GSTDTAP  > 气候变化
DOI10.1016/j.enpol.2018.09.031
Dynamic dimensioning approach for operating reserves: Proof of concept in Belgium
De Vos, K.1; Stevens, N.2; Devolder, O.2; Papavasiliou, A.3; Hebb, B.1; Matthys-Donnadieu, J.1
2019
发表期刊ENERGY POLICY
ISSN0301-4215
EISSN1873-6777
出版年2019
卷号124页码:272-285
文章类型Article
语种英语
国家Belgium
英文摘要

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.


英文关键词Balancing Dynamic sizing Machine learning Operating reserves System operation
领域气候变化
收录类别SCI-E ; SSCI
WOS记录号WOS:000453642600023
WOS关键词UNIT COMMITMENT ; POWER ; REQUIREMENTS ; GENERATION
WOS类目Economics ; Energy & Fuels ; Environmental Sciences ; Environmental Studies
WOS研究方向Business & Economics ; Energy & Fuels ; Environmental Sciences & Ecology
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/17793
专题气候变化
作者单位1.Elia Syst Operator, Brussels, Belgium;
2.N SIDE, Ottignies, Belgium;
3.Catholic Univ Louvain, Ottignies, Belgium
推荐引用方式
GB/T 7714
De Vos, K.,Stevens, N.,Devolder, O.,et al. Dynamic dimensioning approach for operating reserves: Proof of concept in Belgium[J]. ENERGY POLICY,2019,124:272-285.
APA De Vos, K.,Stevens, N.,Devolder, O.,Papavasiliou, A.,Hebb, B.,&Matthys-Donnadieu, J..(2019).Dynamic dimensioning approach for operating reserves: Proof of concept in Belgium.ENERGY POLICY,124,272-285.
MLA De Vos, K.,et al."Dynamic dimensioning approach for operating reserves: Proof of concept in Belgium".ENERGY POLICY 124(2019):272-285.
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