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Journal Articles

Monthly precipitation prediction based on the EMD–VMD–LSTM coupled model

Open Access
Shaolei Guo, Shifeng Sun, Xianqi Zhang, Haiyang Chen, Haiyang Li
Water Supply (2023) 23 (11): 4742–4758.
DOI: https://doi.org/10.2166/ws.2023.275
Date Online: 24 October 2023
View articletitled, Monthly precipitation prediction based on the EMD–VMD–LSTM coupled model View PDF for article titled, Monthly precipitation prediction based on the EMD–VMD–LSTM coupled model
Journal Articles

Precipitation prediction based on CEEMDAN–VMD–BILSTM combined quadratic decomposition model

Open Access
Xianqi Zhang, Jingwen Shi, Haiyang Chen, Yimeng Xiao, Minghui Zhang
Water Supply (2023) 23 (9): 3597–3613.
DOI: https://doi.org/10.2166/ws.2023.212
Date Online: 19 August 2023
View articletitled, Precipitation prediction based on CEEMDAN–VMD–BILSTM combined quadratic decomposition model View PDF for article titled, Precipitation prediction based on CEEMDAN–VMD–BILSTM combined quadratic decomposition model
Journal Articles

Study on the simulation of reservoir water environment and the optimization of ecological water replenishment effect: Taking Luhun Reservoir as an example

Open Access
Shaolei Guo, Yihao Wen, Xianqi Zhang
Water Supply (2023) 23 (8): 3078–3096.
DOI: https://doi.org/10.2166/ws.2023.197
Date Online: 03 August 2023
View articletitled, Study on the simulation of reservoir water environment and the optimization of ecological water replenishment effect: Taking Luhun Reservoir as an example View PDF for article titled, Study on the simulation of reservoir water environment and the optimization of ecological water replenishment effect: Taking Luhun Reservoir as an example
Journal Articles

Rainfall prediction in coastal hilly areas based on VMD–RSA–DNC

Open Access
Xianqi Zhang, Qiuwen Yin, Fang Liu, Haiyang Li, Haiyang Chen
Water Supply (2023) 23 (8): 3359–3376.
DOI: https://doi.org/10.2166/ws.2023.191
Date Online: 31 July 2023
View articletitled, Rainfall prediction in coastal hilly areas based on VMD–RSA–DNC View PDF for article titled, Rainfall prediction in coastal hilly areas based on VMD–RSA–DNC
Journal Articles

Forecasting of runoff in the lower Yellow River based on the CEEMDAN–ARIMA model

Open Access
Minghui Zhang, Xianqi Zhang, Wenbao Qiao, Yaohui Lu, Haiyang Chen
Water Supply (2023) 23 (3): 1434–1450.
DOI: https://doi.org/10.2166/ws.2023.048
Date Online: 17 February 2023
View articletitled, Forecasting of runoff in the lower Yellow River based on the CEEMDAN–ARIMA model View PDF for article titled, Forecasting of runoff in the lower Yellow River based on the CEEMDAN–ARIMA model
Journal Articles

Flow prediction in the lower Yellow River based on CEEMDAN-BILSTM coupled model

Open Access
Xianqi Zhang, Wenbao Qiao, Jiafeng Huang, Jingwen Shi, Minghui Zhang
Water Supply (2023) 23 (1): 396–409.
DOI: https://doi.org/10.2166/ws.2022.426
Date Online: 16 December 2022
View articletitled, Flow prediction in the lower Yellow River based on CEEMDAN-BILSTM coupled model View PDF for article titled, Flow prediction in the lower Yellow River based on CEEMDAN-BILSTM coupled model
Journal Articles

Research on precipitation prediction based on a complete ensemble empirical mode decomposition with adaptive noise–long short-term memory coupled model

Open Access
Shaolei Guo, Yihao Wen, Xianqi Zhang, Guoyu Zhu, Jiafeng Huang
Water Supply (2022) 22 (12): 9061–9072.
DOI: https://doi.org/10.2166/ws.2022.412
Date Online: 05 December 2022
View articletitled, Research on precipitation prediction based on a complete ensemble empirical mode decomposition with adaptive noise–long short-term memory coupled model View PDF for article titled, Research on precipitation prediction based on a complete ensemble empirical mode decomposition with adaptive noise–long short-term memory coupled model
Journal Articles

Study of regional monthly precipitation based on CEEMD-BILSTM coupled model

Open Access
Xianqi Zhang, Jingwen Shi, Guoyu Zhu, Yimeng Xiao, Haiyang Chen
Water Supply (2022) 22 (11): 8036–8049.
DOI: https://doi.org/10.2166/ws.2022.321
Date Online: 07 September 2022
View articletitled, Study of regional monthly precipitation based on CEEMD-BILSTM coupled model View PDF for article titled, Study of regional monthly precipitation based on CEEMD-BILSTM coupled model
Journal Articles

A seasonal ARIMA model based on the gravitational search algorithm (GSA) for runoff prediction

Open Access
Xianqi Zhang, Xilong Wu, Guoyu Zhu, Xiaobin Lu, Kai Wang
Water Supply (2022) 22 (8): 6959–6977.
DOI: https://doi.org/10.2166/ws.2022.263
Date Online: 13 July 2022
View articletitled, A seasonal ARIMA model based on the gravitational search algorithm (GSA) for runoff prediction View PDF for article titled, A seasonal ARIMA model based on the gravitational search algorithm (GSA) for runoff prediction
Journal Articles

Annual runoff forecast based on a combined EEMD-ARIMA model

Open Access
Xianqi Zhang, Yaohui Lu, Guoyu Zhu, Xilong Wu, Dong Zhao ...
Water Supply (2022) 22 (8): 6807–6820.
DOI: https://doi.org/10.2166/ws.2022.262
Date Online: 12 July 2022
View articletitled, Annual runoff forecast based on a combined EEMD-ARIMA model View PDF for article titled, Annual runoff forecast based on a combined EEMD-ARIMA model
Journal Articles

A new groundwater depth prediction model based on EMD-LSTM

Open Access
Xianqi Zhang, Haiyang Chen, Guoyu Zhu, Dong Zhao, Bingsen Duan
Water Supply (2022) 22 (6): 5974–5988.
DOI: https://doi.org/10.2166/ws.2022.230
Date Online: 09 June 2022
FIGURES | View All (9)
View articletitled, A new groundwater depth prediction model based on EMD-LSTM View PDF for article titled, A new groundwater depth prediction model based on EMD-LSTM
Journal Articles

Analysis of precipitation characteristics and changes of drought and flood disasters on Anhui Province between 1961 and 2020, based on time series

Open Access
Xianqi Zhang, Dong Zhao, Yue Zhao, Yihao Wen
Water Supply (2022) 22 (5): 5265–5280.
DOI: https://doi.org/10.2166/ws.2022.178
Date Online: 20 April 2022
FIGURES | View All (12)
View articletitled, Analysis of precipitation characteristics and changes of drought and flood disasters on Anhui Province between 1961 and 2020, based on time series View PDF for article titled, Analysis of precipitation characteristics and changes of drought and flood disasters on Anhui Province between 1961 and 2020, based on time series
Journal Articles

A novel rainfall prediction model based on CEEMDAN-PSO-ELM coupled model

Open Access
Xianqi Zhang, Dong Zhao, Tao Wang, Xilong Wu, Bingsen Duan
Water Supply (2022) 22 (4): 4531–4543.
DOI: https://doi.org/10.2166/ws.2022.115
Date Online: 28 February 2022
FIGURES | View All (9)
View articletitled, A novel rainfall prediction model based on CEEMDAN-PSO-ELM coupled model View PDF for article titled, A novel rainfall prediction model based on CEEMDAN-PSO-ELM coupled model
Journal Articles

A new precipitation forecast method based on CEEMD-WTD-GRU

Open Access
Xianqi Zhang, Bingsen Duan, Shaoyu He, Xilong Wu, Dong Zhao
Water Supply (2022) 22 (4): 4120–4132.
DOI: https://doi.org/10.2166/ws.2022.037
Date Online: 02 February 2022
FIGURES | View All (10)
View articletitled, A new precipitation forecast method based on CEEMD-WTD-GRU View PDF for article titled, A new precipitation forecast method based on CEEMD-WTD-GRU
Journal Articles

Precipitation forecast based on CEEMD–LSTM coupled model

Open Access
Xianqi Zhang, Xilong Wu, Shaoyu He, Dong Zhao
Water Supply (2021) 21 (8): 4641–4657.
DOI: https://doi.org/10.2166/ws.2021.237
Date Online: 23 July 2021
FIGURES | View All (9)
View articletitled, Precipitation forecast based on CEEMD–LSTM coupled model View PDF for article titled, Precipitation forecast based on CEEMD–LSTM coupled model
Journal Articles

Prediction of runoff in the upper Yangtze River based on CEEMDAN-NAR model

Open Access
Xianqi Zhang, Zhiwen Zheng, Kai Wang
Water Supply (2021) 21 (7): 3307–3318.
DOI: https://doi.org/10.2166/ws.2021.121
Date Online: 26 April 2021
FIGURES | View All (10)
View articletitled, Prediction of runoff in the upper Yangtze River based on CEEMDAN-NAR model View PDF for article titled, Prediction of runoff in the upper Yangtze River based on CEEMDAN-NAR model
Journal Articles

Suspended sediment concentration forecast based on CEEMDAN-GRU model

Free
Xianqi Zhang, Yang Yang
Water Supply (2020) 20 (5): 1787–1798.
DOI: https://doi.org/10.2166/ws.2020.087
Date Online: 11 May 2020
FIGURES | View All (6)
View articletitled, Suspended sediment concentration forecast based on CEEMDAN-GRU model View PDF for article titled, Suspended sediment concentration forecast based on CEEMDAN-GRU model
Journal Articles

Annual precipitation analysis and forecasting – taking Zhengzhou as an example

Free
Wei Tuo, Xianqi Zhang, Chao Song, Dengkui Hu, Tianyi Liang
Water Supply (2020) 20 (5): 1604–1616.
DOI: https://doi.org/10.2166/ws.2020.067
Date Online: 20 April 2020
FIGURES | View All (8)
View articletitled, Annual precipitation analysis and forecasting – taking Zhengzhou as an example View PDF for article titled, Annual precipitation analysis and forecasting – taking Zhengzhou as an example