传感器的人工神经网络标定

O. Masory, A. L. Aguirre
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引用次数: 1

摘要

仅给出摘要形式,如下。介绍了一种基于人工神经网络的二维位移传感器的非线性和串扰校正方法。人工神经网络被用作一个模式关联器,它被训练来执行传感器读数和实际感知属性之间的映射。为了比较起见,我们探索了几种方法:通过反向传播方法训练具有不同隐藏单元数量的三层人工神经网络;一种具有固定数量量化函数的小脑模型算法计算机以及多项式曲线拟合技术。讨论了校准过程的结果和建议
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sensor calibration using artificial neural networks
Summary form only given, as follows. The calibration of a 2-D displacement sensor that suffers from nonlinearities and crosstalking using an artificial neural network (ANN) is described. The ANN is used as a pattern associator that is trained to perform the mapping between the sensor's readings and the actual sensed properties. For comparison purposes a few methods were explored: a three-layer ANN, with a different number of hidden units, trained by the backpropagation method; a cerebellar model arithmetic computer with a fixed number of quantizing functions; and a polynomial curve fitting technique. The results of the calibration procedure and recommendation are discussed.<>
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