Exact and heuristic methods to solve a bi-objective problem of sustainable cultivation

被引:0
作者
Angelo Aliano Filho
Helenice de Oliveira Florentino
Margarida Vaz Pato
Sônia Cristina Poltroniere
João Fernando da Silva Costa
机构
[1] Universidade Tecnológica Federal do Paraná,Departamento Academico de Matemática
[2] Universidade Estadual Paulista,Instituto de Biociências de Botucatu
[3] Universidade de Lisboa,ISEG and CMAFcIO
[4] Universidade Estadual Paulista,Departamento de Matemática
[5] Universidade Tecnológica Federal of Paraná,undefined
来源
Annals of Operations Research | 2022年 / 314卷
关键词
Multi-objective optimization; Genetic algorithm; Constructive heuristics and sustainability;
D O I
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摘要
This work proposes a binary nonlinear bi-objective optimization model for the problem of planning the sustainable cultivation of crops. The solution to the problem is a planting schedule for crops to be cultivated in predefined plots, in order to minimize the possibility of pest proliferation and maximize the profit of this process. Biological constraints were also considered. Exact methods, based on the nonlinear model and on a linearization of that model were proposed to generate Pareto optimal solutions for the problem of sustainable cultivation, along with a metaheuristic approach for the problem based on a genetic algorithm and on constructive heuristics. The methods were tested using semi-randomly generated instances to simulate real situations. According to the experimental results, the exact methodologies performed favorably for small and medium size instances. The heuristic method was able to potentially determine Pareto optimal solutions of good quality, in a reduced computational time, even for high dimension instances. Therefore, the mathematical models and the methods proposed may support a powerful methodology for this complex decision-making problem.
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页码:347 / 376
页数:29
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