Two-stage chance-constrained unit commitment based on optimal wind power consumption point considering battery energy storage
被引:18
作者:
论文数: 引用数:
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机构:
Chen, Zhe
[1
]
论文数: 引用数:
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Li, Zhengshuo
[2
]
论文数: 引用数:
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Guo, Chuangxin
[1
]
论文数: 引用数:
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Ding, Yi
[1
]
He, Yubin
论文数: 0引用数: 0
h-index: 0
机构:
Power Dispatching & Control Ctr China Southern Po, Guangzhou 510623, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
He, Yubin
[3
]
机构:
[1] Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
[2] Shandong Univ, Sch Elect Engn, Jinan 250061, Peoples R China
[3] Power Dispatching & Control Ctr China Southern Po, Guangzhou 510623, Peoples R China
optimisation;
iterative methods;
wind power plants;
power generation dispatch;
power generation scheduling;
power consumption;
battery energy storage;
wind power generation;
low carbon emissions;
wind energy;
day-ahead energy;
reserve schedules;
optimal wind power consumption;
optimality-check-only bilinear Benders decomposition;
wind utilisation level;
two-stage chance-constrained unit commitment;
large-scale mixed-integer programming;
six-bus system;
IEEE 118-bus system;
IEEE 236-bus system;
ROBUST ENERGY;
OPTIMIZATION;
TRANSMISSION;
UNCERTAINTY;
D O I:
10.1049/iet-gtd.2019.1492
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
080906 [电磁信息功能材料与结构];
082806 [农业信息与电气工程];
摘要:
Wind power generation has developed rapidly in recent decades due to low carbon emissions. However, the significant uncertainty makes it uneconomic or even unreliable to be consumed, which hinders the development of wind energy. To guarantee the minimum wind utilisation level without jeopardising system reliability and cost-effectiveness, this study proposes a concept of optimal wind power consumption point. Based on that, a two-stage chance-constrained unit commitment model is presented to co-optimise the day-ahead energy and reserve schedules, which achieves a reasonable trade-off between robustness and costs. The battery energy storage is also investigated to enhance system flexibility and promote wind consumption. The joint chance constraint is dealt with through a sample average approximation method in bilinear forms. The resulting large-scale mixed-integer programming is decomposed into the master and subproblem formulations and then solved iteratively by the developed bilinear Benders decomposition (BBD) method. To achieve computational tractability, several techniques are used to enhance the convergence property of BBD and accelerate the solution process, with a novel optimality-check-only bilinear Benders decomposition method proposed. Case studies on six-bus, IEEE 118-bus and 236-bus systems demonstrate the effectiveness of the proposed model and algorithm.
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
;
Litvinov, Eugene
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Litvinov, Eugene
;
Sun, Xu Andy
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Sun, Xu Andy
;
Zhao, Jinye
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Zhao, Jinye
;
Zheng, Tongxin
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
机构:
Univ Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, SpainUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
Arroyo, Jose M.
;
Alguacil, Natalia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, SpainUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
Alguacil, Natalia
;
Street, Alexandre
论文数: 0引用数: 0
h-index: 0
机构:
Pontifical Catholic Univ Rio de Janeiro, Elect Engn Dept, BR-22451045 Rio De Janeiro, BrazilUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
;
Litvinov, Eugene
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Litvinov, Eugene
;
Sun, Xu Andy
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Sun, Xu Andy
;
Zhao, Jinye
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Zhao, Jinye
;
Zheng, Tongxin
论文数: 0引用数: 0
h-index: 0
机构:
ISO New England, Dept Business Architecture& Technol, Holyoke, MA 01040 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
机构:
Univ Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, SpainUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
Arroyo, Jose M.
;
Alguacil, Natalia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, SpainUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain
Alguacil, Natalia
;
Street, Alexandre
论文数: 0引用数: 0
h-index: 0
机构:
Pontifical Catholic Univ Rio de Janeiro, Elect Engn Dept, BR-22451045 Rio De Janeiro, BrazilUniv Castilla La Mancha, ETSI Ind, Dept Ingn Elect Elect Automat & Comunicac, E-13071 Ciudad Real, Spain