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Deep Learning for Vegetation Health Forecasting: A Case Study in Kenya 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2022, 卷号: 14, 期号: 3
作者:  Lees, Thomas;  Tseng, Gabriel;  Atzberger, Clement;  Reece, Steven;  Dadson, Simon
收藏  |  浏览/下载：16/0  |  提交时间：2022/03/17
machine learning  deep learning  drought  vegetation health  
Fine-scale detection of vegetation in semi-arid mountainous areas with focus on riparian landscapes using Sentinel-2 and UAV data 期刊论文
发表期刊: COMPUTERS AND ELECTRONICS IN AGRICULTURE. 出版年: 2020, 卷号: 177
作者:  Daryaei, Ardalan;  Sohrabi, Hormoz;  Atzberger, Clement;  Immitzer, Markus
收藏  |  浏览/下载：8/0  |  提交时间：2021/01/07
Sentinel-2  UAV  Random forest classification  Mono- and multi-temporal  Riparian landscapes  
A Mixed Model Approach to Vegetation Condition Prediction Using Artificial Neural Networks (ANN): Case of Kenya's Operational Drought Monitoring 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2019, 卷号: 11, 期号: 9
作者:  Adede, Chrisgone;  Oboko, Robert;  Wagacha, Peter Waiganjo;  Atzberger, Clement
收藏  |  浏览/下载：9/0  |  提交时间：2019/11/29
general additive model  drought risk management  early warning system  model selection  overfitting  cross-validation  
Ensemble approach for potential habitat mapping of invasive Prosopis spp. in Turkana, Kenya 期刊论文
发表期刊: ECOLOGY AND EVOLUTION. 出版年: 2018, 卷号: 8, 期号: 23, 页码: 11921-11931
作者:  Ng, Wai-Tim;  de Oliveira Silva, Alexsandro Candido;  Rima, Purity;  Atzberger, Clement;  Immitzer, Markus
收藏  |  浏览/下载：4/0  |  提交时间：2019/11/29
ensemble modeling  expert knowledge  invasive alien species  Prosopis  species distribution modeling  
MAPPING PROSOPIS JULIFLORA IN WEST SOMALILAND WITH LANDSAT 8 SATELLITE IMAGERY AND GROUND INFORMATION 期刊论文
发表期刊: LAND DEGRADATION & DEVELOPMENT. 出版年: 2017, 卷号: 28, 期号: 2, 页码: 494-506
作者:  Meroni, Michele;  Ng, Wai-Tim;  Rembold, Felix;  Leonardi, Ugo;  Atzberger, Clement;  Gadain, Hussein;  Shaiye, Muse
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/29
invasive alien species  Prosopis juliflora  mapping  remote sensing  Landsat 8  Somaliland  
Assessing the Potential of Sentinel-2 and Pleiades Data for the Detection of Prosopis and Vachellia spp. in Kenya 期刊论文
发表期刊: REMOTE SENSING. 出版年: 2017, 卷号: 9, 期号: 1
作者:  Ng, Wai-Tim;  Rima, Purity;  Einzmann, Kathrin;  Immitzer, Markus;  Atzberger, Clement;  Eckert, Sandra
收藏  |  浏览/下载：4/0  |  提交时间：2019/11/29
Prosopis  Vachellia  object-based classification  Random Forest (RF)  Sentinel-2  Pleiades  invasive plant species  East Africa  
Mapping Prosopis spp. with Landsat 8 data in arid environments: Evaluating effectiveness of different methods and temporal imagery selection for Hargeisa, Somaliland 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION. 出版年: 2016, 卷号: 53, 页码: 76-89
作者:  Ng, Wai-Tim;  Meroni, Michele;  Immitzer, Markus;  Boeck, Sebastian;  Leonardi, Ugo;  Rembold, Felix;  Gadain, Hussein;  Atzberger, Clement
Adobe PDF(11957Kb)  |  收藏  |  浏览/下载：19/14  |  提交时间：2019/11/29
Prosopis spp.  Invasive species  Random forest classifier  OBIA  
Comparison of the Landsat Surface Reflectance Climate Data Record (CDR) and manually atmospherically corrected data in a semi-arid European study area 期刊论文
发表期刊: INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION. 出版年: 2015, 卷号: 42, 页码: 1-10
作者:  Vuolo, Francesco;  Mattiuzzi, Matteo;  Atzberger, Clement
收藏  |  浏览/下载：3/0  |  提交时间：2019/11/29
Landsat CDR  Surface reflectance  Atmospheric correction  ATCOR-2  Site-specific tuning  
Mapping areas invaded by Prosopis juliflora in Somaliland with Landsat 8 imagery 会议论文
会议名称: Conference on Remote Sensing for Agriculture, Ecosystems, and Hydrology XVII part of the International Symposium on Remote Sensing. 会议地点: Toulouse, FRANCE. 会议日期: SEP 22-24, 2015
作者:  Rembold, Felix;  Leonardi, Ugo;  Ng, Wai-Tim;  Gadain, Hussein;  Meroni, Michele;  Atzberger, Clement
收藏  |  浏览/下载：8/0  |  提交时间：2019/12/09
Remote sensing  Prosopis juliflora  invasive species  Somaliland  
Mapping areas invaded by Prosopis juliflora in Somaliland with Landsat 8 imagery 会议论文
会议名称: Conference on Remote Sensing for Agriculture, Ecosystems, and Hydrology XVII part of the International Symposium on Remote Sensing. 会议地点: Toulouse, FRANCE. 会议日期: SEP 22-24, 2015
作者:  Rembold, Felix;  Leonardi, Ugo;  Ng, Wai-Tim;  Gadain, Hussein;  Meroni, Michele;  Atzberger, Clement
收藏  |  浏览/下载：2/0  |  提交时间：2019/12/09
Remote sensing  Prosopis juliflora  invasive species  Somaliland