Convex Optimization for DES Planning and Operation in Radial Distribution Systems With High Penetration of Photovoltaic Resources

被引:104
作者
Li, Qifeng [1 ]
Ayyanar, Raja [1 ]
Vittal, Vijay [1 ]
机构
[1] Arizona State Univ, Dept Elect Engn, Tempe, AZ 85287 USA
关键词
Branch flow model; convex optimization; distributed energy storage (DES); high penetration PV; second order cone programming (SOCP); OPTIMAL CAPACITOR PLACEMENT; DISTRIBUTION NETWORKS; OPTIMAL ALLOCATION; STORAGE; ENERGY;
D O I
10.1109/TSTE.2015.2509648
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper, distributed energy storage (DES) devices, like batteries and ultra-capacitors, are used to alleviate detrimental impacts of high penetration photovoltaic (PV) resources on distribution systems. The impacts are studied at mainly two time resolutions-one minute and one hour. To determine accurately the size of the required DES for the purpose of mitigating the impacts of large-scale distributed PV, sizing procedures based on OpenDSS are proposed. After determining the total size of the required DES, optimization techniques can be used to choose the optimal locations for the DES along the feeder, which is a continuous optimization problem taking into account equality constraints of the AC power flow. The continuity of the problem and the radial network structure make it possible to apply a convex optimization technique called second order cone programming (SOCP) relaxation to obtain the globally optimal solution and avoid the problem of NP-hardness. The exactness of the introduced SOCP relaxation is sensitive to the chosen objective function and additional quadratic equalities. The necessary and sufficient condition of exactness for the SOCP relaxation of the DES optimal allocation and operation in radial distribution systems is studied. The proposed methods are applied to an actual feeder in the southwestern US with high penetration of PV using actual measured data. The simulation results demonstrate the efficacy of the proposed approaches.
引用
收藏
页码:985 / 995
页数:11
相关论文
共 28 条
[1]  
[Anonymous], 2003, CONVEX OPTIMIZATION
[2]  
[Anonymous], IEEE T CONTR NET SYS
[3]   Optimal Allocation of ESS in Distribution Systems With a High Penetration of Wind Energy [J].
Atwa, Yasser Moustafa ;
El-Saadany, E. F. .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2010, 25 (04) :1815-1822
[4]   OPTIMAL CAPACITOR PLACEMENT ON RADIAL-DISTRIBUTION SYSTEMS [J].
BARAN, ME ;
WU, FF .
IEEE TRANSACTIONS ON POWER DELIVERY, 1989, 4 (01) :725-734
[5]   Optimal Energy Storage Sizing and Control for Wind Power Applications [J].
Brekken, Ted K. A. ;
Yokochi, Alex ;
von Jouanne, Annette ;
Yen, Zuan Z. ;
Hapke, Hannes Max ;
Halamay, Douglas A. .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2011, 2 (01) :69-77
[6]  
Byrd RH, 2006, NONCONVEX OPTIM, V83, P35
[7]   Optimal Integration of Distributed Energy Storage Devices in Smart Grids [J].
Carpinelli, Guido ;
Celli, Gianni ;
Mocci, Susanna ;
Mottola, Fabio ;
Pilo, Fabrizio ;
Proto, Daniela .
IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (02) :985-995
[8]   Optimal Allocation and Economic Analysis of Energy Storage System in Microgrids [J].
Chen, Changsong ;
Duan, Shanxu ;
Cai, Tao ;
Liu, Bangyin ;
Hu, Guozhen .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2011, 26 (10) :2762-2773
[9]  
Dugan R., 2010, REFERENCE GUIDE OPEN
[10]   Preprocessing Uncertain Photovoltaic Data [J].
Fan, Miao ;
Vittal, Vijay ;
Heydt, Gerald T. ;
Ayyanar, Raja .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2014, 5 (01) :351-352