Arid
DOI10.3390/su14126989
Response of Runoff to Meteorological Factors Based on Time-Varying Parameter Vector Autoregressive Model with Stochastic Volatility in Arid and Semi-Arid Area of Weihe River Basin
Zeng, Wenying; Song, Songbai; Kang, Yan; Gao, Xuan; Ma, Rui
通讯作者Song, SB
来源期刊SUSTAINABILITY
EISSN2071-1050
出版年2022
卷号14期号:12
英文摘要This study explores the response characteristics of runoff to the variability of meteorological factors. A modified vector autoregressive (VAR) model is proposed by combining time-varying parameters (TVP) and stochastic volatility (SV). Markov chain Monte Carlo (MCMC) is used to estimate parameters. The TVP-SV-VAR model of daily runoff response to the variability of meteorological factors is established and applied to the daily runoff series from the Linjiacun hydrological station, Shaanxi Province, China. It is found that the posterior estimates of the stochastic volatility of the four variables fluctuate significantly with time, and the variance fluctuations of runoff and precipitation have strong synchronicity. The simultaneous impact of precipitation and evaporation on the pulse of runoff is close to 0. Runoff has a positive impulse response to precipitation, which decreases as the lag time increases, and a negative impulse response to temperature and evaporation with fluctuation. The response speed is precipitation > evaporation > temperature. The TVP-SV-VAR model avoids the hypothesis of homoscedasticity of variance and allows the variance to be randomly variable, which significantly improves the analysis performance. It provides theoretical support for the study of runoff response and water resource management under the conditions of climate change.
英文关键词TVP-SV-VAR model Markov chain Monte Carlo simultaneous impact lag impact Linjiacun hydrological station
类型Article
语种英语
开放获取类型gold
收录类别SCI-E ; SSCI
WOS记录号WOS:000816790300001
WOS关键词CLIMATE-CHANGE IMPACTS ; STREAMFLOW EXTREMES ; SENSITIVITY ; CYCLE
WOS类目Green & Sustainable Science & Technology ; Environmental Sciences ; Environmental Studies
WOS研究方向Science & Technology - Other Topics ; Environmental Sciences & Ecology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/394598
推荐引用方式
GB/T 7714
Zeng, Wenying,Song, Songbai,Kang, Yan,et al. Response of Runoff to Meteorological Factors Based on Time-Varying Parameter Vector Autoregressive Model with Stochastic Volatility in Arid and Semi-Arid Area of Weihe River Basin[J],2022,14(12).
APA Zeng, Wenying,Song, Songbai,Kang, Yan,Gao, Xuan,&Ma, Rui.(2022).Response of Runoff to Meteorological Factors Based on Time-Varying Parameter Vector Autoregressive Model with Stochastic Volatility in Arid and Semi-Arid Area of Weihe River Basin.SUSTAINABILITY,14(12).
MLA Zeng, Wenying,et al."Response of Runoff to Meteorological Factors Based on Time-Varying Parameter Vector Autoregressive Model with Stochastic Volatility in Arid and Semi-Arid Area of Weihe River Basin".SUSTAINABILITY 14.12(2022).
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