车间调度(JSP,Job Shop Scheduling Problem)是一个经典的生产调度问题,涉及到一组作业在一组机器上的调度安排,使得满足作业的顺序和机器的约束条件的同时,最小化完成所有作业的时间。下面是一个简单的基于遗传算法的 MATLAB 实现示例。
function [bestSchedule, bestTime] = jspGeneticAlgorithm(jobs, machines, populationSize, generations)
numJobs = length(jobs);
numMachines = length(machines);
% 生成初始种群
population = zeros(populationSize, numJobs*numMachines);
for i = 1:populationSize
population(i, :) = randperm(numJobs*numMachines);
end
% 开始迭代
for gen = 1:generations
% 计算适应度
fitness = zeros(1, populationSize);
for i = 1:populationSize
schedule = reshape(population(i, :), numJobs, numMachines);
fitness(i) = calculateMakespan(schedule, jobs, machines);
end
%
MATLAB实现车间调度优化
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