A New Multi-Objective Unit Commitment Model Solved by Decomposition-Coordination
Multi-objective unit commitment (MOUC) considers concurrently both economic and environmental objectives, then finds the best trade-off with respect to these objectives. This paper proposes a novel model for MOUC, and a decomposition coordination approach is presented to solve the model. The economi...
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doaj-8a7c0c8e45f040749ca35effdcdd250f2020-11-24T23:31:15ZengMDPI AGApplied Sciences2076-34172019-02-019582910.3390/app9050829app9050829A New Multi-Objective Unit Commitment Model Solved by Decomposition-CoordinationShaopeng Zhai0Zhihua Wang1Jia Cao2Guangyu He3Department of Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, ChinaElectric Power Dispatching and Communication Center, State Grid Shanghai Municipal Electric Power Company, Shanghai 200240, ChinaCSR Zhuzhou Institute Co., Ltd., Zhuzhou 412001, ChinaDepartment of Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, ChinaMulti-objective unit commitment (MOUC) considers concurrently both economic and environmental objectives, then finds the best trade-off with respect to these objectives. This paper proposes a novel model for MOUC, and a decomposition coordination approach is presented to solve the model. The economic objective is to reduce the fuel cost while the environmental objective is to reduce the CO<inline-formula> <math display="inline"> <semantics> <msub> <mrow></mrow> <mn>2</mn> </msub> </semantics> </math> </inline-formula> emission. The MOUC model considers these objectives by minimizing the distance to the Utopian point, which avoids generating Pareto optimal solutions. The model is solved by a decomposition coordination approach, which decomposes the whole system into subsystems and performs an iterative process. During each iteration step, the tie-line power flow is updated based on the margin price in connected subsystems, then, each subsystem is solved by branch and bound method, and the result is improved during iterations as shown in case studies. Besides, as the process does not require uploading units parameters, it protects the privacy of generating companies. Numerical case studies conducted using the proposed multi-objective model are applied to illustrate the performance of the approach.https://www.mdpi.com/2076-3417/9/5/829multi-objective unit commitment (MOUC)decomposition-coordinationmargin pricetie-line |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Shaopeng Zhai Zhihua Wang Jia Cao Guangyu He |
spellingShingle |
Shaopeng Zhai Zhihua Wang Jia Cao Guangyu He A New Multi-Objective Unit Commitment Model Solved by Decomposition-Coordination Applied Sciences multi-objective unit commitment (MOUC) decomposition-coordination margin price tie-line |
author_facet |
Shaopeng Zhai Zhihua Wang Jia Cao Guangyu He |
author_sort |
Shaopeng Zhai |
title |
A New Multi-Objective Unit Commitment Model Solved by Decomposition-Coordination |
title_short |
A New Multi-Objective Unit Commitment Model Solved by Decomposition-Coordination |
title_full |
A New Multi-Objective Unit Commitment Model Solved by Decomposition-Coordination |
title_fullStr |
A New Multi-Objective Unit Commitment Model Solved by Decomposition-Coordination |
title_full_unstemmed |
A New Multi-Objective Unit Commitment Model Solved by Decomposition-Coordination |
title_sort |
new multi-objective unit commitment model solved by decomposition-coordination |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2019-02-01 |
description |
Multi-objective unit commitment (MOUC) considers concurrently both economic and environmental objectives, then finds the best trade-off with respect to these objectives. This paper proposes a novel model for MOUC, and a decomposition coordination approach is presented to solve the model. The economic objective is to reduce the fuel cost while the environmental objective is to reduce the CO<inline-formula> <math display="inline"> <semantics> <msub> <mrow></mrow> <mn>2</mn> </msub> </semantics> </math> </inline-formula> emission. The MOUC model considers these objectives by minimizing the distance to the Utopian point, which avoids generating Pareto optimal solutions. The model is solved by a decomposition coordination approach, which decomposes the whole system into subsystems and performs an iterative process. During each iteration step, the tie-line power flow is updated based on the margin price in connected subsystems, then, each subsystem is solved by branch and bound method, and the result is improved during iterations as shown in case studies. Besides, as the process does not require uploading units parameters, it protects the privacy of generating companies. Numerical case studies conducted using the proposed multi-objective model are applied to illustrate the performance of the approach. |
topic |
multi-objective unit commitment (MOUC) decomposition-coordination margin price tie-line |
url |
https://www.mdpi.com/2076-3417/9/5/829 |
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