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Moving horizon state estimation with global convergence using interval techniques: application to biotechnological processes

机译:使用区间技术进行全局收敛的移动视界状态估计:在生物技术过程中的应用

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This work proposes an original method to estimate states in non-linear discrete-time systems with global convergence properties. The approach is based on the minimisation of a criterion (non-linear function, differentiable or not) that is the Euclidean norm of the difference between the estimated output and the measured output of the system over a considered time horizon. This method is based on an interval moving horizon state estimation method, called IMHSE, which is coupled to a technique of global optimisation of non-linear functions that uses interval arithmetic. The system states are described using a representation by interval numbers. The proposed technique is applied to biotechnological complex process models (solid substrate fermentation), and the results obtained through experimental and computer simulation demonstrate that this kind of estimator offers advantages over other observers and filters and can be easily implemented in an industrial context. (C) 2002 Elsevier Science Ltd. All rights reserved. [References: 31]
机译:这项工作提出了一种原始的方法来估计具有全局收敛性的非线性离散时间系统中的状态。该方法基于准则的最小化(非线性函数,可微或否),该准则是考虑的时间范围内系统的估计输出与测量输出之间的差异的欧几里得范数。此方法基于称为IMHSE的间隔移动水平状态估计方法,该方法与使用间隔算法的非线性函数的全局优化技术耦合。使用间隔号表示来描述系统状态。拟议的技术应用于生物技术复杂的过程模型(固体底物发酵),通过实验和计算机仿真获得的结果表明,这种估算器比其他观测器和过滤器更具优势,并且可以在工业环境中轻松实现。 (C)2002 Elsevier ScienceLtd。保留所有权利。 [参考:31]

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