investment;
load flow;
energy storage;
integer programming;
distributed power generation;
power distribution economics;
power generation economics;
pattern clustering;
distributed ESSs;
distribution system operator;
mixed integer investment problem;
optimal operation problems;
base load;
second-order cone programming model;
17-bus test system;
acceleration method;
optimal ESS allocation;
distribution network;
energy storage technologies;
energy storage system;
distributed renewable generations;
optimal allocation;
rebinding integer constraints;
optimal ESS allocation problem;
accelerated generalised Benders decomposition algorithm;
daily charging-discharging schedule;
distributed generation output uncertainties;
clustering method;
GBD algorithm;
branch-and-bound algorithm;
ENERGY-STORAGE SYSTEMS;
ACTIVE DISTRIBUTION NETWORKS;
OPTIMAL POWER-FLOW;
OPTIMAL PLACEMENT;
CONVEX RELAXATION;
HIGH PENETRATION;
BATTERY STORAGE;
UNITS;
EXPANSION;
D O I:
10.1049/iet-gtd.2018.5863
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:
With the advancement of energy storage technologies, installing an energy storage system (ESS) in a distribution network has become a new solution to accommodate more and more distributed renewable generations. In this study, the optimal allocation of distributed ESSs is studied to maximise the benefit of the distribution system operator. The ESS allocation problem is divided into two stages: the mixed integer investment problem as the first stage and the optimal operation problems considering daily charging/discharging schedule of ESSs as the second stage. To tackle the uncertainties of distributed generation output and base load, typical days (scenarios) are firstly obtained by the clustering method and thereafter the operation problems include a number of scenarios, each with the corresponding possibility. Then each second stage problem is relaxed to a second-order cone programming model. To efficiently solve the whole problem considering multiple scenarios, the generalised Benders decomposition (GBD) algorithm is adopted, which is further accelerated by relaxing and rebinding integer constraints. Numerical experiments are conducted on a 17-bus test system to demonstrate the effectiveness of the proposed method. Additionally, comparisons between different algorithms are performed to verify the merits of the proposed acceleration method with respect to the original GBD and the branch-and-bound algorithm.
机构:
Polytech Inst Porto ISEP IPP, GECAD, Knowledge Engn & Decis Support Res Ctr Elect Engn, P-4200072 Oporto, PortugalPolytech Inst Porto ISEP IPP, GECAD, Knowledge Engn & Decis Support Res Ctr Elect Engn, P-4200072 Oporto, Portugal
Khodr, H. M.
Martinez-Crespo, J.
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h-index: 0
机构:
Univ Carlos III Madrid, Dept Elect, Madrid 28911, SpainPolytech Inst Porto ISEP IPP, GECAD, Knowledge Engn & Decis Support Res Ctr Elect Engn, P-4200072 Oporto, Portugal
Martinez-Crespo, J.
Matos, M. A.
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机构:
INESC Porto, Oporto, Portugal
Univ Porto, Fac Engn & Econ, P-4200465 Oporto, PortugalPolytech Inst Porto ISEP IPP, GECAD, Knowledge Engn & Decis Support Res Ctr Elect Engn, P-4200072 Oporto, Portugal
Matos, M. A.
Pereira, J.
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h-index: 0
机构:
INESC Porto, Oporto, Portugal
Univ Porto, Fac Engn & Econ, P-4200465 Oporto, PortugalPolytech Inst Porto ISEP IPP, GECAD, Knowledge Engn & Decis Support Res Ctr Elect Engn, P-4200072 Oporto, Portugal
机构:
The School of Mathematics and Statistics, Beijing Key Laboratory on MCAACI, Beijing Institute of Technology, Beijing,100081, ChinaThe School of Mathematics and Statistics, Beijing Key Laboratory on MCAACI, Beijing Institute of Technology, Beijing,100081, China
Chen, Wei-Kun
Wu, Zheyu
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机构:
The State Key Laboratory of Scientific and Engineering Computing, Institute of Computational Mathematics and Scientific/Engineering Computing, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing,100190, ChinaThe School of Mathematics and Statistics, Beijing Key Laboratory on MCAACI, Beijing Institute of Technology, Beijing,100081, China
Wu, Zheyu
Zhang, Rui-Jin
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h-index: 0
机构:
The State Key Laboratory of Scientific and Engineering Computing, Institute of Computational Mathematics and Scientific/Engineering Computing, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing,100190, ChinaThe School of Mathematics and Statistics, Beijing Key Laboratory on MCAACI, Beijing Institute of Technology, Beijing,100081, China
Zhang, Rui-Jin
Liu, Ya-Feng
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机构:
The State Key Laboratory of Scientific and Engineering Computing, Institute of Computational Mathematics and Scientific/Engineering Computing, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing,100190, ChinaThe School of Mathematics and Statistics, Beijing Key Laboratory on MCAACI, Beijing Institute of Technology, Beijing,100081, China
Liu, Ya-Feng
Dai, Yu-Hong
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h-index: 0
机构:
The State Key Laboratory of Scientific and Engineering Computing, Institute of Computational Mathematics and Scientific/Engineering Computing, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing,100190, ChinaThe School of Mathematics and Statistics, Beijing Key Laboratory on MCAACI, Beijing Institute of Technology, Beijing,100081, China
Dai, Yu-Hong
Luo, Zhi-Quan
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h-index: 0
机构:
The Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong, Shenzhen,518172, ChinaThe School of Mathematics and Statistics, Beijing Key Laboratory on MCAACI, Beijing Institute of Technology, Beijing,100081, China
机构:
Beijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
Chen, Wei-Kun
Wu, Zheyu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Computat Math & Sci Engn Comp, Acad Math & Syst Sci, State Key Lab Sci & Engn Comp, Beijing 100190, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
Wu, Zheyu
Zhang, Rui-Jin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Computat Math & Sci Engn Comp, Acad Math & Syst Sci, State Key Lab Sci & Engn Comp, Beijing 100190, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
Zhang, Rui-Jin
Liu, Ya-Feng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Computat Math & Sci Engn Comp, Acad Math & Syst Sci, State Key Lab Sci & Engn Comp, Beijing 100190, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
Liu, Ya-Feng
Dai, Yu-Hong
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Computat Math & Sci Engn Comp, Acad Math & Syst Sci, State Key Lab Sci & Engn Comp, Beijing 100190, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
Dai, Yu-Hong
Luo, Zhi-Quan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Shenzhen Res Inst Big Data, Shenzhen 518172, Peoples R ChinaBeijing Inst Technol, Sch Math & Stat, Beijing Key Lab MCAACI, Beijing 100081, Peoples R China
机构:
Abu Dhabi Natl Oil Co, Dept Tech Serv, GASCO Habshan & Bab Plant, ADNOC Gas Proc, Abu Dhabi, U Arab EmiratesAbu Dhabi Natl Oil Co, Dept Tech Serv, GASCO Habshan & Bab Plant, ADNOC Gas Proc, Abu Dhabi, U Arab Emirates
Alshamsi, Ahmed
Diabat, Ali
论文数: 0引用数: 0
h-index: 0
机构:
New York Univ Abu Dhabi, Div Engn, Abu Dhabi 129188, U Arab Emirates
NYU, Tandon Sch Engn, Dept Civil & Urban Engn, Brooklyn, NY 11201 USAAbu Dhabi Natl Oil Co, Dept Tech Serv, GASCO Habshan & Bab Plant, ADNOC Gas Proc, Abu Dhabi, U Arab Emirates