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首页> 外文期刊>IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences >A Probabilistic Evaluation Method of Output Response Based on the Extended Regression Analysis Method for Sound Insulation Systems with Roughly Observed Data
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A Probabilistic Evaluation Method of Output Response Based on the Extended Regression Analysis Method for Sound Insulation Systems with Roughly Observed Data

机译:基于扩展回归分析方法的粗糙观测数据隔声系统的输出响应概率评估方法

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摘要

In this paper, a new trial for the signal processing is proposed along the same line as a previous study on the extended regression analysis based on the Bayes' theorem. This method enables us to estimate a response probability property of complicated systems in an actual case when observation values of the output response are roughly observed due to the quantization mechanism of measuring equipment. More concretely, the main purpose of this research is to find the statistics of the joint probability density function before a level quantization operation which reflects every proper correlation informations between the system input and the output fluctuations. Then, the output probability distribution for another kind of input is predicted by using the estimated regression relationship. Finally, the effectiveness of the proposed method is experimentally confirmed by applying it to the actually observed input-output data of the acoustic system.
机译:在本文中,与以前基于贝叶斯定理的扩展回归分析的研究一样,提出了信号处理的新试验。这种方法使我们能够在实际情况下,由于测量设备的量化机制而粗略地观察到输出响应的观察值时,可以估计复杂系统的响应概率属性。更具体地,该研究的主要目的是在水平量化操作之前找到联合概率密度函数的统计量,该水平量化操作反映系统输入和输出波动之间的每个适当的相关信息。然后,通过使用估计的回归关系来预测另一种输入的输出概率分布。最后,通过将其应用于声学系统的实际观察到的输入-输出数据,通过实验证实了该方法的有效性。

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