Earth Engine은 공유 컴퓨팅 리소스를 보호하고 모든 사용자에게 안정적인 성능을 보장하기 위해
비상업적 할당량 등급을 도입합니다. 모든 비상업용 프로젝트는
2026년 4월 27일까지 할당량 등급을 선택해야 하며, 선택하지 않으면 커뮤니티 등급이 기본적으로 사용됩니다. 등급 할당량은 등급 선택 날짜와 관계없이
2026년 4월 27일에 모든 프로젝트에 적용됩니다.
자세히 알아보기
ee.Terrain.aspect
컬렉션을 사용해 정리하기
내 환경설정을 기준으로 콘텐츠를 저장하고 분류하세요.
지형 DEM에서 각도를 계산합니다.
로컬 기울기는 각 픽셀의 4방향 연결된 이웃을 사용하여 계산되므로 이미지의 가장자리에 누락된 값이 발생합니다.
| 사용 | 반환 값 |
|---|
ee.Terrain.aspect(input) | 이미지 |
| 인수 | 유형 | 세부정보 |
|---|
input | 이미지 | 고도 이미지(단위: 미터)입니다. |
예
코드 편집기(JavaScript)
// Demonstrate ee.Terrain functions with single-image and collection DEMs.
// DEMs in Earth Engine are often distributed as single images per asset
// (e.g., NASA/NASADEM_HGT/001) or as collections of tiled images that need
// to be mosaicked (e.g., COPERNICUS/DEM/GLO30). Terrain analysis functions
// compute values based on neighboring pixels, so care must be taken to
// select and prepare DEM inputs appropriately.
// 1. Single DEM image asset.
// Assets like NASADEM are presented as single images covering large areas.
// They generally have a single projection and can be used in terrain analysis
// with no preprocessing.
var nasadem = ee.Image('NASA/NASADEM_HGT/001').select('elevation');
// Calculate aspect: degrees, 0=N, 90=E, 180=S, 270=W.
var nasademAspect = ee.Terrain.aspect(nasadem);
// Visualization parameters.
var elevationVis = {
min: 0.0,
max: 3000.0,
palette:
['333399', '00a2e5', '55dd77', 'ffff99', 'aa926b', 'aa928d', 'ffffff']
};
var aspectVis = {min: 0.0, max: 359.99};
// Display layers.
Map.setCenter(-121.603, 47.702, 9);
Map.addLayer(nasadem, elevationVis, 'NASADEM Elevation', false);
Map.addLayer(nasademAspect, aspectVis, 'NASADEM Aspect');
// 2. Mosaicked DEM ImageCollection asset.
// In contrast to single-image assets like NASADEM, some DEMs like GLO30 are
// provided as a collection of images that need to be mosaicked before use.
// We use this mosaicked DEM for the terrain calculations below.
var glo30collection = ee.ImageCollection('COPERNICUS/DEM/GLO30');
// When mosaicking a DEM collection that will be used for terrain analysis,
// it is best practice to set the mosaic's default projection to the native
// projection of the DEM tiles. If you don't, Earth Engine's default
// projection for mosaics (EPSG:4326 at 1-degree scale) is used, which is
// often too coarse for analysis and can lead to resampling artifacts if
// the result is reprojected to a different CRS during computation.
// See:
// https://developers.google.com/earth-engine/guides/projections#reprojecting
var glo30Proj = glo30collection.first().projection();
var glo30Image =
glo30collection.select('DEM').mosaic().setDefaultProjection(glo30Proj);
// Calculate aspect.
var glo30Aspect = ee.Terrain.aspect(glo30Image);
// Display layers.
Map.addLayer(glo30Image, elevationVis, 'GLO30 Elevation', false);
Map.addLayer(glo30Aspect, aspectVis, 'GLO30 Aspect');
Python 설정
Python API 및 대화형 개발을 위한
geemap 사용에 관한 자세한 내용은
Python 환경 페이지를 참고하세요.
import ee
import geemap.core as geemap
Colab (Python)
# Demonstrate ee.Terrain functions with single-image and collection DEMs.
# DEMs in Earth Engine are often distributed as single images per asset
# (e.g., NASA/NASADEM_HGT/001) or as collections of tiled images that need
# to be mosaicked (e.g., COPERNICUS/DEM/GLO30). Terrain analysis functions
# compute values based on neighboring pixels, so care must be taken to
# select and prepare DEM inputs appropriately.
# 1. Single DEM image asset.
# Assets like NASADEM are presented as single images covering large areas.
# They generally have a single projection and can be used in terrain analysis
# with no preprocessing.
nasadem = ee.Image('NASA/NASADEM_HGT/001').select('elevation')
# Calculate aspect: degrees, 0=N, 90=E, 180=S, 270=W.
nasadem_aspect = ee.Terrain.aspect(nasadem)
# Visualization parameters.
elevation_vis = {
'min': 0.0,
'max': 3000.0,
'palette': [
'333399',
'00a2e5',
'55dd77',
'ffff99',
'aa926b',
'aa928d',
'ffffff',
],
}
aspect_vis = {'min': 0.0, 'max': 359.99}
# Display layers.
m = geemap.Map()
m.set_center(-121.603, 47.702, 9)
m.add_layer(nasadem, elevation_vis, 'NASADEM Elevation', False)
m.add_layer(nasadem_aspect, aspect_vis, 'NASADEM Aspect')
# 2. Mosaicked DEM ImageCollection asset.
# In contrast to single-image assets like NASADEM, some DEMs like GLO30 are
# provided as a collection of images that need to be mosaicked before use.
# We use this mosaicked DEM for the terrain calculations below.
glo30_collection = ee.ImageCollection('COPERNICUS/DEM/GLO30')
# When mosaicking a DEM collection that will be used for terrain analysis,
# it is best practice to set the mosaic's default projection to the native
# projection of the DEM tiles. If you don't, Earth Engine's default
# projection for mosaics (EPSG:4326 at 1-degree scale) is used, which is
# often too coarse for analysis and can lead to resampling artifacts if
# the result is reprojected to a different CRS during computation.
# See:
# https://developers.google.com/earth-engine/guides/projections#reprojecting
glo30_proj = glo30_collection.first().projection()
glo30_image = (
glo30_collection.select('DEM').mosaic().setDefaultProjection(glo30_proj)
)
# Calculate aspect.
glo30_aspect = ee.Terrain.aspect(glo30_image)
# Display layers.
m.add_layer(glo30_image, elevation_vis, 'GLO30 Elevation', False)
m.add_layer(glo30_aspect, aspect_vis, 'GLO30 Aspect')
m
달리 명시되지 않는 한 이 페이지의 콘텐츠에는 Creative Commons Attribution 4.0 라이선스에 따라 라이선스가 부여되며, 코드 샘플에는 Apache 2.0 라이선스에 따라 라이선스가 부여됩니다. 자세한 내용은 Google Developers 사이트 정책을 참조하세요. 자바는 Oracle 및/또는 Oracle 계열사의 등록 상표입니다.
최종 업데이트: 2026-04-29(UTC)
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