匈牙利算法指派问题的matlab代码
时间: 2024-01-27 13:01:26 浏览: 192
hungary_代码_matlab_匈牙利算法_指派问题_
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匈牙利算法(也称为Kuhn-Munkres算法)是用于求解二分图最大匹配问题的一种经典算法。它的核心思想是通过寻找增广路径的方式不断扩大匹配,直到找不到增广路径为止。
下面是使用Matlab实现匈牙利算法解决指派问题的代码:
```matlab
function [assignment, cost] = hungarianAlgorithm(costMatrix)
n = size(costMatrix, 1);
% 转换为最大权重匹配问题
costMatrix = -costMatrix;
% 初始化标记矩阵
rowCover = zeros(1, n);
colCover = zeros(1, n);
% 计算初始标记
for i = 1:n
minVal = min(costMatrix(i, :));
costMatrix(i, :) = costMatrix(i, :) - minVal;
rowCover(i) = rowCover(i) + minVal;
end
% 开始增广路径寻找
for k = 1:n
while true
% 初始化
zeroM = find(rowCover == 0); % 未标记的行
zeroN = find(colCover == 0); % 未标记的列
% 判断结束条件
if length(zeroN) >= n
break;
end
% 寻找增广路径
row = zeroM(1);
stack = [row];
markedM = ones(1, n);
markedN = zeros(1, n);
foundAugPath = false;
while ~foundAugPath && ~isempty(stack)
i = stack(end);
col = find(costMatrix(i, zeroN) == 0, 1);
if isempty(col)
stack(end) = [];
else
j = zeroN(col);
if markedN(j) == 1
stack(end) = [];
else
markedN(j) = 1;
row = find(costMatrix(:, j) == 0);
if markedM(row) == 0
stack = [stack, row];
else
markedM(row) = 1;
zIdx = find(costMatrix(row, :) == 0);
stack = [stack, row, zeroN(zIdx)];
end
if isempty(row)
foundAugPath = true;
end
end
end
end
% 更新标记
if foundAugPath
for idx = 1:length(stack)
if mod(idx, 2) == 1
costMatrix(stack(idx), stack(idx+1)) = 1;
else
costMatrix(stack(idx), stack(idx-1)) = 0;
end
end
rowCover(markedM == 0) = rowCover(markedM == 0) + 1;
colCover(markedN == 1) = colCover(markedN == 1) + 1;
else
minVal = min(costMatrix(zeroM, zeroN), [], 'all');
costMatrix(zeroM, zeroN) = costMatrix(zeroM, zeroN) - minVal;
rowCover(zeroM) = rowCover(zeroM) + minVal;
colCover(zeroN) = colCover(zeroN) - minVal;
end
end
end
% 获取指派结果和总成本
assignment = [];
for i = 1:n
col = find(costMatrix(i, :) == 1, 1);
if ~isempty(col)
assignment = [assignment; [i, col]];
end
end
cost = -sum(costMatrix(assignment(:, 1), assignment(:, 2)));
end
```
使用该代码可以求解指派问题,其中输入参数`costMatrix`是一个`n×n`的二维矩阵,表示指派问题的成本矩阵。返回值`assignment`是一个`m×2`的二维矩阵,每一行表示一个指派结果,第一列为行索引,第二列为列索引。返回值`cost`为指派的总成本。
希望以上内容能帮助到您!
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