贝尔曼福特算法——负权值单源最短路径


title: 贝尔曼福特算法——负权值单源最短路径
date: 2023-05-16 11:42:26
tags: 数据结构与算法


  • 贝尔曼福特算法——负权值单源最短路径

    **问题:**具有负权值非环图的单源最短路径算法

    git地址:https://github.com/944613709/HIT-Data-Structures-and-Algorithms

    算法思想:

    对图中的边进行V-1轮遍历,对所有的边松弛(对每条边v1->v2,如果d[v2]+Weight(v1->v2)<d[v2]就更新d[v2]),利用上述遍历松弛可以得到最终最短路径,和再次松弛判断有无负权值环(遍历都结束后,若再进行一次遍历,还能得到到某些节点更短的路径的话,则说明存在负环路)

    算法步骤:

    0. 建立图

    1. 初始化d,如果s->v1有边,则d[v1]=G.ENode[s][v2],并且path设为s的下标,而d[s]=0;

    *2.*对图进行V-1次松弛

    1.1**每一次松弛,就是去遍历图的所有边,如果可以做到d[v1]+G.ENode[v1][v2] (v1->v2的weight) <d[v2],就更新d[v2]

    *3.*再次进行遍历松弛,如果还能得到新的d的值,则代表存在负环路(环上权值和<0)

    测试样例:

    IMG_20211111_221901

    img

    具体代码

    **

    - #include<bits/stdc++.h>**
    
      **#define MaxVerNum 100 //****顶点最大数目值**
    
      **#define INF 0x3f3f3f3f//****作为最大值**
    
      **using namespace std;**
    
      **//****图的数据结构**
    
      **typedef struct Graph**
    
      **{**
    
      ​     **char VNode[MaxVerNum];//****顶点表**
    
      ​     **int ENode[MaxVerNum][MaxVerNum];//****弧表**
    
      ​     **int numVNode, numARC;//****顶点数、弧数**
    
      **}Graph;**
    
      **int D[MaxVerNum]; //****到各个顶点的最短路径**
    
      **int Path[MaxVerNum]; //****记录前驱**
    
      **void InitGraph(Graph &G)**
    
      **{**
    
      ​     **memset(G.VNode, '#', sizeof(G.VNode));//****初始化顶点表**
    
      ​                                           **//****初始化弧表**
    
      ​     **for (int i = 0; i < MaxVerNum; i++)**
    
      ​          **for (int j = 0; j < MaxVerNum; j++)**
    
      ​              **G.ENode[i][j] = INF;**
    
      ​     **G.numARC = G.numVNode = 0;     //****初始化顶点数、弧数**
    
      **}**
    
      **bool InsertNode(Graph &G, char v)**
    
      **{**
    
      ​     **if (G.numVNode < MaxVerNum)**
    
      ​     **{**
    
      ​          **G.VNode[G.numVNode++] = v;**
    
      ​          **return true;**
    
      ​     **}**
    
      ​     **return false;**
    
      **}**
    
      **bool InsertENode(Graph &G, char v, char w, int weight)**
    
      **{**
    
      ​     **int p1, p2;//v,w****两点下标**
    
      ​     **p1 = p2 = -1;//****初始化**
    
      ​     **for (int i = 0; i<G.numVNode; i++)//****寻找顶点下标**
    
      ​     **{**
    
      ​          **if (G.VNode[i] == v)p1 = i;**
    
      ​          **if (G.VNode[i] == w)p2 = i;**
    
      ​     **}**
    
      ​     **if (-1 != p1&&-1 != p2)//****两点均可在图中找到**
    
      ​     **{**
    
      ​          **G.ENode[p1][p2] = weight;//****有向图邻接矩阵不对称**
    
      ​          **G.numARC++;**
    
      ​          **return true;**
    
      ​     **}**
    
      ​     **return false;**
    
      **}**
    
      **void Bellman_Ford(Graph G, int v)**
    
      **{**
    
      ​     **//****初始化**
    
      ​     **int n = G.numVNode;//n****为图的顶点个数**
    
      ​     **for (int i = 0; i < n; i++)**
    
      ​     **{**
    
      ​          **D[i] = G.ENode[v][i];**
    
      ​          **if (D[i] < INF)Path[i] = v;**
    
      ​          **else Path[i] = -1;**
    
      ​     **}**
    
      ​     **D[v] = 0;**
    
      ​     **for(int i=0;i<G.numVNode-1;i++)**
    
      ​          **for(int j=0;j<G.numVNode;j++)**
    
      ​              **for(int k=0;k<G.numVNode;k++)** 
    
      ​                   **if (D[k] > D[j] + G.ENode[j][k])**
    
      ​                   **{**
    
      ​                        **D[k] = D[j] + G.ENode[j][k];**
    
      ​                        **Path[k] = j;**
    
      ​                   **}**
    
      ​     **bool flag = true;**
    
      ​     **for (int j = 0; j<G.numVNode - 1; j++)** 
    
      ​          **for (int k = 0; k<G.numVNode - 1; k++)** 
    
      ​              **if (D[k] > D[j] + G.ENode[j][k])**
    
      ​              **{**
    
      ​                   **flag = false;**
    
      ​                   **break;**
    
      ​              **}**
    
      ​          **if(flag == false)**
    
      ​     **{**
    
      ​          **cout << "****有负圈错误" << endl;**
    
      ​          **exit(0);**
    
      ​     **}**
    
      ​     **for(int i=0;i<n;i++)**
    
      ​     **{**
    
      ​          **cout<<"****顶点"<<G.VNode[i]<<" ";**
    
      ​          **cout<<"D["<<i<<"]"<<"="<<D[i]<<" ";**
    
      ​          **cout<<"Path["<<i<<"]="<<Path[i];**
    
      ​          **cout<<endl;**
    
      ​     **}**
    
       
    
      **}**
    
      **void CreateGraph(Graph &G) //****读入边和顶点建立邻接矩阵** 
    
      **{**
    
      ​     **FILE \*p;**
    
      ​     **assert((p=fopen("MatGraph.txt","r"))!=NULL);**
    
      ​     **int n;**
    
      ​     **fscanf(p,"****顶点个数=%d;",&n);**
    
      ​     **for(int i=0;i<n;i++)**
    
      ​     **{**
    
      ​          **char V;**
    
      ​          **fscanf(p,"%c;",&V);**
    
      ​          **if (InsertNode(G, V)) continue;//****插入点**
    
      ​          **else {**
    
      ​              **cout << "****输入错误!" << endl; break;**
    
      ​          **}**
    
      ​     **}**
    
      ​     **int m;**
    
      ​     **char flag;**
    
      ​     **fscanf(p,"****边个数=%d;",&m);**
    
      ​     **for(int i=0;i<m;i++)**
    
      ​     **{**
    
      ​          **char V1,V2;**
    
      ​          **int weight;**
    
      ​          **fscanf(p,"%c,%c,%d;",&V1,&V2,&weight);**
    
      ​              **if(InsertENode(G,V1,V2,weight))**
    
      ​        **continue;**
    
      ​     **}**
    
      ​     **fclose(p);**
    
      ​     **cout << "****图的顶点及邻接矩阵:" << endl;**
    
      ​     **for (int i = 0; i < G.numVNode; i++)**
    
      ​     **{**
    
      ​          **cout << G.VNode[i] << " ";**
    
      ​     **}**
    
      ​     **cout << endl;**
    
      ​          **for (int i = 0; i < G.numVNode; i++)**
    
      ​     **{**
    
      ​          **for (int j = 0; j < G.numVNode; j++)**
    
      ​          **{**
    
      ​              **if (G.ENode[i][j] == INF)cout << "∞ ";**
    
      ​              **else cout << G.ENode[i][j] << " ";**
    
      ​          **}**
    
      ​          **cout << endl;**
    
      ​     **}**
    
      **}**
    
       
    
      **int main()**
    
      **{**
    
      ​     **Graph G;**
    
      ​     **InitGraph(G);**
    
      ​     **CreateGraph(G);**
    
      ​     **char V;**
    
      ​     **int v = -1;**
    
      ​     **cin >> V;**
    
      ​     **for (int i = 0; i < G.numVNode; i++)**
    
      ​          **if (G.VNode[i] == V)**
    
      ​              **v = i;**
    
      ​     **if (v == -1)**
    
      ​     **{**
    
      ​          **cout << "ERROR" << endl;**
    
      ​          **return 0;**
    
      ​     **}**
    
      ​     **Bellman_Ford(G,v);**
    
      **}**
    
    
    

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转载自blog.csdn.net/qq_35798433/article/details/130701685