Arid
DOI10.1007/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
ISSN0177-798X
EISSN1434-4483
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
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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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