干旱区科学2016,Vol.8Issue(5):734-748,15.DOI:10.1007/s40333-016-0049-0
Modeling spatio-temporal distribution of soil moisture by deep learning-based cellular automata model
Modeling spatio-temporal distribution of soil moisture by deep learning-based cellular automata model
摘要
关键词
soil moisture/soil moisture sensor network/macroscopic cellular automata (MCA)/deep belief network(DBN)/multi-layer perceptron (MLP)/uncertainty assessment/hydropedologyKey words
soil moisture/soil moisture sensor network/macroscopic cellular automata (MCA)/deep belief network(DBN)/multi-layer perceptron (MLP)/uncertainty assessment/hydropedology引用本文复制引用
SONG Xiaodong,ZHANG Ganlin,LIU Feng,LI Decheng,ZHAO Yuguo,YANG Jinling..Modeling spatio-temporal distribution of soil moisture by deep learning-based cellular automata model[J].干旱区科学,2016,8(5):734-748,15.基金项目
This study was supported by the National Natural Science Foundation of China (41130530,91325301,41401237,41571212,41371224),the Jiangsu Province Science Foundation for Youths (BK20141053) and the Field Frontier Program of the Institute of Soil Science,Chinese Academy of Sciences (ISSASIP1624). (41130530,91325301,41401237,41571212,41371224)