IGSNRR OpenIR
retrievalsnowdepthbyartificialneuralnetworkmethodologyfromintegratedamsreandinsitudataacasestudyinqinghaitibetplateau
Yungang Cao1; Xiuchun Yang2; Xiaohua Zhu3
2008
Source Publicationchinesegeographicalscience
ISSN1002-0063
Volume18Issue:4Pages:356
AbstractOn the basis of artificial neural network (ANN) model, this paper presents an algorithm for inversing snow depth with use of AMSR-E (Advanced Microwave Scanning Radiometer-Earth Observing System (EOS)) dataset, i.e., brightness temperature at 18.7 and 36.5GHz in Qinghai-Tibet Plateau during the snow season of 2002-2003. In order to overcome the overfitting problem in ANN modeling, this methodology adopts a Bayesian regularization approach. The experiments are performed to compare the results obtained from the ANN-based algorithm with those obtained from other existing algorithms, i.e., Chang algorithm, spectral polarization difference (SPD) algorithm, and temperature gradient (TG) algorithm. The experimental results show that the presented algorithm has the highest accuracy in estimating snow depth. In addition, the effects of the noises in datasets on model fitting can be decreased due to adopting the Bayesian regularization approach.
Language英语
Funding Project[Central Public Scientific Research Institutes]
Document Type期刊论文
Identifierhttp://ir.igsnrr.ac.cn/handle/311030/77429
Collection中国科学院地理科学与资源研究所
Affiliation1.西南交通大学
2.Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences
3.中国科学院地理科学与资源研究所
Recommended Citation
GB/T 7714
Yungang Cao,Xiuchun Yang,Xiaohua Zhu. retrievalsnowdepthbyartificialneuralnetworkmethodologyfromintegratedamsreandinsitudataacasestudyinqinghaitibetplateau[J]. chinesegeographicalscience,2008,18(4):356.
APA Yungang Cao,Xiuchun Yang,&Xiaohua Zhu.(2008).retrievalsnowdepthbyartificialneuralnetworkmethodologyfromintegratedamsreandinsitudataacasestudyinqinghaitibetplateau.chinesegeographicalscience,18(4),356.
MLA Yungang Cao,et al."retrievalsnowdepthbyartificialneuralnetworkmethodologyfromintegratedamsreandinsitudataacasestudyinqinghaitibetplateau".chinesegeographicalscience 18.4(2008):356.
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