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Model Construction and System Design of Natural Grassland-Type Recognition Based on Deep Learning
期刊论文
REMOTE SENSING, 2023, 卷号: 15, 期号: 4
Authors:
Xiu, Yangjing
;
Ge, Jing
;
Hou, Mengjing
;
Feng, QS(冯琦胜)
;
Liang, TG(梁天刚)
;
Guo, Rui
;
Chen, Jigui
;
Wang, Qing
Favorite
  |  
  
Submit date:2023/04/12
grassland-type recognition
field grassland images
PyTorch
transfer learning
recognition system
Model Construction and System Design of Natural Grassland-Type Recognition Based on Deep Learning
期刊论文
Remote Sensing, 2023, 卷号: 15, 期号: 4
Authors:
Xiu, Yangjing
;
Ge, Jing
;
Hou, Mengjing
;
Feng, QS(冯琦胜)
;
Liang, TG(梁天刚)
;
Guo, Rui
;
Chen, Jigui
;
Wang, Qing
Favorite
  |  
  
Submit date:2023/04/12
Deep learning
Image enhancement
Image recognition
Large dataset
Learning systems
Meteorology
Transfer learning
Web crawler
Field grassland image
Grassland resource
Grassland types
Grassland-type recognition
Learning rates
Model construction
Pytorch
Recognition accuracy
Recognition systems
Transfer learning
Model Construction and System Design of Natural Grassland-Type Recognition Based on Deep Learning
期刊论文
Remote Sensing, 2023, 卷号: 15, 期号: 4
Authors:
Xiu, Yangjing
;
Ge, Jing
;
Hou, Mengjing
;
Feng, QS(冯琦胜)
;
Liang, TG(梁天刚)
;
Guo, Rui
;
Chen, Jigui
;
Wang, Qing
Favorite
  |  
  
Submit date:2023/05/25
Deep learning
Image enhancement
Image recognition
Large dataset
Learning systems
Meteorology
Transfer learning
Web crawler
Field grassland image
Grassland resource
Grassland types
Grassland-type recognition
Learning rates
Model construction
Pytorch
Recognition accuracy
Recognition systems
Transfer learning
Model Construction and System Design of Natural Grassland-Type Recognition Based on Deep Learning
期刊论文
Remote Sensing, 2023, 卷号: 15, 期号: 4
Authors:
Xiu, Yangjing
;
Ge, Jing
;
Hou, Mengjing
;
Feng, QS(冯琦胜)
;
Liang, TG(梁天刚)
;
Guo, Rui
;
Chen, Jigui
;
Wang, Qing
Favorite
  |  
  
Submit date:2023/07/18
Deep learning
Image enhancement
Image recognition
Large dataset
Learning systems
Meteorology
Transfer learning
Web crawler
Field grassland image
Grassland resource
Grassland types
Grassland-type recognition
Learning rates
Model construction
Pytorch
Recognition accuracy
Recognition systems
Transfer learning
基于机器学习的青藏高原天然草地盖度时空变化特征研究
期刊论文
草地学报, 2022, 页码: 1-12
Authors:
孟新月
;
葛静
;
侯蒙京
;
冯琦胜
;
金哲人
;
高金龙
;
梁天刚
Favorite
  |  
  
Submit date:2022/11/08
草地盖度
随机森林
MODIS
变量筛选
Spatiotemporal dynamics of grassland aboveground biomass and its driving factors in North China over the past 20 years
期刊论文
Science of the Total Environment, 2022, 卷号: 826
Authors:
Ge, Jing
;
Hou, Mengjing
;
Liang, TG(梁天刚)
;
Feng, QS(冯琦胜)
;
Meng, Xinyue
;
Liu, Jie
;
Bao, Xuying
;
Gao, Hongyuan
Favorite
  |  
  
Submit date:2022/03/18
Agriculture
Climate models
Decision trees
Learning algorithms
Neural networks
Remote sensing
Spatial distribution
Support vector machines
Time series analysis
Topography
Aboveground biomass
Biomass dynamics
Biomass models
Driving factors
Future trends
Grassland aboveground biomass
Model assessment
North China
Remote-sensing
Spatio-temporal dynamics
Grassland AGB
Spatiotemporal dynamics
Climate change
Spatiotemporal dynamics of grassland aboveground biomass and its driving factors in North China over the past 20 years
期刊论文
SCIENCE OF THE TOTAL ENVIRONMENT, 2022, 卷号: 826
Authors:
Ge, Jing
;
Hou, Mengjing
;
Liang, TG(梁天刚)
;
Feng, QS(冯琦胜)
;
Meng, Xinyue
;
Liu, Jie
;
Bao, Xuying
;
Gao, Hongyuan
Favorite
  |  
  
Submit date:2022/11/08
Decision trees
Agriculture
Time series analysis
Dynamics
Neural networks
Remote sensing
Support vector machines
Learning algorithms
Topography
Spatial distribution
Climate models
Aboveground biomass
Biomass dynamics
Biomass models
Driving factors
Future trends
Grassland aboveground biomass
Model assessment
North China
Remote-sensing
Spatio-temporal dynamics
Estimating the Forage Neutral Detergent Fiber Content of Alpine Grassland in the Tibetan Plateau Using Hyperspectral Data and Machine Learning Algorithms
期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 60, 页码: 1-17
Authors:
Liu, Jie
;
Feng, QS(冯琦胜)
;
Liang, TG(梁天刚)
;
Yin, Jianpeng
;
Gao, JL(高金龙)
;
Ge, Jing
;
Hou, Mengjing
;
Wu, CX(吴彩霞)
;
Li, WL(李文龙)
Favorite
  |  
  
Submit date:2022/04/20
Biological system modeling
Monitoring
Hyperspectral imaging
Radio frequency
Support vector machines
Machine learning algorithms
Indexes
Alpine grassland
hyperspectral remote sensing
machine learning
neutral detergent fiber (NDF)
Agriculture
Bioinformatics
Decision trees
Finite difference method
Infrared radiation
Learning algorithms
Mean square error
Metadata
Neural networks
Remote sensing
Spectroscopy
Alpine grasslands
Environmental factors
Hyperspectral remote sensing
Index
Neutral detergent fiber
Neutral detergent fiber .
Radiofrequencies
Support vectors machine
Mapping the Forage Nitrogen-Phosphorus Ratio Based on Sentinel-2 MSI Data and a Random Forest Algorithm in an Alpine Grassland Ecosystem of the Tibetan Plateau
期刊论文
REMOTE SENSING, 2020, 卷号: 12, 期号: 18
Authors:
Gao, JL(高金龙)
;
Liu, Jie
;
Liang, TG(梁天刚)
;
Hou, Mengjing
;
Ge, Jing
;
Feng, QS(冯琦胜)
;
Wu, CX(吴彩霞)
;
Li, WL(李文龙)
Favorite
  |  
  
Submit date:2020/12/16
forage nutrition
spectral bands
red-edge
vegetation indices
multispectral
Potential of hyperspectral data and machine learning algorithms to estimate the forage carbon-nitrogen ratio in an alpine grassland ecosystem of the Tibetan Plateau
期刊论文
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2020, 卷号: 163, 页码: 362-374
Authors:
Gao, JL(高金龙)
;
Liang, TG(梁天刚)
;
Liu, Jie
;
Yin, Jianpeng
;
Ge, Jing
;
Hou, Mengjing
;
Feng, QS(冯琦胜)
;
Wu, CX(吴彩霞)
;
Xie, Hongjie
Favorite
  |  
  
Submit date:2020/06/01
Forage nutrition
Random forest
Absorption bands
Estimation model
Growth stage