GEE python:创建逐月影像以Landsat 5TOA影像为例

简介: GEE python:创建逐月影像以Landsat 5TOA影像为例

安装地球引擎API和geemap

安装地球引擎的Python API和geemap。geemap Python包是建立在ipyleaflet和folium包之上的,它实现了几个与地球引擎数据层交互的方法,比如Map.addLayer()、Map.setCenter()和Map.centerObject()。下面的脚本检查geemap包是否已经安装。如果没有,它将安装geemap,它会自动安装其依赖项,包括earthengine-api、folium和ipyleaflet。

Installs geemap package

import subprocess
try:
    import geemap
except ImportError:
    print('Installing geemap ...')
    subprocess.check_call(["python", '-m', 'pip', 'install', 'geemap'])
import ee
import geemap

这里我们需要注意的是设定我们的起止时间和对应的位置信息,然后时间窗口设定为30天,这里我们现根据两个时间并且按照月份取整,根据所获取的月份数量后建立一个月份的时序列表,然后建立一个函数,建立函数的目的就是让我们进行确定间隔的鱼粉从而获取影像。然后分别对不同的位置进行筛选影像,然后,这里因为是再函数中构建的逐月影像筛选,所以我们一定要选取第一景作为合成,方便遍历影像。

函数:

round(number, ndigits=None)

将一个数字舍入到给定精度的小数位数。

如果省略 ndigits 或返回 None,返回值为整数。 否则

ndigits可以是负数。

代码:

# Add Earth Engine dataset
p1 = ee.Geometry.Point([103.521, 13.028])
p2 = ee.Geometry.Point([105.622, 13.050])
Date_Start = ee.Date('2000-05-01')
Date_End = ee.Date('2007-12-01')
Date_window = ee.Number(30)
# Create list of dates for time series
n_months = Date_End.difference(Date_Start, 'month').round()
print("Number of months:", n_months.getInfo())
dates = ee.List.sequence(0, n_months, 1)
print(dates.getInfo())
def make_datelist(n):
    return Date_Start.advance(n, 'month')
dates = dates.map(make_datelist)
print(dates.getInfo())
def fnc(d1):
    S1 = ee.ImageCollection('LANDSAT/LT5_L1T_TOA') \
        .filterDate('2000-05-01', '2007-12-01') \
        .filter(ee.Filter.calendarRange(1, 14, 'month')) \
        .sort('CLOUD_COVER') \
        .filterBounds(p1).first()
    S2 = ee.ImageCollection('LANDSAT/LT5_L1T_TOA') \
        .filterDate('2000-05-01', '2007-12-01') \
        .filter(ee.Filter.calendarRange(1, 14, 'month')) \
        .sort('CLOUD_COVER') \
        .filterBounds(p2).first()
    mosaic = ee.ImageCollection([ee.Image(S1), ee.Image(S2)]).mosaic()
    return mosaic
list_of_images = dates.map(fnc)
print('list_of_images', list_of_images.getInfo())
mt = ee.ImageCollection(list_of_images)
print(mt.getInfo())
# Map.addLayer(mt, {}, 'mt')

结果:

Number of months: 91

[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91]

[{‘type’: ‘Date’, ‘value’: 957139200000}, {‘type’: ‘Date’, ‘value’: 959817600000}, {‘type’: ‘Date’, ‘value’: 962409600000}, {‘type’: ‘Date’, ‘value’: 965088000000}, {‘type’: ‘Date’, ‘value’: 967766400000}, {‘type’: ‘Date’, ‘value’: 970358400000}, {‘type’: ‘Date’, ‘value’: 973036800000}, {‘type’: ‘Date’, ‘value’: 975628800000}, {‘type’: ‘Date’, ‘value’: 978307200000}, {‘type’: ‘Date’, ‘value’: 980985600000}, {‘type’: ‘Date’, ‘value’: 983404800000}, {‘type’: ‘Date’, ‘value’: 986083200000}, {‘type’: ‘Date’, ‘value’: 988675200000}, {‘type’: ‘Date’, ‘value’: 991353600000}, {‘type’: ‘Date’, ‘value’: 993945600000}, {‘type’: ‘Date’, ‘value’: 996624000000}, {‘type’: ‘Date’, ‘value’: 999302400000}, {‘type’: ‘Date’, ‘value’: 1001894400000}, {‘type’: ‘Date’, ‘value’: 1004572800000}, {‘type’: ‘Date’, ‘value’: 1007164800000}, {‘type’: ‘Date’, ‘value’: 1009843200000}, {‘type’: ‘Date’, ‘value’: 1012521600000}, {‘type’: ‘Date’, ‘value’: 1014940800000}, {‘type’: ‘Date’, ‘value’: 1017619200000}, {‘type’: ‘Date’, ‘value’: 1020211200000}, {‘type’: ‘Date’, ‘value’: 1022889600000}, {‘type’: ‘Date’, ‘value’: 1025481600000}, {‘type’: ‘Date’, ‘value’: 1028160000000}, {‘type’: ‘Date’, ‘value’: 1030838400000}, {‘type’: ‘Date’, ‘value’: 1033430400000}, {‘type’: ‘Date’, ‘value’: 1036108800000}, {‘type’: ‘Date’, ‘value’: 1038700800000}, {‘type’: ‘Date’, ‘value’: 1041379200000}, {‘type’: ‘Date’, ‘value’: 1044057600000}, {‘type’: ‘Date’, ‘value’: 1046476800000}, {‘type’: ‘Date’, ‘value’: 1049155200000}, {‘type’: ‘Date’, ‘value’: 1051747200000}, {‘type’: ‘Date’, ‘value’: 1054425600000}, {‘type’: ‘Date’, ‘value’: 1057017600000}, {‘type’: ‘Date’, ‘value’: 1059696000000}, {‘type’: ‘Date’, ‘value’: 1062374400000}, {‘type’: ‘Date’, ‘value’: 1064966400000}, {‘type’: ‘Date’, ‘value’: 1067644800000}, {‘type’: ‘Date’, ‘value’: 1070236800000}, {‘type’: ‘Date’, ‘value’: 1072915200000}, {‘type’: ‘Date’, ‘value’: 1075593600000}, {‘type’: ‘Date’, ‘value’: 1078099200000}, {‘type’: ‘Date’, ‘value’: 1080777600000}, {‘type’: ‘Date’, ‘value’: 1083369600000}, {‘type’: ‘Date’, ‘value’: 1086048000000}, {‘type’: ‘Date’, ‘value’: 1088640000000}, {‘type’: ‘Date’, ‘value’: 1091318400000}, {‘type’: ‘Date’, ‘value’: 1093996800000}, {‘type’: ‘Date’, ‘value’: 1096588800000}, {‘type’: ‘Date’, ‘value’: 1099267200000}, {‘type’: ‘Date’, ‘value’: 1101859200000}, {‘type’: ‘Date’, ‘value’: 1104537600000}, {‘type’: ‘Date’, ‘value’: 1107216000000}, {‘type’: ‘Date’, ‘value’: 1109635200000}, {‘type’: ‘Date’, ‘value’: 1112313600000}, {‘type’: ‘Date’, ‘value’: 1114905600000}, {‘type’: ‘Date’, ‘value’: 1117584000000}, {‘type’: ‘Date’, ‘value’: 1120176000000}, {‘type’: ‘Date’, ‘value’: 1122854400000}, {‘type’: ‘Date’, ‘value’: 1125532800000}, {‘type’: ‘Date’, ‘value’: 1128124800000}, {‘type’: ‘Date’, ‘value’: 1130803200000}, {‘type’: ‘Date’, ‘value’: 1133395200000}, {‘type’: ‘Date’, ‘value’: 1136073600000}, {‘type’: ‘Date’, ‘value’: 1138752000000}, {‘type’: ‘Date’, ‘value’: 1141171200000}, {‘type’: ‘Date’, ‘value’: 1143849600000}, {‘type’: ‘Date’, ‘value’: 1146441600000}, {‘type’: ‘Date’, ‘value’: 1149120000000}, {‘type’: ‘Date’, ‘value’: 1151712000000}, {‘type’: ‘Date’, ‘value’: 1154390400000}, {‘type’: ‘Date’, ‘value’: 1157068800000}, {‘type’: ‘Date’, ‘value’: 1159660800000}, {‘type’: ‘Date’, ‘value’: 1162339200000}, {‘type’: ‘Date’, ‘value’: 1164931200000}, {‘type’: ‘Date’, ‘value’: 1167609600000}, {‘type’: ‘Date’, ‘value’: 1170288000000}, {‘type’: ‘Date’, ‘value’: 1172707200000}, {‘type’: ‘Date’, ‘value’: 1175385600000}, {‘type’: ‘Date’, ‘value’: 1177977600000}, {‘type’: ‘Date’, ‘value’: 1180656000000}, {‘type’: ‘Date’, ‘value’: 1183248000000}, {‘type’: ‘Date’, ‘value’: 1185926400000}, {‘type’: ‘Date’, ‘value’: 1188604800000}, {‘type’: ‘Date’, ‘value’: 1191196800000}, {‘type’: ‘Date’, ‘value’: 1193875200000}, {‘type’: ‘Date’, ‘value’: 1196467200000}]

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‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: ‘EPSG:4326’, ‘crs_transform’: [1, 0, 0, 0, 1, 0]}, {‘id’: ‘B2’, ‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: ‘EPSG:4326’, ‘crs_transform’: [1, 0, 0, 0, 1, 0]}, {‘id’: ‘B3’, ‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: ‘EPSG:4326’, ‘crs_transform’: [1, 0, 0, 0, 1, 0]}, {‘id’: ‘B4’, ‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: ‘EPSG:4326’, ‘crs_transform’: [1, 0, 0, 0, 1, 0]}, {‘id’: ‘B5’, ‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: ‘EPSG:4326’, ‘crs_transform’: [1, 0, 0, 0, 1, 0]}, {‘id’: ‘B6’, ‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: ‘EPSG:4326’, ‘crs_transform’: [1, 0, 0, 0, 1, 0]}, {‘id’: ‘B7’, ‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: ‘EPSG:4326’, ‘crs_transform’: [1, 0, 0, 0, 1, 0]}]}, {‘type’: ‘Image’, ‘bands’: [{‘id’: ‘B1’, ‘data_type’: {‘type’: ‘PixelType’, ‘precision’: ‘float’}, ‘crs’: 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