Arid
DOI10.1007/s10812-020-01001-6
Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images
Pi, W.; Du, J.; Liu, H.; Zhu, X.
通讯作者Du, J.
来源期刊JOURNAL OF APPLIED SPECTROSCOPY
ISSN0021-9037
EISSN1573-8647
出版年2020
卷号87期号:2页码:309-318
英文摘要Based on deep learning, a desertification grassland classification (DGC) and three-dimensional convolution neural network (3D-CNN) model is established. The F-norm(2) paradigm is used to reduce the data; the data volume was effectively reduced while ensuring the integrity of the spatial information. Through structure and parameter optimization, the accuracy of the model is further improved by 9.8%, with an overall recognition accuracy of the optimized model greater than 96.16%. Accordingly, high-precision classification of desert grassland features is achieved, informing continued grassland remote sensing research.
英文关键词unmanned aerial vehicle hyperspectral image grassland desertification ground object identification 3D convolutional neural networks
类型Article
语种英语
国家Peoples R China
收录类别SCI-E
WOS记录号WOS:000534719100002
WOS关键词DEEP LEARNING FRAMEWORK
WOS类目Spectroscopy
WOS研究方向Spectroscopy
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/319155
作者单位Inner Mongolia Agr Univ, Mech & Elect Engn Coll, Hohhot, Peoples R China
推荐引用方式
GB/T 7714
Pi, W.,Du, J.,Liu, H.,et al. Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images[J],2020,87(2):309-318.
APA Pi, W.,Du, J.,Liu, H.,&Zhu, X..(2020).Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images.JOURNAL OF APPLIED SPECTROSCOPY,87(2),309-318.
MLA Pi, W.,et al."Desertification Glassland Classification and Three-Dimensional Convolution Neural Network Model for Identifying Desert Grassland Landforms with Unmanned Aerial Vehicle Hyperspectral Remote Sensing Images".JOURNAL OF APPLIED SPECTROSCOPY 87.2(2020):309-318.
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