使用 DFS 解决 8 谜题游戏

Question

我正在尝试从使用 BFS 实现的这段代码开始解决 DFS 的 8 谜题问题。最简单的方法是什么？我研究过的所有代码要么正常工作，要么不完整，这让我比以前更加困惑。

import java.util.HashMap;
import java.util.LinkedList;
import java.util.Map;
import java.util.Queue;

class EightPuzzle {

Queue<String> agenda = new LinkedList<String>();    // Use of Queue Implemented using LinkedList for Storing All the Nodes in BFS.
Map<String,Integer> stateDepth = new HashMap<String, Integer>(); // HashMap is used to ignore repeated nodes
Map<String,String> stateHistory = new HashMap<String,String>(); // relates each position to its predecessor

public static void main(String args[]){

    String str="087465132";                                 // Input the Board State as a String with 0 as the Blank Space

    EightPuzzle e = new EightPuzzle();              // New Instance of the EightPuzzle
    e.add(str, null);                                                   // Add the Initial State

    while(!e.agenda.isEmpty()){
        String currentState = e.agenda.remove();
        e.up(currentState);                                       // Move the blank space up and add new state to queue
        e.down(currentState);                                     // Move the blank space down
        e.left(currentState);                                     // Move left
        e.right(currentState);                          // Move right and remove the current node from Queue
    }

    System.out.println("Solution doesn't exist");
}

//Add method to add the new string to the Map and Queue
void add(String newState, String oldState){
    if(!stateDepth.containsKey(newState)){
        int newValue = oldState == null ? 0 : stateDepth.get(oldState) + 1;
        stateDepth.put(newState, newValue);
        agenda.add(newState);
        stateHistory.put(newState, oldState);
    }
}

/* Each of the Methods below Takes the Current State of Board as String. Then the operation to move the blank space is done if possible.
  After that the new string is added to the map and queue.If it is the Goal State then the Program Terminates.
 */
void up(String currentState){
    int a = currentState.indexOf("0");
    if(a>2){
        String nextState = currentState.substring(0,a-3)+"0"+currentState.substring(a-2,a)+currentState.charAt(a-3)+currentState.substring(a+1);
        checkCompletion(currentState, nextState);
    }
}

void down(String currentState){
    int a = currentState.indexOf("0");
    if(a<6){
        String nextState = currentState.substring(0,a)+currentState.substring(a+3,a+4)+currentState.substring(a+1,a+3)+"0"+currentState.substring(a+4);
        checkCompletion(currentState, nextState);
    }
}
void left(String currentState){
    int a = currentState.indexOf("0");
    if(a!=0 && a!=3 && a!=6){
        String nextState = currentState.substring(0,a-1)+"0"+currentState.charAt(a-1)+currentState.substring(a+1);
        checkCompletion(currentState, nextState);
    }
}
void right(String currentState){
    int a = currentState.indexOf("0");
    if(a!=2 && a!=5 && a!=8){
        String nextState = currentState.substring(0,a)+currentState.charAt(a+1)+"0"+currentState.substring(a+2);
        checkCompletion(currentState, nextState);
    }
}

private void checkCompletion(String oldState, String newState) {
    add(newState, oldState);
    if(newState.equals("123456780")) {
        System.out.println("Solution Exists at Level "+stateDepth.get(newState)+" of the tree");
        String traceState = newState;
        while (traceState != null) {
            System.out.println(traceState + " at " + stateDepth.get(traceState));
            traceState = stateHistory.get(traceState);
        }
        System.exit(0);
    }
}

}

Answer 1

DFS 不是解决 8 谜题的最佳方法，但是，

使用该代码，您应该能够将其实现为 DFS，只需更改 main 方法、nextState 并添加一个 goDepth 方法。

我建议分析这段代码，然后尝试在纸上想象它是如何工作的。在你完全理解了它的工作原理之后，你就可以毫无问题地在其中实现 DFS 算法了。