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Mapping Maize Area in Heterogeneous Agricultural Landscape with Multi-Temporal Sentinel-1 and Sentinel-2 Images Based on Random Forest 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 15
作者:  Chen, Yansi;  Hou, Jinliang;  Huang, Chunlin;  Zhang, Ying;  Li, Xianghua
收藏  |  浏览/下载:42/0  |  提交时间:2022/04/28
MODIS TIME-SERIES  CROP CLASSIFICATION  LAND-COVER  VEGETATION INDEXES  FEATURE-SELECTION  NDVI DATA  PERFORMANCE  FIELDS  EXTENT  
Combination of Sentinel-2 and PALSAR-2 for Local Climate Zone Classification: A Case Study of Nanchang, China 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 10
作者:  Chen, Chaomin;  Bagan, Hasi;  Xie, Xuan;  La, Yune;  Yamagata, Yoshiki
收藏  |  浏览/下载:23/0  |  提交时间:2022/04/28
LAND-SURFACE TEMPERATURE  URBAN HEAT-ISLAND  RANDOM FOREST CLASSIFICATION  COVER CLASSIFICATION  LIDAR DATA  MULTISPECTRAL DATA  SAR  PERFORMANCE  CITIES  IMAGES  
Monitoring desertification in Mongolia based on Landsat images and Google Earth Engine from 1990 to 2020 期刊论文
ECOLOGICAL INDICATORS, 2021, 卷号: 129
作者:  Meng, Xiaoyu;  Gao, Xin;  Li, Sen;  Li, Shengyu;  Lei, Jiaqiang
收藏  |  浏览/下载:36/0  |  提交时间:2022/04/28
HORQIN SANDY LAND  AEOLIAN DESERTIFICATION  RANDOM FOREST  NORTHERN SHAANXI  MODIS  CLASSIFICATION  DYNAMICS  AREAS  DEGRADATION  ALGORITHM  
Time series remote sensing image classification framework using combination of deep learning and multiple classifiers system 期刊论文
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2021, 卷号: 103
作者:  Dou, Peng;  Shen, Huanfeng;  Li, Zhiwei;  Guan, Xiaobin
收藏  |  浏览/下载:32/0  |  提交时间:2022/04/28
LAND-COVER CLASSIFICATION  NEURAL-NETWORKS  ENSEMBLE  
46-Year (1973-2019) Permafrost Landscape Changes in the Hola Basin, Northeast China Using Machine Learning and Object-Oriented Classification 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 10
作者:  Serban, Raul-David;  Serban, Mihaela;  He, Ruixia;  Jin, Huijun;  Li, Yan;  Li, Xinyu;  Wang, Xinbin;  Li, Guoyu
收藏  |  浏览/下载:47/0  |  提交时间:2022/04/28
LAND-COVER CLASSIFICATION  SUPPORT VECTOR MACHINE  WATER INDEX NDWI  FOREST BIOMASS  IMAGE-ANALYSIS  TIME-SERIES  VEGETATION  FIELD  CLIMATE  AREAS  
Generating high-resolution daily soil moisture by using spatial downscaling techniques: a comparison of six machine learning algorithms 期刊论文
, 2020, 卷号: 141
作者:  Liu Y.;  Jing W.;  Wang Q.;  Xia X.
收藏  |  浏览/下载:32/0  |  提交时间:2020/07/28
Decision trees  Land surface temperature  Learning systems  Nearest neighbor search  Neural networks  Object oriented programming  Soil moisture  Support vector machines  Support vector regression  Surveying  Topography  Vegetation  Classification and regression tree  Correlation coefficient  Digital elevation model  Geographic coordinates  High spatial resolution  K nearest neighbor (KNN)  Machine learning techniques  Normalized difference vegetation index  Learning algorithms  algorithm  comparative study  correlation  data set  digital elevation model  downscaling  machine learning  NDVI  soil moisture  spatial analysis  surface temperature  Australia  China  North America  Qinghai-Xizang Plateau  Spain  
A comprehensive system of definitions of land surface (topographic) curvatures, with implications for their application in geoscience modelling and prediction 期刊论文
Earth Science Reviews, 2020, 卷号: 211
作者:  Minár J.;  Evans I.S.;  Jenčo M.
收藏  |  浏览/下载:29/0  |  提交时间:2021/09/01
Digital terrain analysis  Geomorphometry  Index of slope energy disequilibrium  Land surface curvature  Landscape classification  Natural hazards susceptibility  Natural potential mapping  
A Novel SUHI Referenced Estimation Method for Multicenters Urban Agglomeration using DMSP/OLS Nighttime Light Data 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 卷号: 13
作者:  Li, Jiufeng;  Wang, Fangfang;  Fu, Yingchun;  Guo, Biyun;  Zhao, Yaolong;  Yu, Huafei
收藏  |  浏览/下载:36/0  |  提交时间:2022/06/21
LAND-SURFACE TEMPERATURE  REMOTE-SENSING DATA  HEAT-ISLAND  ANTHROPOGENIC HEAT  RURAL FRINGE  COVER  AREA  TRENDS  CITIES  CLASSIFICATION  
Detecting and modelling alien tree presence using Sentinel-2 satellite imagery in Chile's temperate forests 期刊论文
, 2020, 卷号: 474
作者:  Martin-Gallego P.;  Aplin P.;  Marston C.;  Altamirano A.;  Pauchard A.
收藏  |  浏览/下载:40/0  |  提交时间:2020/07/28
Biodiversity  Conservation  Decision trees  Environmental protection  Random forests  Remote sensing  Satellite imagery  Araucaria araucana  Biological invasion  Classification accuracy  Fragmentation analysis  Fragmented landscapes  Landscape structures  Remote sensing approaches  Temperate forests  Forestry  biodiversity  coniferous tree  detection method  ecological modeling  introduced species  land cover  protected area  satellite imagery  Sentinel  temperate forest  Area  Averages  Biodiversity  Conservation  Coverings  Forestry  Remote Sensing  Trees  Araucania  Chile  Malalcahuello National Reserve  Villarrica National Park  Araucaria araucana  
Land use and cover effects on an ecosystem engineer 期刊论文
, 2020, 卷号: 456
作者:  Duncan S.I.;  Pynne J.T.;  Parsons E.I.;  Fletcher R.J.;  Jr.;  Austin J.D.;  Castleberry S.B.;  Conner L.M.;  Gitzen R.A.;  Barbour M.;  McCleery R.A.
收藏  |  浏览/下载:31/0  |  提交时间:2020/07/28
Conservation  Engineers  Forestry  Land use  Mammals  Population distribution  Citizen science  Integrated modeling  Land cover  Land use and cover change  Longleaf pine ecosystems  Management strategies  Species distribution modeling  Terrestrial landscape  Ecosystems  anthropogenic effect  coniferous forest  conservation planning  ecological modeling  ecosystem engineering  forest canopy  forest ecosystem  forest management  land classification  land cover  land use  land use change  rodent  strategic approach  Conservation  Ecosystems  Engineers  Forestry  Land Use  Mammals  United States  Geomyidae  Geomys pinetis  Mammalia  Pinus palustris