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| A data-driven approach to generate past GRACE-like terrestrial water storage solution by calibrating the land surface model simulations 期刊论文
, 2020, 卷号: 143
作者: Jing W.; Di L.; Zhao X.; Yao L.; Xia X.; Liu Y.; Yang J.; Li Y.; Zhou C.
  收藏 | 浏览/下载：31/0 | 提交时间：2020/07/28
Decision trees Digital storage Evapotranspiration Geodetic satellites Groundwater Learning systems Soil moisture Surface measurement Water conservation Water supply Data-driven approach Ensemble learning algorithm Gravity recovery and climate experiment satellites Groundwater storage Land surface modeling Machine learning models Terrestrial water storage Variable importances Learning algorithms |
| 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：28/0 | 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 |
| Snow depth estimation and historical data reconstruction over China based on a random forest machine learning approach 期刊论文
Cryosphere, 2020, 卷号: 14, 期号: 6
作者: Yang J.; Jiang L.; Luojus K.; Pan J.; Lemmetyinen J.; Takala M.; Wu S.
收藏 | 浏览/下载：22/0 | 提交时间：2021/09/01 |
| Comparison of new individual and hybrid machine learning algorithms for modeling and mapping fire hazard: a supplementary analysis of fire hazard in different counties of Golestan Province in Iran 期刊论文
Natural Hazards, 2020, 卷号: 104, 期号: 1
作者: Eskandari S.; Amiri M.; Sãdhasivam N.; Pourghasemi H.R.
收藏 | 浏览/下载：23/0 | 提交时间：2021/09/01
Distance to urban areas (DTU) Effective factors Fire hazard mapping Individual and hybrid modeling Machine learning XGBoost |
| Estimating ground-level PM2.5 using micro-satellite images by a convolutional neural network and random forest approach 期刊论文
ATMOSPHERIC ENVIRONMENT, 2020, 卷号: 230
作者: Zheng T.; Bergin M.H.; Hu S.; Miller J.; Carlson D.E.
收藏 | 浏览/下载：21/0 | 提交时间：2022/01/18
CNN Computer vision Convolutional neural network Fine particulate matter (PM2.5) prediction Random forest RF Satellite imagery |
| Development of roadway link screening model for regional-level near-road air quality analysis: A case study for particulate matter 期刊论文
ATMOSPHERIC ENVIRONMENT, 2020, 卷号: 237
作者: Kim D.; Liu H.; Rodgers M.O.; Guensler R.
收藏 | 浏览/下载：17/0 | 提交时间：2022/01/18
Air quality Near-road dispersion modeling Supervised link screening (SLS) Transportation and air quality conformity |
| Deep-learning GIS hybrid approach in precipitation modeling based on spatio-temporal variables in the coastal zone of Turkey 期刊论文
Climate Research, 2020, 卷号: 81
作者: Apaydin H.; Sattari M.T.
收藏 | 浏览/下载：20/0 | 提交时间：2020/11/23 |
| Characterizing spatial patterns of pine bark beetle outbreaks during the dry and rainy season's in Honduras with the aid of geographic information systems and remote sensing data 期刊论文
, 2020, 卷号: 467
作者: Valdez Vasquez M.C.; Chen C.-F.; Lin Y.-J.; Kuo Y.-C.; Chen Y.-Y.; Medina D.; Diaz K.
收藏 | 浏览/下载：24/0 | 提交时间：2020/07/28
Decision trees Ecology Forestry Geographic information systems Information systems Information use Land surface temperature Radiometers Vegetation Wind Anthropogenic data Ecological and economic Environmental hazards Literature reviews Preliminary analysis Remote sensing data Surface reflectance Vegetation continuous fields Remote sensing algorithm bark beetle coniferous forest ecological impact GIS leaf area index mixed forest MODIS population outbreak remote sensing satellite data spatial analysis Ecology Forestry GIS Information Systems Plants Wind Honduras Dendroctonus Scolytinae |
| Relations of land cover, topography, and climate to fire occurrence in natural regions of Iran: Applying new data mining techniques for modeling and mapping fire danger 期刊论文
, 2020, 卷号: 473
作者: Eskandari S.; Pourghasemi H.R.; Tiefenbacher J.P.
收藏 | 浏览/下载：34/0 | 提交时间：2020/07/28
Agricultural robots Climate models Data mining Decision making Decision trees Forestry Highway administration Land use Learning algorithms Location Managers Maximum likelihood Support vector machines Topography Area under the curves Data mining algorithm Functional data analysis Generalized linear model Maximum likelihood algorithm MODIS satellite images Strategic decision making Topographic wetness index Fires algorithm climate change data acquisition data mining decision making fire forest management forestry modeling GIS land cover land use planning mapping method maximum likelihood analysis MODIS numerical model satellite imagery Sentinel topography Zagros |
| A carbon monitoring system for mapping regional, annual aboveground biomass across the northwestern USA 期刊论文
Environmental Research Letters, 2020, 卷号: 15, 期号: 9
作者: Hudak A.T.; Fekety P.A.; Kane V.R.; Kennedy R.E.; Filippelli S.K.; Falkowski M.J.; Tinkham W.T.; Smith A.M.S.; Crookston N.L.; Domke G.M.; Corrao M.V.; Bright B.C.; Churchill D.J.; Gould P.J.; McGaughey R.J.; Kane J.T.; Dong J.
收藏 | 浏览/下载：35/0 | 提交时间：2020/12/08 |
