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首页> 外文期刊>IEEE Transactions on Instrumentation and Measurement >Digital Signal Processing for Biaxial Position Measurement With a Pyroelectric Sensor Array
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Digital Signal Processing for Biaxial Position Measurement With a Pyroelectric Sensor Array

机译:用热释电传感器阵列进行双轴位置测量的数字信号处理

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This paper proposes a new full digital approach to estimate biaxial position with a pyroelectric sensor array. The previously developed analog interface shows its limits in the calibration procedure, requiring several trimming adjustments. A DSP-based hardware has been developed to experimentally evaluate three digital methods: radial basis function (RBF) neural network, best fitted plane (BFP), and look-up table (LUT) in the least mean square (LMS) error sense. Experimental results show that no dramatic improvements are obtained by the RBF, despite the long training required and the external PC support for weight calculation. The BFP reaches performances comparable to the analog processing system using only nine calibration points, but the best tradeoff has been found with the LUT technique. Actually, with a 64-point calibration set, LUT gives a root mean square error (RMSE) of 0.5percent with respect to full scale (FS), offering a valid in-circuit compensation of array structural defects.
机译:本文提出了一种利用热释电传感器阵列估算双轴位置的新全数字方法。先前开发的模拟接口显示了校准过程中的限制,需要进行一些微调调整。已开发出一种基于DSP的硬件,以通过实验评估三种数字方法:径向基函数(RBF)神经网络,最佳拟合平面(BFP)和最小均方误差(LMS)误差的查找表(LUT)。实验结果表明,尽管需要长时间的训练并且外部PC支持重量计算,但RBF并没有获得显着改善。 BFP仅使用9个校准点即可达到与模拟处理系统相当的性能,但使用LUT技术已找到了最佳折衷方案。实际上,通过64点校准集,LUT给出的均方根误差(RMSE)相对于满量程(FS)为0.5%,从而为阵列结构缺陷提供了有效的在线补偿。

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