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Optimal sensor location for distributed-sensor systems using multivariateregression

机译:使用多元回归的分布式传感器系统的最佳传感器位置

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摘要

The performance of monitoring and control techniques for distributed-sensor systems is affected by the choice of the measurement sensor location. In this paper a methodology is suggested to solve the optimal sensor location problem. The suggested algorithm does not require any explicit knowledge of the plant model, and is based upon a sequential procedure selecting at each iteration the most informative measurement input, and updating the input and output spaces by subtracting the information explained by the computed regressor. The effectiveness of the proposed algorithm is assessed by means of two simulated case studies concerning the location of sensors in tubular reactors where product composition need to be estimated from temperature measurements.
机译:分布式传感器系统的监视和控制技术的性能受测量传感器位置的选择影响。本文提出了一种方法来解决最佳传感器位置问题。所建议的算法不需要对工厂模型有任何明确的了解,而是基于一个顺序过程,该过程在每次迭代中选择信息量最大的测量输入,并通过减去由计算出的回归变量解释的信息来更新输入和输出空间。拟议算法的有效性通过两个模拟案例研究进行了评估,这些案例研究涉及管式反应器中传感器的位置,在这些位置中需要根据温度测量来估算产品成分。

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