Earth Engine은 공유 컴퓨팅 리소스를 보호하고 모든 사용자에게 안정적인 성능을 보장하기 위해
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의견 보내기
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 input이미지 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
의견 보내기
달리 명시되지 않는 한 이 페이지의 콘텐츠에는 Creative Commons Attribution 4.0 라이선스 에 따라 라이선스가 부여되며, 코드 샘플에는 Apache 2.0 라이선스 에 따라 라이선스가 부여됩니다. 자세한 내용은 Google Developers 사이트 정책 을 참조하세요. 자바는 Oracle 및/또는 Oracle 계열사의 등록 상표입니다.
최종 업데이트: 2026-04-29(UTC)
의견을 전달하고 싶나요?
[[["이해하기 쉬움","easyToUnderstand","thumb-up"],["문제가 해결됨","solvedMyProblem","thumb-up"],["기타","otherUp","thumb-up"]],[["필요한 정보가 없음","missingTheInformationINeed","thumb-down"],["너무 복잡함/단계 수가 너무 많음","tooComplicatedTooManySteps","thumb-down"],["오래됨","outOfDate","thumb-down"],["번역 문제","translationIssue","thumb-down"],["샘플/코드 문제","samplesCodeIssue","thumb-down"],["기타","otherDown","thumb-down"]],["최종 업데이트: 2026-04-29(UTC)"],[],[]]