GEE | 1983-2016年区域气温、饱和水汽压差和相对湿度变化分析

职场   2025-02-07 11:48   陕西  

一、数据来源

CHIRTS是一个高分辨率的全球气温数据集,分辨率为 0.05° × 0.05°,覆盖纬度范围为60°S到70°N,数据涵盖1983年1月1日至2016年12月31日。该数据集包含日最低气温(Tmin)、日最高气温(Tmax)及四个衍生变量:饱和水汽压(SVP)、水汽压亏缺(VPD)、相对湿度(RH)和热指数(HI)。
二、GEE代码
本次我们基于该数据集合成研究区每年的气候变量并print折线图,需要的同学仅需要import研究区运行即可。
var geometry = table;
var dataset = ee.ImageCollection("UCSB-CHG/CHIRTS/DAILY") .filterBounds(geometry) .select(["minimum_temperature", "maximum_temperature", "vapor_pressure_deficit", "relative_humidity"]);
var yearList = ee.List.sequence(1983, 2016);var yearlyData = yearList.map(function(year) { var startDate = ee.Date.fromYMD(year, 1, 1); var endDate = ee.Date.fromYMD(year, 12, 31); var yearlyCollection = dataset.filterDate(startDate, endDate); var yearlyMean = yearlyCollection.mean().clip(geometry); var Tmean = yearlyMean.expression( "(Tmin + Tmax) / 2", { 'Tmin': yearlyMean.select('minimum_temperature'), 'Tmax': yearlyMean.select('maximum_temperature') }).rename("Tmean"); var finalYearly = yearlyMean.addBands(Tmean); var stats = finalYearly.reduceRegion({ reducer: ee.Reducer.mean(), geometry: geometry, scale: 5566, maxPixels: 1e13 }); return ee.Feature(null, { 'year': year, 'Tmin_mean': stats.get('minimum_temperature'), 'Tmax_mean': stats.get('maximum_temperature'), 'Tmean_mean': stats.get('Tmean'), 'VPD_mean': stats.get('vapor_pressure_deficit'), 'RH_mean': stats.get('relative_humidity') });});
var yearlyFeatureCollection = ee.FeatureCollection(yearlyData);
var chart = ui.Chart.feature.byFeature(yearlyFeatureCollection, 'year', ['Tmin_mean', 'Tmax_mean', 'Tmean_mean', 'VPD_mean', 'RH_mean']) .setChartType('LineChart') .setOptions({ title: 'Annual Mean Tmin, Tmax, Tmean, VPD, RH (1983-2020)', vAxis: {title: 'Temperature (°C), VPD (kPa), RH (%)'}, hAxis: {title: 'Year'}, lineWidth: 2, pointSize: 3, series: { 0: {color: 'blue', lineWidth: 2}, 1: {color: 'red', lineWidth: 2}, 2: {color: 'purple', lineWidth: 2}, 3: {color: 'green', lineWidth: 2}, 4: {color: 'orange', lineWidth: 2} } });
print(chart);
三、成为会员

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