Wavelet and adaptive neuro-fuzzy inference system conjunction model for groundwater level predicting in a coastal aquifer (SCI)
文献类型：期刊论文
| 作者 | Wen X. H.; Feng Q.; Yu H. J.; Wu J.; Si J. H.; Chang Z. Q.; Xi H. Y. |
| 刊名 | Neural Computing & Applications
 |
| 出版日期 | 2015 |
| 卷号 | 26期号:5页码:1203-1215 |
| 英文摘要 | Accurately predicting groundwater level (GWL) fluctuations is one of the most important issues for managing groundwater resources. In this study, the feasibility of predicting weekly GWL fluctuations in a coastal aquifer using the wavelet-adaptive neuro-fuzzy inference system (WANFIS) was investigated. WANFIS was a conjunction model that combined discrete wavelet transform and adaptive neuro-fuzzy inference system (ANFIS). GWL data of two wells located in the coastal aquifer of eastern Laizhou bay, China, were used to establish WANFIS model. The performances of WANFIS model, along with ANFIS model, were assessed in terms of the following statistical indices, such as coefficient of correlation (R), root mean square error, and mean absolute relative error. Compared with the best ANFIS models, the best WANFIS model gave a better prediction. Moreover, it was found that wavelet transform positively affected the ANFIS's predicting ability. In addition, the WANFIS model was also found to be superior to the best ANN model. This study indicated that WANFIS model was preferable and could be applied successfully due to its high accuracy and reliability for predicting GWL. |
| 收录类别 | SCI |
| 语种 | 英语 |
| 源URL | [http://ir.casnw.net/handle/362004/27303]  |
| 专题 | 寒区旱区环境与工程研究所_中科院寒区旱区环境与工程研究所（未分类）_期刊论文 |
| 推荐引用方式 GB/T 7714 | Wen X. H.,Feng Q.,Yu H. J.,et al. Wavelet and adaptive neuro-fuzzy inference system conjunction model for groundwater level predicting in a coastal aquifer (SCI)[J]. Neural Computing & Applications,2015,26(5):1203-1215. |
| APA | Wen X. H..,Feng Q..,Yu H. J..,Wu J..,Si J. H..,...&Xi H. Y..(2015).Wavelet and adaptive neuro-fuzzy inference system conjunction model for groundwater level predicting in a coastal aquifer (SCI).Neural Computing & Applications,26(5),1203-1215. |
| MLA | Wen X. H.,et al."Wavelet and adaptive neuro-fuzzy inference system conjunction model for groundwater level predicting in a coastal aquifer (SCI)".Neural Computing & Applications 26.5(2015):1203-1215. |
入库方式： OAI收割
来源：寒区旱区环境与工程研究所
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