Arid
DOI10.1016/j.agwat.2022.107720
Simulation modeling for effective management of irrigation water for winter wheat
Shen, Hongzheng; Wang, Yue; Jiang, Kongtao; Li, Shilei; Huang, Donghua; Wu, Jiujiang; Wang, Yongqiang; Wang, Yangren; Ma, Xiaoyi
通讯作者Ma, XY
来源期刊AGRICULTURAL WATER MANAGEMENT
ISSN0378-3774
EISSN1873-2283
出版年2022
卷号269
英文摘要Lack of water resources, low irrigation efficiency, and inappropriate irrigation decisions severely restrict agricultural production in arid and semi-arid regions. Therefore, rapid and accurate decision-making regarding crop irrigation in real time is necessary. This study optimized irrigation scheduling by using information on different meteorological years and obtained the average soil water content (0-60 cm) before each irrigation, the corresponding irrigation time, and the water available for irrigation. The relative development speed of winter wheat and the amount of water available for irrigation were considered, and a dynamic irrigation water limit model was constructed. Winter wheat field experiments over 3 years (2016-2019) were followed by an evaluation of the regional applicability of the decision support system for the agrotechnology transfer model. A long short-term memory network effectively predicted air temperature and solar radiation; the R-2 and root mean square error values were 0.802-0.964% and 12.53-23.9%, respectively. Public weather forecasts can be used to accurately predict rainfall, with 87.3% and 57% accuracy rates for forecasts of no rain and rain, respectively. Compared with traditional irrigation, the use of this dynamic irrigation lower limit for irrigation forecasting can increase yield and attendant net benefits. When two and three irrigation treatments were applied during the winter wheat growth period, the 3-year average yield increased by 10.3% and 4.4%, respectively, and the net benefit increased by 19.1% and 7.4%, respectively. The proposed method avoids relying on only field experiments to determine the irrigation lower limit and allows for the effective implementation of optimized irrigation schedules and the dynamic correction of irrigation plans in arid and semi-arid areas.
英文关键词Dynamic irrigation lower limit DSSAT model Long short-term memory network Winter wheat Irrigation decision
类型Article
语种英语
收录类别SCI-E
WOS记录号WOS:000876568300004
WOS关键词DEFICIT IRRIGATION ; CERES-WHEAT ; GROWTH ; MAIZE ; YIELD ; CLIMATE ; FUTURE ; FIELD
WOS类目Agronomy ; Water Resources
WOS研究方向Agriculture ; Water Resources
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/391609
推荐引用方式
GB/T 7714
Shen, Hongzheng,Wang, Yue,Jiang, Kongtao,et al. Simulation modeling for effective management of irrigation water for winter wheat[J],2022,269.
APA Shen, Hongzheng.,Wang, Yue.,Jiang, Kongtao.,Li, Shilei.,Huang, Donghua.,...&Ma, Xiaoyi.(2022).Simulation modeling for effective management of irrigation water for winter wheat.AGRICULTURAL WATER MANAGEMENT,269.
MLA Shen, Hongzheng,et al."Simulation modeling for effective management of irrigation water for winter wheat".AGRICULTURAL WATER MANAGEMENT 269(2022).
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