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首页> 外文期刊>Theoretical and applied climatology >New alternatives for reference evapotranspiration estimation in West Africa using limited weather data and ancillary data supply strategies.
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New alternatives for reference evapotranspiration estimation in West Africa using limited weather data and ancillary data supply strategies.

机译:使用有限的天气数据和辅助数据提供策略,在西非进行参考蒸散量估算的新方法。

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摘要

Accurate estimation of reference evapotranspiration (ET (0) ) is essential for the computation of crop water requirements, irrigation scheduling, and water resources management. In this context, having a battery of alternative local calibrated ET (0) estimation methods is of great interest for any irrigation advisory service. The development of irrigation advisory services will be a major breakthrough for West African agriculture. In the case of many West African countries, the high number of meteorological inputs required by the Penman-Monteith equation has been indicated as constraining. The present paper investigates for the first time in Ghana, the estimation ability of artificial intelligence-based models (Artificial Neural Networks (ANNs) and Gene Expression Programing (GEPs)), and ancillary/external approaches for modeling reference evapotranspiration (ET (0) ) using limited weather data. According to the results of this study, GEPs have emerged as a very interesting alternative for ET (0) estimation at all the locations of Ghana which have been evaluated in this study under different scenarios of meteorological data availability. The adoption of ancillary/external approaches has been also successful, moreover in the southern locations. The interesting results obtained in this study using GEPs and some ancillary approaches could be a reference for future studies about ET (0) estimation in West Africa.
机译:准确估算参考蒸散量(ET(0))对于计算作物需水量,灌溉计划和水资源管理至关重要。在这种情况下,对于任何灌溉咨询服务而言,拥有一系列替代的本地校准ET(0)估算方法都是非常重要的。灌溉咨询服务的发展将是西非农业的重大突破。对于许多西非国家而言,Penman-Monteith方程所需的大量气象输入已显示为约束。本文首次在加纳研究基于人工智能的模型(人工神经网络(ANN)和基因表达编程(GEPs))的估计能力,以及为参考蒸散量(ET(0)建模的辅助/外部方法)使用有限的天气数据。根据这项研究的结果,GEP已成为加纳所有地点ET(0)估计的一种非常有趣的替代方法,该方法已在本研究中在不同气象数据可用性情况下进行了评估。此外,在南部地区,采用辅助/外部方法也很成功。使用GEP和一些辅助方法在这项研究中获得的有趣结果可能为将来在西非进行的ET(0)估计研究提供参考。

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