Acoustic discrimination between aircraft and land vehicles using nonlinear dynamical signal models

A. Pentek, J. Kadtke, R. Lennartsson
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引用次数: 2

Abstract

One of the most important applications of nonlinear dynamics is the estimation of empirical dynamical models from data, in order to explain time series derived from physical processes. Such derived models can then be used for a variety of data processing applications, in particular for detection and classification problems. Previously, we presented a theory and numerical approach for the estimation of such nonlinear dynamical models in the detection and classification of acoustic data. Here, we apply these ideas to perform discrimination between aircraft and land vehicles based on acoustic signature recordings, derived from a field test of the USA Army.
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基于非线性动力信号模型的飞机与陆地车辆声识别
非线性动力学最重要的应用之一是从数据中估计经验动力学模型,以解释从物理过程中得到的时间序列。这样的衍生模型可以用于各种数据处理应用程序,特别是用于检测和分类问题。在此之前,我们提出了一种声学数据检测和分类中非线性动力学模型估计的理论和数值方法。在这里,我们将这些想法应用于基于声学特征记录的飞机和陆地车辆之间的区分,这些记录来自美国陆军的现场测试。
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