Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1007/s00704-022-04025-4 |
Estimation of Tasuj aquifer response to main meteorological parameter variations under Shared Socioeconomic Pathways scenarios | |
Ghazi, Babak; Jeihouni, Esmaeil; Kisi, Ozgur; Quoc Bao Pham; Durin, Bojan | |
通讯作者 | Ghazi, B |
来源期刊 | THEORETICAL AND APPLIED CLIMATOLOGY
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ISSN | 0177-798X |
EISSN | 1434-4483 |
出版年 | 2022 |
卷号 | 149期号:1-2页码:25-37 |
英文摘要 | In this study, statistical and soft-computing methods are compared in forecasting groundwater levels under Shared Socioeconomic Pathways (SSPs) SSP1-2.6, SSP2-4.5, and SSP5-8.5 from Coupled Model Intercomparison Project Phase 6 (CMIP6) in Tasuj Plain, Iran, for a near future period (2022-2027). A combination of general circulation models (GCMs) was used in the projection of precipitation and temperature in the future period. The estimation of climate variables for 2020-2044 period indicated that the temperature will increase, while the precipitation will decline. In simulation temporal groundwater level, wavelet-nonlinear autoregressive network with exogenous inputs (NARX), autoregressive integrated moving average (ARIMA), and wavelet-adaptive neuro-fuzzy inference system (ANFIS) models were used. The comparison of performance criteria for these models in the simulation of groundwater level demonstrated that the wavelet-NARX model with the R-2 of 0.99 has shown better efficiency. Finally, the simulation of groundwater level through the wavelet-NARX model was carried out for different scenarios. The results indicated that future groundwater levels in Tasuj Plain would continue to decline by 3.12 m, 3.96 m, and 4.79 m, for SSP1-2.6, SSP2-4.5, and SSP5-8.5, respectively. |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:000775866100003 |
WOS关键词 | ARTIFICIAL-INTELLIGENCE MODELS ; GROUNDWATER LEVEL PREDICTION ; SUPPORT VECTOR MACHINE ; NEURAL-NETWORK ; CLIMATE-CHANGE ; TIME-SERIES ; INTERCOMPARISON PROJECT ; SURFACE-WATER ; EARTH SYSTEM ; ARID REGIONS |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/394717 |
推荐引用方式 GB/T 7714 | Ghazi, Babak,Jeihouni, Esmaeil,Kisi, Ozgur,et al. Estimation of Tasuj aquifer response to main meteorological parameter variations under Shared Socioeconomic Pathways scenarios[J],2022,149(1-2):25-37. |
APA | Ghazi, Babak,Jeihouni, Esmaeil,Kisi, Ozgur,Quoc Bao Pham,&Durin, Bojan.(2022).Estimation of Tasuj aquifer response to main meteorological parameter variations under Shared Socioeconomic Pathways scenarios.THEORETICAL AND APPLIED CLIMATOLOGY,149(1-2),25-37. |
MLA | Ghazi, Babak,et al."Estimation of Tasuj aquifer response to main meteorological parameter variations under Shared Socioeconomic Pathways scenarios".THEORETICAL AND APPLIED CLIMATOLOGY 149.1-2(2022):25-37. |
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