JOURNAL ARTICLE

Urban Land-Use Allocation By A Cell-based Multi-Objective Optimization Algorithm

Jamshid MalekiFarshad HakimpourZohreh Masoumi

Year: 2019 Journal:   Journal of Geospatial Information Technology Vol: 6 (4)Pages: 163-186

Abstract

Allocating urban land-uses to land-units with regard to different criteria and constraints is considered as a spatial multiobjective problem.Generating various urban land-use layouts with respect to defined objectives for urban land-use allocation can support urban planners in confirming appropriate layouts.Hence, in this research, a multi-objective optimization algorithm based on grid is proposed to generate well-distributed solutions in objective space.In order to preserve diversity in Pareto front approximation, a grid is defined in objective space.The cells of this grid cluster the solutions and determine the suitable solutions for next generation in optimization process.The land-uses of region 1 of the district 7 of Tehran is used to assess the efficiency of the algorithm in optimizing urban land-use allocation.The results of the proposed algorithm are compared with the results of Non-dominated Sorting Genetic Algorithm II and III (NSGA-II and NSGA-III).Comparing the results indicate that the proposed algorithm acts better than NSGA-II and NSGA-III in preserving diversity and improving the convergence of the solutions in Pareto front.

Keywords:
Sorting Multi-objective optimization Mathematical optimization Grid Computer science Convergence (economics) Genetic algorithm Pareto principle Process (computing) Algorithm Mathematics

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Topics

Advanced Multi-Objective Optimization Algorithms
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
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