 ]
Johnson, Jay [1 ]
Summers, Adam [1 ]
Jones, C. Birk [1 ]
Hansen, Clifford [1 ]
Showalter, Chad [2 ]
机构
[1] Sandia Natl Labs, Albuquerque, NM 87123 USA
[2] Connected Energy, Pittsburgh, PA 15220 USA
关键词
voltage regulation; state estimation; distribution system; photovoltaics; power hardware-in-the-loop; distributed energy resources; particle swarm optimization; digital twin; DISTRIBUTION NETWORK; OPERATION; SYSTEMS;
D O I
10.3390/en14030774
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Real-time state estimation using a digital twin can overcome the lack of in-field measurements inside an electric feeder to optimize grid services provided by distributed energy resources (DERs). Optimal reactive power control of DERs can be used to mitigate distribution system voltage violations caused by increased penetrations of photovoltaic (PV) systems. In this work, a new technology called the Programmable Distribution Resource Open Management Optimization System (ProDROMOS) issued optimized DER reactive power setpoints based-on results from a particle swarm optimization (PSO) algorithm wrapped around OpenDSS time-series feeder simulations. This paper demonstrates the use of the ProDROMOS in a RT simulated environment using a power hardware-in-the-loop PV inverter and in a field demonstration, using a 678 kW PV system in Grafton (MA, USA). The primary contribution of the work is demonstrating a RT digital twin effectively provides state estimation pseudo-measurements that can be used to optimize DER operations for distribution voltage regulation.
引用
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页数:21
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