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  • leaflet 使用kriging.js实现前端自定义插值

    1、GitHub地址(https://github.com/oeo4b/kriging.js)

    2、核心功能

    kriging.train(t, x, y, model, sigma2, alpha):使用gaussian、exponential或spherical等模型对数据集进行训练,返回的是一个variogram对象;
    kriging.grid(polygons,variogram,width);使用variogram对象使polygons描述的地理位置内的格网元素具备不一样的预测值;
    kriging.plot(canvas,grid,xlim,ylim,colors);将得到的格网grid渲染至canvas上。

    3、离散的点如果过多,js会报异常,因此如果遇到这种情况,需要对点进行抽稀。

    4、实现功能效果:

    5、示例代码如下:

    <!DOCTYPE html>
    <html lang="en">
    <head>
    <meta charset="UTF-8">
    <title>leaflet克里金空间插值</title>
    <style>
    html, body, #map {
    100%;
    height: 100%;
    margin: 0;
    padding: 0;
    overflow: hidden;
    cursor: default;
    }
    </style>
    <link rel="stylesheet" href="https://unpkg.com/leaflet@1.5.1/dist/leaflet.css"/>
    <script src="https://cdn.bootcss.com/jquery/3.0.0/jquery.min.js"></script>
    <script src="https://unpkg.com/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://unpkg.com/esri-leaflet@2.2.4/dist/esri-leaflet.js"></script>
    <script src="kriging.js"></script>
    <script src="point.js"></script>
    <script src="world.js"></script>
    </head>
    <body>
    <canvas id="canvasMap" style="display: none;" ></canvas>
    <div id="map"></div>
    <script>
    var map = L.map('map', {
    center: [38.65953686, 120.8696333],
    zoom: 9
    });

    L.esri.tiledMapLayer({
    url: 'http://map.geoq.cn/ArcGIS/rest/services/ChinaOnlineCommunity/MapServer/tile/{z}/{y}/{x}'
    }).addTo(map);

    //world.js,是插值之后需要裁切的图形边界信息
    //point.js,是要插值的离散的点


    //遍历world边界数据,生成scope边界线
    var positions = [];
    world[0].forEach(function (point) {
    positions.push([point[1], point[0]]);
    });
    var scope = L.polyline(positions, {color: 'red'}).addTo(map);
    map.fitBounds(scope.getBounds());

    //根据scope边界线,生成范围信息
    var xlim =[scope.getBounds()._southWest.lng,scope.getBounds()._northEast.lng];
    var ylim =[scope.getBounds()._southWest.lat,scope.getBounds()._northEast.lat];


    //进行克里金插值
    function loadkriging()
    {
    var canvas = document.getElementById("canvasMap");
    canvas.width = 1000;
    canvas.height = 1000;
    var n = points.length;
    var t = [];//数值
    var x = [];//经度
    var y = [];//纬度
    for (var i = 0; i < n; i++)
    {
    t.push(points[i].attributes.TN_);
    x.push(points[i].geometry.x);
    y.push(points[i].geometry.y);
    L.circle([y[i], x[i]], {radius: 1}).addTo(map);
    }

    //对数据集进行训练
    var variogram = kriging.train(t, x, y, "exponential", 0, 100);

    //使用variogram对象使polygons描述的地理位置内的格网元素具备不一样的预测值,最后一个参数,是插值格点精度大小
    var grid = kriging.grid(world, variogram, (ylim[1]-ylim[0])/150);

    var colors = ["#006837", "#1a9850", "#66bd63", "#a6d96a", "#d9ef8b", "#ffffbf", "#fee08b", "#fdae61", "#f46d43", "#d73027", "#a50026"];
    //将得到的格网grid渲染至canvas上
    kriging.plot(canvas, grid, [xlim[0], xlim[1]], [ylim[0], ylim[1]], colors);
    }

    //将canvas对象转换成image的URL
    function returnImgae() {
    var mycanvas = document.getElementById("canvasMap");
    return mycanvas.toDataURL("image/png");
    }

    loadkriging();

    var imageBounds =[[ylim[0], xlim[0]], [ylim[1], xlim[1]]];
    L.imageOverlay(returnImgae(), imageBounds, {opacity: 0.8}).addTo(map);


    </script>
    </body>
    </html>

    6、完整案例代码下载:

    http://117.33.134.182:18061/file/leaflet_kriging.rar

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  • 原文地址:https://www.cnblogs.com/tiandi/p/13028382.html
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