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An Innovative Genetic Algorithms-Based Inexact Non-Linear Programming Problem Solving Method

An Innovative Genetic Algorithms-Based Inexact Non-Linear Programming Problem Solving Method
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摘要 In this paper, an innovative Genetic Algorithms (GA)-based inexact non-linear programming (GAINLP) problem solving approach has been proposed for solving non-linear programming optimization problems with inexact information (inexact non-linear operation programming). GAINLP was developed based on a GA-based inexact quadratic solving method. The Genetic Algorithm Solver of the Global Optimization Toolbox (GASGOT) developed by MATLABTM was adopted as the implementation environment of this study. GAINLP was applied to a municipality solid waste management case. The results from different scenarios indicated that the proposed GA-based heuristic optimization approach was able to generate a solution for a complicated nonlinear problem, which also involved uncertainty. In this paper, an innovative Genetic Algorithms (GA)-based inexact non-linear programming (GAINLP) problem solving approach has been proposed for solving non-linear programming optimization problems with inexact information (inexact non-linear operation programming). GAINLP was developed based on a GA-based inexact quadratic solving method. The Genetic Algorithm Solver of the Global Optimization Toolbox (GASGOT) developed by MATLABTM was adopted as the implementation environment of this study. GAINLP was applied to a municipality solid waste management case. The results from different scenarios indicated that the proposed GA-based heuristic optimization approach was able to generate a solution for a complicated nonlinear problem, which also involved uncertainty.
出处 《Journal of Environmental Protection》 2017年第3期231-249,共19页 环境保护(英文)
关键词 GENETIC Algorithms INEXACT NON-LINEAR PROGRAMMING (INLP) ECONOMY of Scale Numeric Optimization Solid Waste Management Genetic Algorithms Inexact Non-Linear Programming (INLP) Economy of Scale Numeric Optimization Solid Waste Management
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