迪杰斯特拉算法matlab代码寻找最短路径
时间: 2024-06-10 07:02:20 浏览: 199
迪杰斯特拉算法求最短路径
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迪杰斯特拉算法(Dijkstra's algorithm)是一种用于寻找带权图中单源最短路径的算法。其基本思想是从源点开始,不断地确定离源点距离最短的顶点,直到到达终点为止。
下面是迪杰斯特拉算法的 MATLAB 代码实现:
```matlab
function [dist, path] = dijkstra(graph, start, dest)
% DIJKSTRA Find the shortest path in a weighted graph using Dijkstra's algorithm
% [DIST, PATH] = DIJKSTRA(GRAPH, START, DEST) finds the shortest path from
% START to DEST in the weighted graph represented by the adjacency matrix GRAPH.
% The output DIST is the length of the shortest path and PATH is a vector of
% node indices representing the path.
n = size(graph, 1); % number of nodes in the graph
dist = inf(1, n); % initialize distance vector to infinity
dist(start) = 0; % distance to start node is zero
visited = false(1, n); % initialize visited vector to false
prev = zeros(1, n); % initialize previous node vector to zero
for i = 1:n-1
% find the node with the shortest distance that has not been visited
[mindist, u] = min(dist .* ~visited);
if isinf(mindist)
break; % all remaining nodes are inaccessible
end
visited(u) = true; % mark the node as visited
% update distances to neighboring nodes
for v = find(graph(u, :))
alt = dist(u) + graph(u, v);
if alt < dist(v)
dist(v) = alt;
prev(v) = u;
end
end
end
% construct path vector
if isinf(dist(dest))
path = [];
else
path = dest;
while path(1) ~= start
path = [prev(path(1)), path];
end
end
end
```
上述代码中,`graph` 是一个邻接矩阵,`start` 是起点的索引,`dest` 是终点的索引。函数返回两个输出参数,`dist` 是起点到终点的最短距离,`path` 是最短路径上经过的节点索引。如果起点与终点不连通,则 `dist` 为无穷大,`path` 为空。
相关问题:
1. 什么是带权图?
2. 迪杰斯特拉算法的时间复杂度是多少?
3. 迪杰斯特拉算法与贪心算法有什么联系?
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