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One-dimensional solute transport in open channel flow from a stochastic systematic perspective

机译:从随机系统的角度,开放通道流动中的一维溶质运输

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摘要

Solute transport by river and stream flows in natural environment has significant implication on water quality and the transport process is full of uncertainties. In this study, a stochastic one-dimensional solute transport model under uncertain open-channel flow conditions is developed. The proposed solute transport model is developed by upscaling the stochastic partial differential equations through their one-to-one correspondence to the nonlocal Lagrangian-Eulerian Fokker-Planck equations. The resulting Fokker-Planck equation is a linear and deterministic differential equation, and this equation can provide a comprehensive probabilistic description of the spatiotemporal evolutionary probability distribution of the underlying solute transport process by one single numerical realization, rather than requiring thousands of simulations in the Monte Carlo simulation. Consequently, the ensemble behavior of the solute transport process can also be obtained based on the probability distribution. To illustrate the capabilities of the proposed stochastic solute transport model, various steady and unsteady uncertain flow conditions are applied. The Monte Carlo simulation with stochastic Saint-Venant flow and solute transport model is used to provide the stochastic flow field for the solute transport process, and further to validate the numerical solute transport results provided by the derived Fokker-Planck equations. The comparison of the numerical results by the Monte Carlo simulation and the Fokker-Planck equation approach indicated that the proposed model can adequately characterize the ensemble behavior of the solute transport process under uncertain flow conditions via the evolutionary probability distribution in space and time of the transport process.
机译:通过河流和溪流流动自然环境的溶质运输对水质具有显着意义,运输过程充满了不确定性。在本研究中,开发了在不确定的开放式流动条件下的随机一维溶质运输模型。所提出的溶质运输模型是通过与非本体对非本体拉格朗日 - 欧拉·普罗克斯方程上的一对一的对应升高随机偏微分方程而开发的。由此产生的Fokker-Planck方程是线性和确定性微分方程,并且该等式可以通过单一数值实现来提供底层溶质运输过程的时空进化概率分布的综合概率描述,而不是要求蒙特数千次模拟卡洛仿真。因此,还可以基于概率分布获得溶质运输过程的集合行为。为了说明所提出的随机溶质运输模型的能力,施加各种稳态和不稳定的不确定流动条件。使用随机圣腔流量和溶质传输模型的蒙特卡罗模拟用于为溶质转运过程提供随机流动场,进一步验证由衍生的Fokker-Planck方程提供的数值溶质转运结果。由蒙特卡罗模拟的数值结果和Fokker-Planck方程方法的比较表明,所提出的模型可以通过运输空间和时间的进化概率分布来充分表征溶质运输过程的集合行为过程。

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