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Evaluating potentials and corresponding risks of optimal deficit irrigation strategies under climate change and other sources of uncertainty

机译:在气候变化和其他不确定性因素下评估最佳亏缺灌溉策略的潜力和相应风险

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In this contribution we introduce a stochastic framework for decision support for optimal planning and operation of water supply in irrigation. This consists of: (i) a weather generator for simulating regional impacts of climate change on the basis of IPCC scenarios; (ii) a tailor-made evolutionary optimization algorithm for optimal irrigation scheduling with limited water supply; (iii) a mechanistic model for simulating water transport and crop growth in a sound manner; and (iv) a kernel density estimator for estimating stochastic productivity, profit and demand functions by a nonparametric method. As a result of several simulation/optimization runs within the framework, we present stochastic crop-water production functions (SCWPF) for different crops, which can be used as a basic tool for assessing the impact of climate variability on the risk for the potential yield or, furthermore, for generating maps of uncertainty of yield for specific crops and specific agricultural areas. In addition, micro-economic impacts of climate change and the vulnerability of the agro-ecological systems are discussed. Finally, we show how additional sources of uncertainty (e.g. soil conditions and management) can be included in the new stochastic framework.
机译:在本文中,我们介绍了一种随机框架,用于决策支持,以优化灌溉用水的计划和运行。其中包括:(i)一个天气发生器,用于根据IPCC方案模拟气候变化对区域的影响; (ii)量身定制的进化优化算法,用于在供水有限的情况下优化灌溉计划; (iii)以合理的方式模拟水的运输和作物生长的机械模型; (iv)内核密度估计器,用于通过非参数方法估计随机生产率,利润和需求函数。由于在该框架内进行了多次模拟/优化,我们提出了不同作物的随机作物水生产函数(SCWPF),可用作评估气候变化对潜在单产风险的影响的基本工具。或者,用于生成特定作物和特定农业地区的产量不确定性图。此外,还讨论了气候变化对微观经济的影响以及农业生态系统的脆弱性。最后,我们说明了如何将其他不确定性源(例如土壤条件和管理)纳入新的随机框架。

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