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A stochastic model for electrodeposition process with applications in filtering and boundary control

机译:电沉积过程的随机模型及其在滤波和边界控制中的应用

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摘要

Electrodeposition is a complex partially observed mass-transfer process driven by several surface reactions without exact model. In this article, the process uncertainties are described by a finite number of Wiener processes in a stochastic model applied in the filtering and control problems. These problems are solved as a boundary observation-control problem based on a finite diffusion model with uncertainties in the domain interior and on the boundaries. A mixed boundary problem is considered on an interval with the Dirichlet data on one end (bulk solution) and Neumann data on the other end (cathode surface). The concentration of oxidising species in the domain interior is unattainable for observations but the flux on the boundary (electric current) can be measured with a limited accuracy (sensor error). The total flux for the main and side reactions is controlled by the current density on the cathode surface. The disturbing effect of the side reactions is modelled as a noise. The concentration of species is stabilised at the desired level near to the cathode surface with a relatively simple feedback control. The concentration on the boundary and in the domain is estimated as a conditionally Gaussian process in the course of filtering. The estimated conditional mean of concentration is solved from a stochastic partial differential equation in dependence on the covariance kernel. A relatively good quality of estimation and control is demonstrated in the process of simulation in the realistic conditions for a copper deposition process.
机译:电沉积是一个复杂的,部分观察到的传质过程,由多个表面反应驱动,没有精确的模型。在本文中,过程不确定性是通过在过滤和控制问题中应用的随机模型中的有限数量的维纳过程来描述的。这些问题作为基于边界内部和边界具有不确定性的有限扩散模型的边界观测控制问题而得以解决。在一个区间上考虑混合边界问题,一端为Dirichlet数据(整体解),另一端为Neumann数据(阴极表面)。观察无法获得区域内部的氧化物质浓度,但是边界上的通量(电流)只能以有限的精度(传感器误差)进行测量。主反应和副反应的总通量由阴极表面上的电流密度控制。副反应的干扰作用被建模为噪声。通过相对简单的反馈控制,物质的浓度稳定在靠近阴极表面的所需水平。在过滤过程中,边界和域中的浓度被估计为有条件的高斯过程。根据协方差核,从一个随机偏微分方程解出估计的浓度条件平均值。在铜沉积过程的实际条件下的模拟过程中,证明了相对较好的估计和控制质量。

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