干旱区生态环境知识资源中心(Arid): A Local Field Correlated and Monte Carlo Based Shallow Neural Network Model for Nonlinear Time Series Prediction

Arid

DOI	10.4108/eai.9-8-2016.151634
	A Local Field Correlated and Monte Carlo Based Shallow Neural Network Model for Nonlinear Time Series Prediction
	Zhou, Qingguo; Chen, Huaming; Zhao, Hong; Zhang, Gaofeng; Yong, Jianming; Shen, Jun
通讯作者	Yong, JM
来源期刊	EAI ENDORSED TRANSACTIONS ON SCALABLE INFORMATION SYSTEMS
ISSN	2032-9407
出版年	2016
卷号	3 期号:8
英文摘要	Water resource problems currently are much more important in proper planning especially for arid regions, such as Gansu in China. For agricultural and industrial activities, prediction of groundwater status is critical. As a main branch of neural network, shallow artificial neural network models have been deployed in prediction areas such as groundwater and rainfall since late 1980s. In this paper, artificial neural network (ANN) model within a newly proposed algorithm has been developed for groundwater status forecasting. Having considered previous algorithms for ANN model in time series forecast, this new Monte Carlo based algorithm demonstrated a good result. The experiments of this ANN model in predicting groundwater status were conducted on the Heihe River area dataset, which was curated on the collected data. When compared with its original physical based model, this ANN model was able to achieve a more stable and accurate result. A comparison and an analysis of this ANN model were also presented in this paper.
类型	Article
语种	英语
开放获取类型	DOAJ Gold, Green Published
收录类别	ESCI
WOS记录号	WOS:000407179000004
WOS类目	Computer Science, Information Systems
WOS研究方向	Computer Science
来源机构	兰州大学
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/331855
作者单位	[Zhou, Qingguo; Zhang, Gaofeng] Lanzhou Univ, Sch Informat Sci & Engn, Lanzhou, Peoples R China; [Chen, Huaming; Shen, Jun] Univ Wollongong, Sch Comp & Informat Technol, Wollongong, NSW, Australia; [Zhao, Hong] Xiamen Univ, Dept Phys, Xiamen, Peoples R China; [Yong, Jianming] Univ Southern Queensland, Sch Management & Enterprise, Toowoomba, Qld, Australia
推荐引用方式 GB/T 7714	Zhou, Qingguo,Chen, Huaming,Zhao, Hong,et al. A Local Field Correlated and Monte Carlo Based Shallow Neural Network Model for Nonlinear Time Series Prediction[J]. 兰州大学,2016,3(8).
APA	Zhou, Qingguo,Chen, Huaming,Zhao, Hong,Zhang, Gaofeng,Yong, Jianming,&Shen, Jun.(2016).A Local Field Correlated and Monte Carlo Based Shallow Neural Network Model for Nonlinear Time Series Prediction.EAI ENDORSED TRANSACTIONS ON SCALABLE INFORMATION SYSTEMS,3(8).
MLA	Zhou, Qingguo,et al."A Local Field Correlated and Monte Carlo Based Shallow Neural Network Model for Nonlinear Time Series Prediction".EAI ENDORSED TRANSACTIONS ON SCALABLE INFORMATION SYSTEMS 3.8(2016).