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AQUIFER PARAMETER IDENTIFICATION WITH SIMULATED ANNEALING ALGORITHM AND ITS APPLICATION

机译:模拟退火算法的含水层参数识别及其应用

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摘要

A new approach to parameter estimation in groundwater hydrology is developed by using simulated annealing algorithm. Based on the information from the observed water heads and calculated water heads, an objective function for inverse problem is proposed. The inverse problem of parameter identification is formulated as an optimization problem. Simulated annealing has the ability of probabilistic hill-climbing and is presented to identify the transmissivity and storage coefficient for a two-dimensional, unsteady state groundwater flow model. The ill-posedness of the inverse problem as characterized by instability and non-uniqueness is overcome by using computational intelligence. Compared with gradient-based optimization methods, simulated annealing algorithm is a global search algorithm and can find parameter set in a stable manner. A numerical example and a practical engineering application example are used to demonstrate the efficiency of simulated annealing algorithm.
机译:利用模拟退火算法,开发了一种新的地下水水文参数估计方法。基于观测水头和计算水头的信息,提出了反问题的目标函数。参数识别的反问题被表述为优化问题。模拟退火具有概率爬山的能力,并被提出来识别二维非稳态地下水流模型的透射率和储水系数。通过使用计算智能可以克服以不稳定性和非唯一性为特征的反问题的不适定性。与基于梯度的优化方法相比,模拟退火算法是一种全局搜索算法,可以稳定地找到参数集。数值算例和实际工程应用实例说明了模拟退火算法的有效性。

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