干旱区生态环境知识资源中心(Arid): Evaluation of Soil Rocky Desertification in Karst Region Based on Deep Belief Network

Arid

DOI	10.2478/eces-2023-0016
	Evaluation of Soil Rocky Desertification in Karst Region Based on Deep Belief Network
	Lu, Guan-Yao; Xu, Dan; Meng, Yue
通讯作者	Lu, GY
来源期刊	ECOLOGICAL CHEMISTRY AND ENGINEERING S-CHEMIA I INZYNIERIA EKOLOGICZNA S
ISSN	1898-6196
EISSN	2084-4549
出版年	2023
卷号	30 期号:2 页码:167-173
英文摘要	Dynamic features from remote sensing photos may be successfully extracted using deep learning and symmetric network structure, which can then be used to direct them to carry out accurate classification. The DBN model can more effectively extract features from photos since it uses unsupervised learning. It can be reduced to the many symmetric Restricted Boltmann Machines (RBM) training problem. In this paper, a soil rocky desertification (RD) assessment model based on a deep belief network (DBN) is created in light of the complicated influencing aspects of Karst RD risk assessment encompassing several geographical elements. The model builds upon the conventional RBM framework and incorporates the influence layer of related elements as an auxiliary requirement for retrieving Geographic Information System (GIS) score data. Then, in order to forecast the level of soil rocky desertification, it learns the features of many elements. The experimental results show that the proposed model proposed in this paper has better prediction performance and faster convergence speed, and its classification results for different degrees of RD are more consistent with the actual risk assessment results.
英文关键词	Karst region rocky desertification DBN GIS
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:001033561300003
WOS类目	Environmental Sciences
WOS研究方向	Environmental Sciences & Ecology
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/395898
推荐引用方式 GB/T 7714	Lu, Guan-Yao,Xu, Dan,Meng, Yue. Evaluation of Soil Rocky Desertification in Karst Region Based on Deep Belief Network[J],2023,30(2):167-173.
APA	Lu, Guan-Yao,Xu, Dan,&Meng, Yue.(2023).Evaluation of Soil Rocky Desertification in Karst Region Based on Deep Belief Network.ECOLOGICAL CHEMISTRY AND ENGINEERING S-CHEMIA I INZYNIERIA EKOLOGICZNA S,30(2),167-173.
MLA	Lu, Guan-Yao,et al."Evaluation of Soil Rocky Desertification in Karst Region Based on Deep Belief Network".ECOLOGICAL CHEMISTRY AND ENGINEERING S-CHEMIA I INZYNIERIA EKOLOGICZNA S 30.2(2023):167-173.