个人信息Personal Information
副教授
博士生导师
硕士生导师
主要任职:无
性别:女
毕业院校:大连理工大学
学位:博士
所在单位:水利工程系
学科:水文学及水资源
办公地点:综合实验4号楼411
联系方式:0411-84707904
电子邮箱:weiding@dlut.edu.cn
Tradeoff Analysis Index for Many-Objective Reservoir Optimization
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论文类型:期刊论文
发表时间:2019-10-01
发表刊物:WATER RESOURCES MANAGEMENT
收录刊物:EI、SCIE
卷号:33
期号:13
页面范围:4637-4651
ISSN号:0920-4741
关键字:Conflict evaluation; Decision making; Many-objective analysis; Reservoir operation; Tradeoff analysis
摘要:There exists complicated competitive and synergetic relationships among the objectives in the multi-objective problems, which is hard to quantify and brings difficulty for decision making. Existing studies focus on the tradeoff analysis qualitatively and are lack of quantitative calculation. This study proposes a tradeoff analysis index called Conflict Evaluation Index (CEI) for quantitative many-objective conflict evaluation and tradeoff analysis using Pareto optimal solutions. The index is applied into a six-objective reservoir operation problem. In the application, a reservoir operation optimization model including two electricity objectives and four water supply objectives is established and Pareto optimal solutions are obtained with epsilon-NSGAII. CEI values of any two objectives are calculated under four water demand scenarios. The results show that the conflict degrees among six objectives become more fierce with the increase of water demands and the major conflict is shifted from electricity objectives to water supply objectives. Besides, the CEI values are applied to determine the objective weights and recommend the best solutions. Objectives of intensive conflict are assigned a large weight, and solutions with better performance in those objectives are recommended. The application illustrates that the proposed index is rational and can be instrumental for insightful many-objective analysis and informed decision making.