• 使用DFS来拆分强连通分量的算法实现


    主要方法:

    参考:https://www.cnblogs.com/LLGemini/p/4725952.html

    一些数据类型的定义:

     

     Seperate strongly connected components in a directed graph with DFS:

      1 int MaxIndex(int* v, int size) {
      2     int max = v[0];
      3     int i = 0;
      4     for (auto it = 1; it < size; it++) {
      5         if (v[it] > max) {
      6             max = v[it];
      7             i = it;
      8         }
      9 
     10     }
     11     return i;
     12 }
     13 void Graph::StronglyConnectedComp(int nbNodes,int startFrom) {
     14     cout << "Detecting strongly connected components: " << endl;
     15     /*choose a vertex randomly or designate with parameter*/
     16     srand((unsigned int)time(NULL));
     17     Vertex* tempV;
     18     if (startFrom == -1) {
     19         int sze = listVertex.size();
     20         int rdm = rand() % sze;//[0,sze)
     21         tempV = listVertex[rdm];
     22     }
     23     else
     24         tempV = listVertex[startFrom - 1];
     25     int count = 0;// to check if all vertices have been visited
     26     int* mark = new int[nbNodes];// to store the numbers marked on vertex
     27     stack<Vertex* > myStack;// to assist dfs algo
     28     myStack.push(tempV);//initialization
     29     /*DFS algo to mark the vertices from leaves*/
     30     while (!myStack.empty()) {
     31         cout << "colored:" << myStack.top()->id << endl;
     32         myStack.top()->color = 1;// visit the vertex on top
     33         int visited = 0;// to check if all adjacent vertices have been visited
     34         
     35         for (auto it = myStack.top()->nextEdgeNode.begin(); it != myStack.top()->nextEdgeNode.end(); it++) {
     36             if (listVertex[it->first - 1]->color == 0)//O black(unvisited) & 1 white(visited))
     37             {
     38                 myStack.push(listVertex[it->first - 1]);
     39                 break;
     40             }
     41             else
     42                 visited++;
     43         }
     44         /*if the vertex and all its adjacent vertices have been visited, 
     45         which means the end of DFS, then mark it and pop it out*/
     46         if (visited == myStack.top()->nextEdgeNode.size() && myStack.top()->color == 1) {
     47             cout << "mark:" << myStack.top()->id<<endl;
     48             count++;
     49             mark[myStack.top()->id] = count;// mark the vertex
     50             myStack.pop();
     51         }
     52         /*check if all vertices in graph have been visited*/
     53         if (myStack.empty() && count < nbNodes) {
     54             for (auto it = listVertex.begin(); it != listVertex.end(); it++) {
     55                 if ((*it)->color == 0) {//O black(unvisited) & 1 white(visited)
     56                     myStack.push(*it);
     57                     break;
     58                 }    
     59             }
     60         }
     61     }
     62     /*end of DFS and the marking procedure*/
     63     /*restore the visit flag*/
     64     for (auto it = listVertex.begin(); it != listVertex.end(); it++) {
     65         (*it)->color = 0;//O black(unvisited) & 1 white(visited)
     66     }
     67 
     68     for (auto it = 0; it < nbNodes; it++)
     69         cout << "it:" << it << "number:" << mark[it] << endl;
     70     /*begin to reverse the edges with no change of original data*/
     71     vector<int>* tempAdjList = new vector<int>[nbNodes];//temporary assisting structure
     72     int max = MaxIndex(mark,nbNodes);
     73     cout << "maxindex:" << max << endl;
     74     for (auto it = listEdges.begin(); it != listEdges.end(); it++) {
     75         Vertex* temp;
     76         temp = (*it)->destination;
     77         (*it)->destination = (*it)->source;
     78         (*it)->source = temp;
     79         //store the just reversed data
     80         tempAdjList[(*it)->source->id].push_back((*it)->destination->id);
     81     }
     82     myStack.push(listVertex[max]);//initialization
     83     mark[max] = 0;
     84     int component = 0;
     85     int pushchecker = 1;
     86     while (!myStack.empty()) {
     87         if (myStack.top()->color == 0) {
     88             cout << "This is strongly connected component " << component+1 << "." << endl;
     89             myStack.top()->color = 1;//O black(unvisited) & 1 white(visited)
     90             mark[myStack.top()->id] = 0;//exclude visited vertex
     91             cout << "Vertex: " << myStack.top()->id + 1 << endl;
     92         }
     93         int popchecker = 0;
     94         for (auto it = tempAdjList[myStack.top()->id].begin(); it != tempAdjList[myStack.top()->id].end(); it++) {
     95             if (listVertex[*it]->color == 0) {//O black(unvisited) & 1 white(visited)
     96                 myStack.push(listVertex[*it]);
     97                 pushchecker++;
     98                 break;
     99             }
    100             else
    101                 popchecker++;
    102         }
    103         if (popchecker == tempAdjList[myStack.top()->id].size() && myStack.top()->color == 1)//O black(unvisited) & 1 white(visited)
    104         {// end of the road, pop 
    105             myStack.pop();
    106         }
    107         /*if the current component is all visited and not all vertices in graph are visited,
    108         then add the vertex with the biggest number marked into stack*/
    109         if (myStack.empty() && pushchecker < nbNodes) {
    110             myStack.push(listVertex[MaxIndex(mark,nbNodes)]);
    111             pushchecker++;
    112             component++;
    113         }
    114     }
    115 
    116     delete[] mark;
    117 }

    测试数据1:

     

     结果:

     成功

    测试数据2:

     

     结果:

     成功

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  • 原文地址:https://www.cnblogs.com/mrlonely2018/p/12057801.html
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