1. 程式人生 > >記錄一個下午擼的A星尋路演算法

記錄一個下午擼的A星尋路演算法

大致思路主要圍繞open表和close表
可能的路徑點先放到open列表裡面(如果該點已經存在於close則跳過,如果改點已經存在與open中,則判斷和值是否更小,如果是則更新)
open列表裡面和值最小的轉移到close裡面去,直到最終到達終點,再遍歷前寄得到所有路徑點。
(8方向不會對角線穿牆)
//曼哈頓估價法
function manhattan(point, endPoint) {
    return Math.abs(point.x - endPoint.x) + Math.abs(point.y - endPoint.y);
}

/**
 * 
 * @param {Number} row 行
 * @param
{Number} col 列 */
var aStar = function (row, col) { if (row <= 0 || col <= 0) { console.error('error query'); return; } //初始化棋盤 this._list = []; this._row = row; this._col = col; for (var i = 0; i < row; i++) { this._list[i] = []; for (var
j = 0; j < col; j++) { this._list[i][j] = 1; } } }; /** * 新增障礙物 */ aStar.prototype.addObstacle = function (points) { if (typeof points.length !== 'undefined') { for (var i = 0; i < points.length; i++) { var point = points[i]; this._list[point.x][point.y] = 0
; } } else { this._list[points.x][points.y] = 0; } }; /** * 獲得路徑(direction!==4則按8方向計算路徑) */ aStar.prototype.getRoute = function (startPoint, endPoint, direction) { if (!this._list[startPoint.x][startPoint.y] || !this._list[endPoint.x][endPoint.y]) { console.error('起點或終點不能是障礙物'); return []; } if (startPoint.x == endPoint.x && startPoint.y == endPoint.y) { console.error('起點和終點不能相同'); return []; } this._openList = []; //一個記錄下所有被考慮來尋找最短路徑的方塊 this._closeList = {}; //一個記錄下不會再被考慮的方塊 //將節點新增到open列表中去 var head = null; var node = this._createNode(head, startPoint, endPoint); this._addNodeToOpenList(node); return this._getRoute(endPoint, direction); }; aStar.prototype._getRoute = function (endPoint, direction) { //獲得open列表中最小和值的節點 var list = this._getOpenMin(); if (list.length === 0) { return []; } for (var i = 0; i < list.length; i++) { var e = list[i]; var index = e.index; var node = e.node; if (node.data.H === 0/** 已經是終點*/) { var route = []; while (node.head) { route.splice(0, 0, node.point); node = node.head; } route.splice(0, 0, node.point); return route; } //新增到close列表中去 this._addOpenToCloseList(index, node); //遍歷鄰居點 /** * 如果p在closed列表中:不管它。 * 如果p不在open列表中:新增它然後計算出它的和值。 * 如果p已經在open列表中:當我們使用當前生成的路徑到達那裡時,檢查F 和值是否更小。如果是,更新它的和值和它的前繼。 */ this._getNeighbor(node.point, function (point) { if (this._list[point.x][point.y]/** 不是障礙物*/ && !this._closeList[point.x + ',' + point.y]/** 不在close表裡面*/) { var n = this._createNode(node, point, endPoint); this._addNodeToOpenList(n); } }, direction); } return this._getRoute(endPoint, direction); }; /** * 尋找周圍的節點 * * @param {any} point 基礎點 * @param {any} cb 回掉 * @param {bool} d 8方向還是4方向,預設8 8方向 * */ aStar.prototype._getNeighbor = function (point, cb, d) { var xMin = point.x > 0 ? (point.x - 1) : 0; var xMax = (point.x < this._col - 1) ? (point.x + 1) : point.x; var yMin = point.y > 0 ? (point.y - 1) : 0; var yMax = (point.y < this._row - 1) ? (point.y + 1) : point.y; for (var i = xMin; i <= xMax; i++) { for (var j = yMin; j <= yMax; j++) { if (d === 4) { //4方向 if ((i !== point.x && j === point.y) || (i === point.x && j !== point.y)) { cb.call(this, { x: i, y: j }); } } else { if (this._judgeAcross(point, { x: i, y: j })) { //8方向 if (i !== point.x || j !== point.y) { cb.call(this, { x: i, y: j }); } } } } } }; /** * 主要用於8方向時判斷路徑是否穿牆了 */ aStar.prototype._judgeAcross = function (p1, p2) { if (p1.x !== p2.x && p1.y !== p2.y) { if (this._list[p1.x][p2.y] === 0 && this._list[p2.x][p1.y] === 0) { return false; } } return true; }; /** * 將open列表裡面的節點新增到close裡面去,同時從open中刪除 */ aStar.prototype._addOpenToCloseList = function (index, node) { var k = node.point.x + ',' + node.point.y; this._closeList[k] = node; this._openList.splice(index, 1); }; /** * 新增節點到open列表 */ aStar.prototype._addNodeToOpenList = function (node) { for (var i = this._openList.length - 1; i >= 0; i--) { var n = this._openList[i]; if (n.point.x === node.point.x && n.point.y === node.point.y) { if (n.data.F < node.data.F) { return; } this._openList.splice(i, 1); break; } } this._openList.push(node); }; aStar.prototype._createNode = function (head, point, endPoint) { var addG = 1; if (head && head.x !== point.x && head.y !== point.y) { addG = 1.414213562373095; } var G = head ? head.data.G + 1 : 0; var H = manhattan(point, endPoint); return { head: head, data: { F: G + H, G: G, H: H }, point: point }; }; aStar.prototype._getOpenMin = function () { var min = []; var minF = 0; for (var i = this._openList.length - 1; i >= 0; i--) { var element = this._openList[i]; if (!minF) { minF = element.data.F; } if (element.data.F === minF) { min.push({ index: i, node: element }); } else if (element.data.F < minF) { minF = element.data.F; min = [{ index: i, node: element }]; } } return min; }; var a = new aStar(30, 30); a.addObstacle({ x: 0, y: 1 }); a.addObstacle({ x: 2, y: 0 }); a.addObstacle({ x: 2, y: 1 }); a.addObstacle({ x: 2, y: 2 }); a.addObstacle({ x: 1, y: 3 }); a.addObstacle({ x: 10, y: 20 }); a.addObstacle({ x: 14, y: 13 }); a.addObstacle({ x: 14, y: 14 }); a.addObstacle({ x: 14, y: 15 }); a.addObstacle({ x: 14, y: 16 }); console.time('a'); var route = a.getRoute({ x: 0, y: 0 }, { x: 20, y: 15 }); console.timeEnd('a'); for (var i = 0; i < route.length; i++) { var p = route[i]; a._list[p.x][p.y] = '@'; } for (var i = 0; i < a._list.length; i++) { console.log(a._list[i].toString()); }