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Bi-Objective Optimization: A Pareto Method with Analytical Solutions

Bi-Objective Optimization: A Pareto Method with Analytical Solutions
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摘要 Multiple objectives to be optimized simultaneously are prevalent in real-life problems. This paper develops a new Pareto Method for bi-objective optimization which yields analytical solutions. The Pareto optimal front is obtained in closed-form, enabling the derivation of various solutions in a convenient and efficient way. The advantage of analytical solution is the possibility of deriving accurate, exact and well-understood solutions, which is especially useful for policy analysis. An extension of the method to include multiple objectives is provided with the objectives being classified into two types. Such an extension expands the applicability of the developed techniques. Multiple objectives to be optimized simultaneously are prevalent in real-life problems. This paper develops a new Pareto Method for bi-objective optimization which yields analytical solutions. The Pareto optimal front is obtained in closed-form, enabling the derivation of various solutions in a convenient and efficient way. The advantage of analytical solution is the possibility of deriving accurate, exact and well-understood solutions, which is especially useful for policy analysis. An extension of the method to include multiple objectives is provided with the objectives being classified into two types. Such an extension expands the applicability of the developed techniques.
作者 David W. K. Yeung Yingxuan Zhang David W. K. Yeung;Yingxuan Zhang(SRS Consortium for Advanced Studies, Shue Yan University, Hong Kong, China;Center of Game Theory, St Petersburg State University, Saint Petersburg, Russia;Department of Finance, Asia University, Taiwan, China)
出处 《Applied Mathematics》 2023年第1期57-81,共25页 应用数学(英文)
关键词 Multi-Objective Optimization Pareto Optimal Front Analytical Solution Lagrange Method Karush-Kuhn-Tucker Conditions Multi-Objective Optimization Pareto Optimal Front Analytical Solution Lagrange Method Karush-Kuhn-Tucker Conditions
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