Balancing;
Dynamic sizing;
Machine learning;
Operating reserves;
System operation;
UNIT COMMITMENT;
POWER;
REQUIREMENTS;
GENERATION;
D O I:
10.1016/j.enpol.2018.09.031
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
This article discusses a new method for the sizing of operating reserves by electric power system operators. Operating reserves are used by system operators to deal with unexpected variations of demand and generation, and maintain a secure operation of the system. This becomes increasingly challenging due to the increasing share of renewable generation based on variable resources. This paper revisits the current sizing method applied in Belgium, which is based on a static approach that determines the required capacity once a year. The presented dynamic sizing method determines the required capacity on a daily basis, using the estimated probability of facing a system imbalance during the next day. This risk is estimated based on historical observations of system conditions by means of machine learning algorithms. A proof of concept is presented for the Belgian system, and demonstrates that the proposed methodology improves reliability management while decreasing the average capacity to be contracted. The method is compliant with European market design, and the corresponding regulatory framework, and is of particular interest for systems with a high share of renewable generation. For these reasons a gradual implementation in Belgium towards 2020 has been decided based on the results of this study.
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 Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, BelgiumUniv Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, Belgium
Bruninx, Kenneth
Delarue, Erik
论文数: 0引用数: 0
h-index: 0
机构:
Univ Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, BelgiumUniv Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, Belgium
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 Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, BelgiumUniv Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, Belgium
Bruninx, Kenneth
Delarue, Erik
论文数: 0引用数: 0
h-index: 0
机构:
Univ Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, BelgiumUniv Leuven KU Leuven, Energy Inst, TME Branch Energy Convers, B-3001 Heverlee, Belgium