Android启发式寻路
实现的效果图
Screenshot_20181213-143828.jpeg
思路分析
根据启发算法理论 f(n) = g(n)+h(n); 其中,g(n)表示实际代价(即已经走过的路程),h(n)代表预估代价,因为使用的网格构造,所以使用曼哈顿距离公式,表示h(n)。
代码实现
数据结构(采用单向链表)
public class Node implements Comparable<Node> {Coord coord;Node parent;int g; // G:是个精确的值,是起点到当前结点的代价int h; // H:是个估值,当前结点到目的结点的预计代价public Node(int x, int y) { this.coord = new Coord(x,y);}public Node(int x, int y, Node parent, int h, int g) { this.coord = new Coord(x,y); this.parent = parent; this.h = h; this.g = g;}public Node getParent() { return parent;}public void setParent(Node parent) { this.parent = parent;}public int getH() { return h;}public void setH(int h) { this.h = h;}public int getG() { return g;}public void setG(int g) { this.g = g;}@Overridepublic int compareTo(@NonNull Node o) { return g+h - (o.g+o.h);}@Overridepublic boolean equals(Object obj) { Node node = (Node) obj; return coord.x == node.coord.x && coord.y == node.coord.y;}}
说明:
因为寻路需要通过一个点找周围最近的点,最终形成一条多段的线段,在数据结构中与单向链表吻合,故选择单向链表存储。compareTo方法是按f(n)大小排序。
核心代码思路
1.将起点加入开放列表
2.从开放列表中移除掉其中f(n)最小的一个Node,并将该节点加入到关闭列表
3.从该节点向附近扩展,假如符合条件,则加入到开放列表
4.重复23步骤直至终点与2步骤的节点重合
代码:
public class Astart { private int[][] map; private int width; private int height; private Node start; private Node end; private PriorityQueue<Node> openList = new PriorityQueue<>(); private List<Node> closeList = new ArrayList<>(); public Astart(@NonNull int[][] map, @NonNull Node start, @NonNull Node end) { this.map = map; this.start = start; this.end = end; height = map.length; width = map[0].length; }public Stack<Node> start() { //将起点放入开放列表 openList.add(start); while (!openList.isEmpty()) { //将曼哈顿距离最近的点取出 Node node = openList.poll(); //将节点放入关闭列表中 System.out.println(node.coord); closeList.add(node); //假如取出来的最近的点为终点,结束循环 if (end.equals(node)) { end = node; break; } //将扩展的节点加入开放列表(朝八個方向) addNeighborNode(node); } //把关闭列表选中 Node node = end; //将数据依次放入栈实现链表倒序 Stack<Node> pathStack = new Stack<>(); while (node != null) { pathStack.push(node); node = node.parent; } return pathStack;}/** * 向八个方向扩展增加节点 * * @param node */private void addNeighborNode(Node node) { Node left = new Node(node.coord.x - 1, node.coord.y); left.setParent(node); left.setG(generateG(left)); left.setH(generateH(left)); Node right = new Node(node.coord.x + 1, node.coord.y); right.setParent(node); right.setG(generateG(right)); right.setH(generateH(right)); Node top = new Node(node.coord.x, node.coord.y - 1); top.setParent(node); top.setG(generateG(top)); top.setH(generateH(top)); Node bottom = new Node(node.coord.x, node.coord.y + 1); bottom.setParent(node); bottom.setG(generateG(bottom)); bottom.setH(generateH(bottom)); Node leftTop = new Node(node.coord.x - 1, node.coord.y - 1); leftTop.setParent(node); leftTop.setG(generateG(leftTop)); leftTop.setH(generateH(leftTop)); Node leftBottom = new Node(node.coord.x - 1, node.coord.y +1); leftBottom.setParent(node); leftBottom.setG(generateG(leftBottom)); leftBottom.setH(generateH(leftBottom)); Node rightTop = new Node(node.coord.x + 1, node.coord.y - 1); rightTop.setParent(node); rightTop.setG(generateG(rightTop)); rightTop.setH(generateH(rightTop)); Node rightBottom = new Node(node.coord.x + 1, node.coord.y + 1); rightBottom.setParent(node); rightBottom.setG(generateG(rightBottom)); rightBottom.setH(generateH(rightBottom)); addNeighborSingleNode(left); addNeighborSingleNode(right); addNeighborSingleNode(top); addNeighborSingleNode(bottom); // addNeighborSingleNode(leftTop); // addNeighborSingleNode(leftBottom); // addNeighborSingleNode(rightTop); // addNeighborSingleNode(rightBottom);}/** * 单独增加一个相邻节点 * * @param node */private void addNeighborSingleNode(Node node) { if (canAdd(node)) { openList.add(node); }}private int generateG(Node node) { if (node.parent != null) { Node parent = node.parent; int c = (Math.abs(start.coord.x - node.coord.x) + Math.abs(start.coord.y - node.coord.y))*100; return parent.h + c; } return 0;}private int generateH(Node node) { return Math.abs(end.coord.x - node.coord.x) + Math.abs(end.coord.y - node.coord.y)*100;}/** * 是否增加进开放列表 * * @param node * @return */private boolean canAdd(Node node) { if (node == null || node.coord == null) { return false; } int x = node.coord.x; int y = node.coord.y; //假如超过边界 false if (x < 0 || x > width - 1) { return false; } if (y < 0 || y > height - 1) { return false; } //假如节点在地图上位墙壁 false int mapPoint = map[y][x]; if ( mapPoint == MapUtils.WALL) { return false; } //假如节点在开放列表或者者关闭列表中 false if (openList.contains(node)) { return false; } if (closeList.contains(node)) { return false; } return true;}界面代码
public class MainActivity extends AppCompatActivity {private Node start;private Node end;private ShowMapView showMapView;@Overrideprotected void onCreate(Bundle savedInstanceState) { super.onCreate(savedInstanceState); setContentView(R.layout.activity_main); showMapView = findViewById(R.id.show); showMapView.init(MapUtils.map, new ShowMapView.OnTouchListener() { @Override public void onTouchPoint(int type, int row, int col) { if (type == 1) { start = new Node(col, row); } else { end = new Node(col, row); } } });}private void findWayAndDraw() { if (start != null && end != null) { Stack<Node> pathList = new Astart(MapUtils.map, start, end).start(); Path path = new Path(); path.moveTo(start.coord.x * 80 + 40, start.coord.y * 80 + 40); while (!pathList.empty()) { Node node = pathList.pop(); path.lineTo(node.coord.x * 80 + 40, node.coord.y * 80 + 40); } showMapView.setPath(path); }}public void cal(View view) { findWayAndDraw();}public void reset(View view) { showMapView.reset();}}布局文件
<RelativeLayout xmlns:android="http://schemas.android.com/apk/res/android"xmlns:app="http://schemas.android.com/apk/res-auto"xmlns:tools="http://schemas.android.com/tools"android:layout_width="match_parent"android:layout_height="match_parent"tools:context=".MainActivity"><com.example.n011210.findway.ShowMapView android:id="@+id/show" android:layout_width="match_parent" android:layout_height="match_parent" /><Button android:id="@+id/btn" android:layout_width="wrap_content" android:layout_height="wrap_content" android:layout_alignParentBottom="true" android:onClick="cal" android:text="计算" /><Button android:id="@+id/reset" android:layout_width="wrap_content" android:layout_height="wrap_content" android:layout_alignParentBottom="true" android:layout_toRightOf="@id/btn" android:onClick="reset" android:text="刷新" /> </RelativeLayout>说明
ShowMapView为地图控件
public class ShowMapView extends View { private int touchFlag; private int[][] map; private Path path; private OnTouchListener listener; public ShowMapView(Context context) { super(context); }public ShowMapView(Context context, @Nullable AttributeSet attrs) { super(context, attrs);}public ShowMapView(Context context, @Nullable AttributeSet attrs, int defStyleAttr) { super(context, attrs, defStyleAttr);}public void init(int[][] map, OnTouchListener listener) { this.map = map; this.listener = listener; invalidate();}public void setPath(Path path) { this.path = path; invalidate();}public void reset() { touchFlag = 0; for (int i = 0; i < map.length; i++) { for (int j = 0; j < map[i].length; j++) { if (map[i][j] == 2) { map[i][j] = 0; } } } path.reset(); invalidate();}@Overridepublic boolean onTouchEvent(MotionEvent event) { if (touchFlag >= 2) { return super.onTouchEvent(event); } float x = event.getX(); float y = event.getY(); //每格地图大小为80*80,注意:数组和屏幕坐标X和Y相反 int row = (int) y / 80; int col = (int) x / 80; if (map[row][col] == 0) { touchFlag++; if (listener != null) { listener.onTouchPoint(touchFlag, row, col); } map[row][col] = 2; } this.invalidate(); return super.onTouchEvent(event);}@Overrideprotected void onDraw(Canvas canvas) { super.onDraw(canvas); if (map == null) { return; } Paint paint = new Paint(); paint.setAntiAlias(true); paint.setColor(Color.BLUE); paint.setStrokeWidth(5); paint.setStyle(Paint.Style.STROKE); for (int i = 0; i < map.length; i++) { for (int j = 0; j < map[i].length; j++) { if (map[i][j] == 0) { Bitmap bm = BitmapFactory.decodeResource(this.getResources(), R.drawable.route); canvas.drawBitmap(bm, j * 80, i * 80, paint); } else if (map[i][j] == 1) { Bitmap bm = BitmapFactory.decodeResource(this.getResources(), R.drawable.wall); canvas.drawBitmap(bm, j * 80, i * 80, paint); } else if (map[i][j] == 2) { Bitmap bm = BitmapFactory.decodeResource(this.getResources(), R.drawable.path); canvas.drawBitmap(bm, j * 80, i * 80, paint); } } } if (path != null) { canvas.drawPath(path, paint); }}public interface OnTouchListener { void onTouchPoint(int type, int row, int col);}}说明
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开心源码网 » Android启发式寻路
1. 本站所有资源来源于用户上传和网络,如有侵权请邮件联系站长!
2. 分享目的仅供大家学习和交流,您必须在下载后24小时内删除!
3. 不得使用于非法商业用途,不得违反国家法律。否则后果自负!
4. 本站提供的源码、模板、插件等等其他资源,都不包含技术服务请大家谅解!
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开心源码网 » Android启发式寻路