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A Recursive System Identification Method Based on Binary Measurements

机译:一种基于二进制测量的递归系统辨识方法

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摘要

An online approach to parameter estimation problems based on binary observations is presented in this paper. This recursive identification method relies on a least-mean squares approach which makes it possible to estimate the coefficients of a finite-impulse response system knowing only the system input and the sign of the system output. The impulse response is identified up to a positive multiplicative constant. The role of the regulative coefficient is investigated thanks to simulated data. The proposed method is compared with another online approach: it is shown that the proposed method is competitive with the other one in terms of estimation quality and of calculation complexity.
机译:本文提出了一种基于二进制观测值的在线参数估计问题的方法。这种递归识别方法依赖于最小均方方法,该方法使得仅知道系统输入和系统输出的符号即可估计有限冲激响应系统的系数。识别脉冲响应直至正的乘法常数。得益于模拟数据,研究了调节系数的作用。将该方法与另一种在线方法进行了比较:结果表明,该方法在估计质量和计算复杂度方面都与另一种方法竞争。

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