会飞飞飞大瑶子 2016-03-04 06:18 采纳率: 0%
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已结题

用分支限界法解决8数码问题,它的限界函数应该是什么?求各位大神解答!

一个8数码问题是将如图所示的初始格局中的小格子的数字经过若干步移动后(只能水平和垂直移动到一个空白处)形成如图所示的目标格局。
例:
2 8 3 1 2 3
1 0 4 ---->8 0 4
7 6 5 7 6 5
利用分支限界法解决
在线等待各位大神指教,急!

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1条回答

  • u52983610 2016-03-04 14:40
    关注

    不知道你说的分支界限法师什么。。。全给你放上来吧,很早以前做过的
    ids,bfs,A*有两个
    ids:

     #include <iostream>
    #include <list>
    #include <queue>
    using namespace std;
    
    int all[3][3];
    int goal[3][3];
    int curX, curY;
    
    class state{
    public:
        int allState[3][3];
        state* parent = NULL;
        bool checkVisited(){
            if (parent == NULL){
                return false;
            }
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (all[i][j] != (*parent).allState[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        void copyState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    allState[i][j] = all[i][j];
                }
    
            }
        }
        void changeAll(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    all[i][j] = allState[i][j];
                }
    
            }
        }
        void printState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    cout << allState[i][j];
                }
                cout << endl;
            }
        }
        bool checkSame(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j] != all[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        bool checkGoal(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j] != goal[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
    };
    
    
    list<state> visited;
    queue<state> tree;
    
    
    
    void printAll(){
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cout << all[i][j];
            }
            cout << endl;
        }
    }
    
    void input(){
        cout << "Iterative Deepening Search for 8-puzzle" << endl;
        cout << "Input Format: 7 2 4 5 0 6 8 3 1" << endl;
        cout << endl;
        cout << "Please input the initial state:" << endl;
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cin >> all[i][j];
            }
        }
        cout << "Please input the goal state:" << endl;
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cin >> goal[i][j];
            }
        }
    }
    
    void getCurPo(){
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                if (all[i][j] == 0){
                    curX = i;
                    curY = j;
                    return;
                }
            }
        }
    }
    
    void moveUp(){
        getCurPo();
        all[curX][curY] = all[curX - 1][curY];
        all[curX - 1][curY] = 0;
    }
    
    void moveDown(){
        getCurPo();
        all[curX][curY] = all[curX + 1][curY];
        all[curX + 1][curY] = 0;
    }
    
    void moveLeft(){
        getCurPo();
        all[curX][curY] = all[curX][curY - 1];
        all[curX][curY - 1] = 0;
    }
    
    void moveRight(){
        getCurPo();
        all[curX][curY] = all[curX][curY + 1];
        all[curX][curY + 1] = 0;
    }
    
    bool checkVisited(){
        if (visited.empty()){
            return false;
        }
        else{
            list<state>::iterator listi;
            for (listi = visited.begin(); listi != visited.end(); listi++){
                if ((*listi).checkSame()){
                    return true;
                }
            }
        }
        return false;
    }
    state finalstate;
    int totalmove = 0;
    bool dfs(state s,int l,int limit){
        visited.push_back(s);
        state newup;
        newup.parent = &visited.back();
        state newRight;
        newRight.parent = &visited.back();
        state newDown;
        newDown.parent = &visited.back();
        state newleft;
        newleft.parent = &visited.back();
        if (s.checkGoal()){
            finalstate = s;
            return true;
        }
        if (l==limit){
            return false;
        }
        s.changeAll();
        getCurPo();
        if (curX != 0){
            moveUp();
            if (!s.checkVisited()){
    
                newup.copyState();
                totalmove++;
                //newup.printState();
                //cout << endl;
                if (dfs(newup, l + 1, limit)){
                    return true;
                }
            }
            moveDown();
        }
        getCurPo();
        if (curX != 2){
            moveDown();
            if (!s.checkVisited()){
    
                newDown.copyState();
                totalmove++;
    
                //newDown.printState();
                //cout << endl;
                if (dfs(newDown, l + 1, limit)){
                    return true;
                }
            }
            moveUp();
        }
        getCurPo();
        if (curY != 0){
            moveLeft();
            if (!s.checkVisited()){
    
                newleft.copyState();
                totalmove++;
    
                //newleft.printState();
                //cout << endl;
                if (dfs(newleft, l + 1, limit)){
                    return true;
                }
            }
            moveRight();
        }
        getCurPo();
        if (curY != 2){
            moveRight();
            if (!s.checkVisited()){
    
                newRight.copyState();
                totalmove++;
    
                //newRight.printState();
                //cout << endl;
                if (dfs(newRight, l + 1, limit)){
                    return true;
                }
            }
            moveLeft();
        }
        return false;
    }
    
    int main(){
        input();
    
        state initState;
        initState.copyState();
        int limit = 1;
    
        while (dfs(initState,0,limit)==false){
            limit++;
            visited.clear();
        }
    
        list<state> procedure;
        state temp = finalstate;
        procedure.push_front(temp);
        //s.printState();
        cout << endl;
        while ((temp.parent) != NULL){
            state* thisparent = temp.parent;
            procedure.push_front(*(temp.parent));
            temp = *(temp.parent);
        }
        list<state>::iterator listi2;
        for (listi2 = procedure.begin(); listi2 != procedure.end(); listi2++){
            (*listi2).printState();
            cout << endl;
        }
        cout << "Total Steps: " << procedure.size() - 1 << endl;
        cout << "Total Search Moves: " << totalmove << endl;
    
    
        system("PAUSE");
    
    }
    

    bfs:

     #include <iostream>
    #include <list>
    #include <queue>
    using namespace std;
    
    int all[3][3];
    int goal[3][3];
    int curX, curY;
    
    class state{
    public:
        int height = 0;
        int allState[3][3];
        state* parent = NULL;
        bool checkVisited(){
            if (parent==NULL){
                return false;
            }
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (all[i][j]!=(*parent).allState[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        void copyState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    allState[i][j] = all[i][j];
                }
    
            }
        }
        void changeAll(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    all[i][j] = allState[i][j];
                }
    
            }
        }
        void printState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    cout << allState[i][j];
                }
                cout << endl;
            }
        }
        bool checkSame(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j]!=all[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        bool checkGoal(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j] != goal[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
    };
    
    
    list<state> visited;
    list<state> tempvisited;
    queue<state> tree;
    
    
    
    void printAll(){
         for(int i=0;i<3;i++){
            for(int j=0;j<3;j++){
                 cout<<all[i][j];
            }
            cout<<endl;
        }
    }
    
    void input(){
        cout<<"BFS for 8-puzzle"<<endl;
        cout << "Input Format: 7 2 4 5 0 6 8 3 1" << endl;
        cout << endl;
        cout<<"Please input the initial state:"<<endl;
        for(int i=0;i<3;i++){
            for(int j=0;j<3;j++){
                 cin>>all[i][j];
            }
        }
        cout << "Please input the goal state:" << endl;
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cin >> goal[i][j];
            }
        }
    
    }
    
    void getCurPo(){
        for(int i=0;i<3;i++){
            for(int j=0;j<3;j++){
                if(all[i][j]==0){
                    curX=i;
                    curY=j;
                    return;
                }
            }
        }
    }
    
    void moveUp(){
        getCurPo();
        all[curX][curY]=all[curX-1][curY];
        all[curX-1][curY]=0;
    }
    
    void moveDown(){
        getCurPo();
        all[curX][curY]=all[curX+1][curY];
        all[curX+1][curY]=0;
    }
    
    void moveLeft(){
        getCurPo();
        all[curX][curY]=all[curX][curY-1];
        all[curX][curY-1]=0;
    }
    
    void moveRight(){
        getCurPo();
        all[curX][curY]=all[curX][curY+1];
        all[curX][curY+1]=0;
    }
    
    bool checkVisited(){
        if (visited.empty()){
            return false;
        }
        else{
            list<state>::iterator listi;
            for (listi = visited.begin(); listi != visited.end();listi++){
                if ((*listi).checkSame()){
                    return true;
                }
            }
            list<state>::iterator listi11;
            for (listi11 = tempvisited.begin(); listi11 != tempvisited.end(); listi11++){
                if ((*listi11).checkSame()){
                    return true;
                }
            }
        }
        return false;
    }
    
    int main(){
        input();
        int totalmove = 0;
        state initState;
        initState.copyState();
        tree.push(initState);
        while (!tree.empty()){
            state s=tree.front();
            visited.push_back(s);
            tree.pop();
            if (s.checkGoal()){
                list<state> procedure;
                state temp = s;
                procedure.push_front(temp);
                //s.printState();
                cout << endl;
                while ((temp.parent) != NULL){
                    state* thisparent = temp.parent;
                    procedure.push_front(*(temp.parent));
                    temp = *(temp.parent);
                }
                list<state>::iterator listi2;
                for (listi2 = procedure.begin(); listi2 != procedure.end(); listi2++){
                    (*listi2).printState();
                    cout << endl;
                }
                cout << "Total Steps: " << procedure.size() - 1 << endl;
                cout << "Total Search Moves: " << totalmove << endl;
                break;
            }
            s.changeAll();
            getCurPo();
            //cout << s.height<<endl;
            //printAll();
            //cout << endl;
            if (curX!=0){
                moveUp();
                if (!s.checkVisited()){
                    state newup;
                    newup.height = visited.back().height + 1;
                    newup.parent = &visited.back();
                    newup.copyState();
                    //newup.printState();
                    //cout << endl;
                    tree.push(newup);
                    totalmove++;
                //  tempvisited.push_back(newup);
                }
                moveDown();
            }
            getCurPo();
            if (curX != 2){
                moveDown();
                if (!s.checkVisited()){
                    state newDown;
                    newDown.height = visited.back().height + 1;
    
                    newDown.parent = &visited.back();
                    newDown.copyState();
                    //newDown.printState();
                    //cout << endl;
                    tree.push(newDown);
                    totalmove++;
                //  tempvisited.push_back(newDown);
    
                }
                moveUp();
            }
            getCurPo();
            if (curY != 0){
                moveLeft();
                if (!s.checkVisited()){
                    state newleft;
                    newleft.height = visited.back().height + 1;
    
                    newleft.parent = &visited.back();
                    newleft.copyState();
                    //newleft.printState();
                    //cout << endl;
                    tree.push(newleft);
                    totalmove++;
                //  tempvisited.push_back(newleft);
    
                }
                moveRight();
            }
            getCurPo();
            if (curY != 2){
                moveRight();
                if (!s.checkVisited()){
                    state newRight;
                    newRight.height = visited.back().height + 1;
    
                    newRight.parent = &visited.back();
                    newRight.copyState();
                    //newRight.printState();
                    //cout << endl;
                    tree.push(newRight);
                    totalmove++;
                //  tempvisited.push_back(newRight);
    
                }
                moveLeft();
            }
            //tempvisited.clear();
        }
    
    
    
        system("PAUSE");
    
    } 
    

    A*1:

     #include <iostream>
    #include <list>
    
    using namespace std;
    
    int all[3][3];
    int goal[3][3];
    int curX, curY;
    
    class state{
    public:
        int allState[3][3];
        state* parent = NULL;
        int h = 0;
        int g = 0;
        int height = 0;
        bool checkVisited(){
            if (parent == NULL){
                return false;
            }
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (all[i][j] != (*parent).allState[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        void copyState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    allState[i][j] = all[i][j];
                }
    
            }
        }
        void changeAll(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    all[i][j] = allState[i][j];
                }
    
            }
        }
        void printState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    cout << allState[i][j];
                }
                cout << endl;
            }
        }
        bool checkSame(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j] != all[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        bool checkGoal(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j] != goal[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        void heuristic(){
            int result = 0;
            for (int i = 0; i < 3; i++){
                for (int j = 0; j < 3; j++){
                    if (allState[i][j] != goal[i][j]&&goal[i][j]!=0){
                        result++;
                    }
                }
            }
            h = result;
        }
    };
    
    
    list<state> visited;
    list<state> tree;
    list<state> tempvisited;
    
    bool compareRules(state  a,state  b){
        int atotal = 0, btotal = 0;
        atotal = a.h + a.g;
        btotal = b.h + b.g;
        if (atotal>=btotal){
            return true;
        }
        else{
            return false;
        }
    }
    
    
    void printAll(){
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cout << all[i][j];
            }
            cout << endl;
        }
        cout << endl;
    }
    
    void input(){
        cout << "A* for 8-puzzle (h1)" << endl;
        cout << "Input Format: 7 2 4 5 0 6 8 3 1" << endl;
        cout << endl;
        cout << "Please input the initial state:" << endl;
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cin >> all[i][j];
            }
        }
        cout << "Please input the goal state:" << endl;
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cin >> goal[i][j];
            }
        }
    
    }
    
    void getCurPo(){
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                if (all[i][j] == 0){
                    curX = i;
                    curY = j;
                    return;
                }
            }
        }
    }
    
    void moveUp(){
        getCurPo();
        all[curX][curY] = all[curX - 1][curY];
        all[curX - 1][curY] = 0;
    }
    
    void moveDown(){
        getCurPo();
        all[curX][curY] = all[curX + 1][curY];
        all[curX + 1][curY] = 0;
    }
    
    void moveLeft(){
        getCurPo();
        all[curX][curY] = all[curX][curY - 1];
        all[curX][curY - 1] = 0;
    }
    
    void moveRight(){
        getCurPo();
        all[curX][curY] = all[curX][curY + 1];
        all[curX][curY + 1] = 0;
    }
    
    bool checkVisited(){
        if (visited.empty()){
            return false;
        }
        else{
            list<state>::iterator listi;
            for (listi = visited.begin(); listi != visited.end(); listi++){
                if ((*listi).checkSame()){
                    return true;
                }
            }
            list<state>::iterator listtemp;
            for (listtemp = tempvisited.begin(); listtemp != tempvisited.end(); listtemp++){
                if ((*listtemp).checkSame()){
                    return true;
                }
            }
        }
        return false;
    }
    
    int main(){
        input();
        int totalmove = 0;
        state initState;
        initState.copyState();
        tree.push_back(initState);
        while (!tree.empty()){
            list<state>::iterator listi1;
            state tempmin=*tree.begin();
            int temppo = 0;
            int finalpo = 0;
            for (listi1 = tree.begin(); listi1 != tree.end(); listi1++){
                if ((*listi1).g + (*listi1).h < tempmin.g + tempmin.h){
                    tempmin = *listi1;
                    finalpo = temppo;
                }
                temppo++;
            }
    
            state s = tempmin;
            visited.push_back(s);
            //cout << s.h << endl;
            //cout << s.g << endl;
            //cout << endl;
            list<state>::iterator listi3=tree.begin();
            advance(listi3, finalpo);
            if (listi3!=tree.end()){
                tree.erase(listi3);
            }
            if (s.checkGoal()){
                list<state> procedure;
                state temp = s;
                procedure.push_front(temp);
                //s.printState();
                cout << endl;
                while ((temp.parent) != NULL){
                    state* thisparent = temp.parent;
                    procedure.push_front(*(temp.parent));
                    temp = *(temp.parent);
                }
                list<state>::iterator listi2;
                for (listi2 = procedure.begin(); listi2 != procedure.end(); listi2++){
                    (*listi2).printState();
                    cout << endl;
                }
                cout << "Total Steps: " << procedure.size() - 1 << endl;
                cout << "Total Search Moves: " << totalmove << endl;
                break;
            }
            s.changeAll();
            getCurPo();
            //printAll();
            if (curX != 0){
                moveUp();
                if (!s.checkVisited()){
                    state newup;
                //  newup.height = visited.back().height + 1;
                    newup.parent = &visited.back();
                    newup.copyState();
                    newup.heuristic();
                    newup.g = visited.back().g + 1;
                    //newup.printState();
                    //cout << endl;
                    tree.push_back(newup);
                    totalmove++;
                    //tempvisited.push_back(newup);
                }
                moveDown();
            }
            getCurPo();
            if (curX != 2){
                moveDown();
                if (!s.checkVisited()){
                    state newDown;
                    //newDown.height = visited.back().height + 1;
    
                    newDown.parent = &visited.back();
                    newDown.copyState();
                    newDown.heuristic();
                    newDown.g = visited.back().g + 1;
                    //newDown.printState();
                    //cout << endl;
                    tree.push_back(newDown);
                    totalmove++;
                    //tempvisited.push_back(newDown);
                }
                moveUp();
            }
            getCurPo();
            if (curY != 0){
                moveLeft();
                if (!s.checkVisited()){
                    state newleft;
                //  newleft.height = visited.back().height + 1;
    
                    newleft.parent = &visited.back();
                    newleft.copyState();
                    newleft.heuristic();
                    newleft.g = visited.back().g + 1;
                    //newleft.printState();
                    //cout << endl;
                    tree.push_back(newleft);
                    totalmove++;
                    //tempvisited.push_back(newleft);
                }
                moveRight();
            }
            getCurPo();
            if (curY != 2){
                moveRight();
                if (!s.checkVisited()){
                    state newRight;
                //  newRight.height = visited.back().height + 1;
    
                    newRight.parent = &visited.back();
                    newRight.copyState();
                    newRight.heuristic();
                    newRight.g = visited.back().g + 1;
                    //newRight.printState();
                    //cout << endl;
                    tree.push_back(newRight);
                    totalmove++;
                    //tempvisited.push_back(newRight);
                }
                moveLeft();
            }
            //tempvisited.clear();
        }
    
    
    
        system("PAUSE");
    
    }
    

    A*2:

     #include <iostream>
    #include <list>
    #include "math.h"
    using namespace std;
    
    int all[3][3];
    int goal[3][3];
    int curX, curY;
    
    class state{
    public:
        int allState[3][3];
        state* parent = NULL;
        int h = 0;
        int g = 0;
        bool checkVisited(){
            if (parent == NULL){
                return false;
            }
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (all[i][j] != (*parent).allState[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        void copyState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    allState[i][j] = all[i][j];
                }
    
            }
        }
        void changeAll(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    all[i][j] = allState[i][j];
                }
    
            }
        }
        void printState(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    cout << allState[i][j];
                }
                cout << endl;
            }
        }
        bool checkSame(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j] != all[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        bool checkGoal(){
            for (int i = 0; i<3; i++){
                for (int j = 0; j<3; j++){
                    if (allState[i][j] != goal[i][j]){
                        return false;
                    }
                }
    
            }
            return true;
        }
        void heuristic(){
            int result = 0;
            for (int i = 0; i < 3; i++){
                for (int j = 0; j < 3; j++){
                    bool temp = false;
                    for (int k = 0; k < 3; k++){
                        if (temp) break;
                        for (int m = 0; m < 3; m++){
                            if (goal[i][j] != 0 && goal[i][j] == allState[k][m]){
                                temp = true;
                                result += abs(k - i) + abs(m - j);
                                break;
                            }
                        }
                    }
                }
            }
            h = result;
        }
    };
    
    
    list<state> visited;
    list<state> tree;
    
    bool compareRules(state  a, state  b){
        int atotal = 0, btotal = 0;
        atotal = a.h + a.g;
        btotal = b.h + b.g;
        if (atotal >= btotal){
            return true;
        }
        else{
            return false;
        }
    }
    
    
    void printAll(){
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cout << all[i][j];
            }
            cout << endl;
        }
    }
    
    void input(){
        cout << "A* for 8-puzzle (h2)" << endl;
        cout << "Input Format: 7 2 4 5 0 6 8 3 1" << endl;
        cout << endl;
        cout << "Please input the initial state:" << endl;
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cin >> all[i][j];
            }
        }
        cout << "Please input the goal state:" << endl;
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                cin >> goal[i][j];
            }
        }
    
    }
    
    void getCurPo(){
        for (int i = 0; i<3; i++){
            for (int j = 0; j<3; j++){
                if (all[i][j] == 0){
                    curX = i;
                    curY = j;
                    return;
                }
            }
        }
    }
    
    void moveUp(){
        getCurPo();
        all[curX][curY] = all[curX - 1][curY];
        all[curX - 1][curY] = 0;
    }
    
    void moveDown(){
        getCurPo();
        all[curX][curY] = all[curX + 1][curY];
        all[curX + 1][curY] = 0;
    }
    
    void moveLeft(){
        getCurPo();
        all[curX][curY] = all[curX][curY - 1];
        all[curX][curY - 1] = 0;
    }
    
    void moveRight(){
        getCurPo();
        all[curX][curY] = all[curX][curY + 1];
        all[curX][curY + 1] = 0;
    }
    
    bool checkVisited(){
        if (visited.empty()){
            return false;
        }
        else{
            list<state>::iterator listi;
            for (listi = visited.begin(); listi != visited.end(); listi++){
                if ((*listi).checkSame()){
                    return true;
                }
            }
        }
        return false;
    }
    
    int main(){
        input();
        int totalmove = 0;
        state initState;
        initState.copyState();
        tree.push_back(initState);
        while (!tree.empty()){
            list<state>::iterator listi1;
            state tempmin = *tree.begin();
            int temppo = 0;
            int finalpo = 0;
            for (listi1 = tree.begin(); listi1 != tree.end(); listi1++){
                if ((*listi1).g + (*listi1).h < tempmin.g + tempmin.h){
                    tempmin = *listi1;
                    finalpo = temppo;
                }
                temppo++;
            }
    
            state s = tempmin;
            //cout << s.g << endl;
        //  cout << s.h << endl;
            //cout << endl;
            visited.push_back(s);
            list<state>::iterator listi3 = tree.begin();
            advance(listi3, finalpo);
            if (listi3 != tree.end()){
                tree.erase(listi3);
            }
            if (s.checkGoal()){
                list<state> procedure;
                state temp = s;
                procedure.push_front(temp);
                //s.printState();
                cout << endl;
                while ((temp.parent) != NULL){
                    state* thisparent = temp.parent;
                    procedure.push_front(*(temp.parent));
                    temp = *(temp.parent);
                }
                list<state>::iterator listi2;
                for (listi2 = procedure.begin(); listi2 != procedure.end(); listi2++){
                    (*listi2).printState();
                    cout << endl;
                }
                cout << "Total Steps: " << procedure.size() - 1 << endl;
                cout << "Total Search Moves: " << totalmove << endl;
                break;
            }
            s.changeAll();
            getCurPo();
            //  printAll();
            if (curX != 0){
                moveUp();
                if (!s.checkVisited()){
                    state newup;
                    newup.parent = &visited.back();
                    newup.copyState();
                    newup.heuristic();
                    newup.g = visited.back().g + 1;
                    //newup.printState();
                    //cout << endl;
                    tree.push_back(newup);
                    totalmove++;
                }
                moveDown();
            }
            getCurPo();
            if (curX != 2){
                moveDown();
                if (!s.checkVisited()){
                    state newDown;
                    newDown.parent = &visited.back();
                    newDown.copyState();
                    newDown.heuristic();
                    newDown.g = visited.back().g + 1;
                    //newDown.printState();
                    //cout << endl;
                    tree.push_back(newDown);
                    totalmove++;
    
                }
                moveUp();
            }
            getCurPo();
            if (curY != 0){
                moveLeft();
                if (!s.checkVisited()){
                    state newleft;
                    newleft.parent = &visited.back();
                    newleft.copyState();
                    newleft.heuristic();
                    newleft.g = visited.back().g + 1;
                    //newleft.printState();
                    //cout << endl;
                    tree.push_back(newleft);
                    totalmove++;
    
                }
                moveRight();
            }
            getCurPo();
            if (curY != 2){
                moveRight();
                if (!s.checkVisited()){
                    state newRight;
                    newRight.parent = &visited.back();
                    newRight.copyState();
                    newRight.heuristic();
                    newRight.g = visited.back().g + 1;
                    //newRight.printState();
                    //cout << endl;
                    tree.push_back(newRight);
                    totalmove++;
    
                }
                moveLeft();
            }
        }
    
    
    
        system("PAUSE");
    
    }
    
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