考虑风电成本的多目标水热风调度问题的扩展NSGA-III

IF 10.9 1区 工程技术 Q1 ENERGY & FUELS
Xiaohui Yuan , Hao Tian , Yanbin Yuan , Yuehua Huang , Rana M. Ikram
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引用次数: 137

摘要

风力发电由于具有清洁、可再生的特点,对电力系统的经济、环保运行具有重要意义,因此越来越受到研究者的重视。将风电与水热调度相结合,建立了考虑风不确定成本的多目标经济排放水热风调度问题模型。为了解决具有各种复杂约束条件的MO-HTWS问题,本文对NSGA-III进行了扩展,引入了基于约束违背的优势关系准则来选择新一代。在此基础上,提出了一种约束处理策略,即根据违例量修改可行区域内的决策变量来修复不可行解。最后,以水热风系统日调度为例,验证了NSGA-III解决MO-HTWS问题的能力。从Pareto最优解的优良质量和良好的分布可以看出,NSGA-III可以为优化MO-HTWS问题提供一种有效的替代方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An extended NSGA-III for solution multi-objective hydro-thermal-wind scheduling considering wind power cost

Due to the characteristics of clean and renewable, wind power is significant to economic and environmental operation of electric power system so that it attracts more and more attention from researchers. This paper integrates wind power with hydrothermal scheduling to establish multi-objective economic emission hydro-thermal-wind scheduling problem (MO-HTWS) model with considering wind uncertain cost. To solve MO-HTWS problem with various complicated constraints, this paper extends NSGA-III by introducing the dominance relationship criterion based on constraint violation to select new generation. Moreover, the constraint handling strategy which repairs the infeasible solutions by modifying the decision variables in feasible zone according to the violation amount is proposed. Finally, a daily scheduling example of hydro-thermal-wind system is used to test the ability of NSGA-III for solving MO-HTWS problem. It is concluded from the superior quality and good distribution of the Pareto optimal solutions that, NSGA-III can offer an efficient alternative for optimizing MO-HTWS problem.

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来源期刊
Energy Conversion and Management
Energy Conversion and Management 工程技术-力学
CiteScore
19.00
自引率
11.50%
发文量
1304
审稿时长
17 days
期刊介绍: The journal Energy Conversion and Management provides a forum for publishing original contributions and comprehensive technical review articles of interdisciplinary and original research on all important energy topics. The topics considered include energy generation, utilization, conversion, storage, transmission, conservation, management and sustainability. These topics typically involve various types of energy such as mechanical, thermal, nuclear, chemical, electromagnetic, magnetic and electric. These energy types cover all known energy resources, including renewable resources (e.g., solar, bio, hydro, wind, geothermal and ocean energy), fossil fuels and nuclear resources.
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