Google Earth Engine(GEE)——将城区、森林区和水域实现光谱分离!

2024-02-01 20:06:21 浏览数 (1)

光谱分离是在地球引擎中实现的image.unmix()方法。以下是将 Landsat 5 与预先确定的城市、植被和水端元混合的示例:

unmix(endmembers, sumToOnenonNegative)

Unmix each pixel with the given endmembers, by computing the pseudo-inverse and multiplying it through each pixel. Returns an image of doubles with the same number of bands as endmembers.

通过计算伪逆并将其乘以每个像素,将每个像素与给定的端元分开。返回具有与末端成员相同数量的带图像。

Arguments:

this:image (Image):

The input image.

endmembers (List):

The endmembers to unmix with.

sumToOne (Boolean, default: false):

Constrain the outputs to sum to one.

nonNegative (Boolean, default: false):

Constrain the outputs to be non-negative.

Returns: Image

 直接上代码:

代码语言:javascript复制
// 加载影像并且选择波段,之后选择位置显示中心和加载影像
var bands = ['B1', 'B2', 'B3', 'B4', 'B5', 'B6', 'B7'];
var image = ee.Image('LANDSAT/LT05/C01/T1/LT05_044034_20080214')
  .select(bands);
Map.setCenter(-122.1899, 37.5010, 10); 
Map.addLayer(image, {bands: ['B4', 'B3', 'B2'], min: 0, max: 128}, 'image');

// 定义光谱端元,这个参数具体要看更加详细的光谱内容
var urban = [88, 42, 48, 38, 86, 115, 59];
var veg = [50, 21, 20, 35, 50, 110, 23];
var water = [51, 20, 14, 9, 7, 116, 4];

// 取消混合,这样就进行了分解
var fractions = image.unmix([urban, veg, water]);
Map.addLayer(fractions, {}, 'unmixed');

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