MPC-Based Voltage/Var Optimization for Distribution Circuits With Distributed Generators and Exponential Load Models

被引:148
作者
Wang, Zhaoyu [1 ]
Wang, Jianhui [2 ]
Chen, Bokan [3 ]
Begovic, Miroslav M. [1 ]
He, Yanyi [3 ]
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
[2] Argonne Natl Lab, Lemont, IL 60439 USA
[3] Iowa State Univ, Sch Ind & Mfg Syst Engn, Ames, IA 50014 USA
关键词
Distributed generators; exponential load model; mixed-integer program; model predictive control; scenario reduction; voltage/var optimization; REACTIVE POWER-CONTROL; MULTIOBJECTIVE OPTIMIZATION; DISTRIBUTION-SYSTEMS; CAPACITORS; COORDINATION; ULTC; TRANSFORMER; REDUCTION; DISPATCH; COST;
D O I
10.1109/TSG.2014.2329842
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a model predictive control (MPC)-based voltage/var optimization (VVO) technique considering the integration of distributed generators and load-to-voltage sensitivities. The paper schedules optimal tap positions of on-load tap changer and switch statuses of capacitor banks based on predictive outputs of wind turbines and photovoltaic generators. Compared with previous efforts on VVO which used constant-power load model, the exponential load model is used to capture the various load behaviors in this paper. Different customer types such as industrial, residential, and commercial loads are also considered. The uncertainties of model prediction errors are taken into account in the proposed model. A scenario reduction technique is applied to enhance a tradeoff between the accuracy of the solution and the computational burden. The MPC-based VVO problem is formulated as a mixed-integer nonlinear program with reduced scenarios. Case studies show the effectiveness of the proposed method.
引用
收藏
页码:2412 / 2420
页数:9
相关论文
共 34 条
[1]   Distribution Voltage Control Considering the Impact of PV Generation on Tap Changers and Autonomous Regulators [J].
Agalgaonkar, Yashodhan P. ;
Pal, Bikash C. ;
Jabr, Rabih A. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2014, 29 (01) :182-192
[3]  
[Anonymous], POWER SYSTEM STABILI
[4]  
[Anonymous], IEEE T SMAR IN PRESS
[5]   OPTIMAL SIZING OF CAPACITORS PLACED ON A RADIAL-DISTRIBUTION SYSTEM [J].
BARAN, ME ;
WU, FF .
IEEE TRANSACTIONS ON POWER DELIVERY, 1989, 4 (01) :735-743
[6]   NETWORK RECONFIGURATION IN DISTRIBUTION-SYSTEMS FOR LOSS REDUCTION AND LOAD BALANCING [J].
BARAN, ME ;
WU, FF .
IEEE TRANSACTIONS ON POWER DELIVERY, 1989, 4 (02) :1401-1407
[7]   Statistical analysis of wind power forecast error [J].
Bludszuweit, Hans ;
Antonio Dominguez-Navarro, Jose ;
Llombart, Andres .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2008, 23 (03) :983-991
[8]   On the optimization of the daily operation of a wind-hydro power plant [J].
Castronuovo, ED ;
Lopes, JAP .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2004, 19 (03) :1599-1606
[9]   MPC-Based Appliance Scheduling for Residential Building Energy Management Controller [J].
Chen, Chen ;
Wang, Jianhui ;
Heo, Yeonsook ;
Kishore, Shalinee .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (03) :1401-1410
[10]   Multiobjective Optimization and Fuzzy Logic Applied to Planning of the Volt/Var Problem in Distributions Systems [J].
de Souza, Benemar Alencar ;
Formiga de Almeida, Angelo Marcio .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (03) :1274-1281