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A robust model-based detector for active sonar

机译:基于鲁棒的基于模型的探测器,用于活动声纳

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The detection of targets using active sonar is often hindered by the adverse effects of propagating through an ocean environment and reflection off of the target. If the resulting received target echo is characterized as simply being spread, a detector that integrates the normalized matched filter intensity is appropriate. However, when the target echo has components that are separated in time delay rather than clumped, this leads to integrating large portions of reverberation and poor performance. A more appropriate characterization describes the received target echo as being composed of a number of paths with unknown amplitudes and delays. Two detector structures based on generalized likelihood ratio tests (GLRT) over the unknown path amplitudes and delays are compared with the post matched filter integrator (PMFI) detector. The GLRT detectors are designed by exploiting different levels of information from a propagation model so that they are robust to modeling inaccuracies. In particular, only the number of paths and the regions in delay space to search for them are determined from the propagation model. Estimating amplitudes and delays in the GLRT detector and increasing the integration region of the PMFI detector result in a loss if the SNR on an added path is not above some minimum level. Theoretical analysis illustrated that this estimation loss, quantified by the SNR on an additional path required one to retain constant probability of detection and false alarm, was not inhibitive and in fact decreased as the number of existing paths increased. ROC curve analysis using a propagation model to simulate target echoes illustrated how the GLRT based detectors can provide improved performance over the PMFI detector, with greater improvement as bandwidth and water depth increase and as range decreases.
机译:使用活性声纳检测目标的目标通常受到通过海洋环境的不利影响和目标的反射。如果所得接收的目标回波的特征在于简单地分布,则集成归一化匹配的滤波强度的检测器是合适的。然而,当目标回波具有以时间延迟而不是团聚分开的组分时,这导致整合大部分混响和性能差。更合适的表征描述了所接收的目标回波,该回波是由具有未知幅度和延迟的多个路径组成。将基于未知路径幅度和延迟的两个探测器结构基于未知路径幅度和延迟进行比较,与匹配的滤波器积分器(PMFI)检测器进行比较。通过从传播模型利用不同级别的信息来设计GLRT探测器,以便它们对建模不准确性造型。具体地,仅从传播模型确定仅用于搜索它们的延迟空间中的路径数量和区域。估计GLRT检测器中的幅度和延迟,并增加PMFI检测器的集成区域,如果添加路径上的SNR不高于一些最小级别,则不会导致损耗。理论分析说明,通过SNR在附加路径上量化的这种估计损失需要一个保持恒定的检测概率,并且随着现有路径的数量增加,实际上降低了。 ROC曲线分析使用传播模型来模拟目标回波所示的GLRT基于PMFI检测器的改进性能,随着带宽和水深增加而改善,范围减小,范围减小更大。

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