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舰船噪声识别(Ⅱ)──线谱稳定性和唯一性

Ship radiated-noise recognition(Ⅱ)-stability and uniqueness of line spectrum

  • 摘要: 本系列文章的工作是在舰船噪声谱图的基础上,利用模糊神经网络对舰船进行分类识别.本文是系列文章的第二篇,研究如何用线谱模板来记忆特定舰船的稳定线谱特征和涉及的一些问题.首先调查线谱分析参数──平均时间、平均次数对线谱稳定出现的影响,比较了两个不同平均次数对线谱稳定出现的影响,稳定线谱(出现率>70%)和不稳定线谱的比例,说明了利用稳定线谱作识别时需作长时间的平均.研究了利用稳定线谱建立舰船线谱特征模库时所用的统计方法,稳定性的限定和有关参数的定义.在43条舰船65种情况1000多个样本(原始记录时间总长约为3.5小时)中调查了线谱稳定性和稳定线谱的唯一性,调查结果说明唯一性在统计意义下成立,其平均重叠率为5%,无稳定线谱的舰船占8%.对于线谱数量丰富程度的特征,不存在甲类舰船线谱丰富,而乙类舰船线谱不丰富的规律.

     

    Abstract: This series of papers deal with ship-target recognition. The project is conducted by using fuzzy neural networks and basing on the spectra of ship radiated--noise. Based on the studies of a large amount of ship radiated-noise data, which has been collected from actual ships on the sea, we extracted effectively recognizable features. Such features include lin^pectrum features, stationary and nonstationary spectrum features as well as rhythm features. Finally the categorization are tested by unknown samples on the sea, including, 33 surface ships, 8 underwater targets in 30 operating conditions.Methods for memorization and classification are also explored in the project. Paper (Ⅱ) is the second of the series paper. It focuses on how to memorize the stable features of line spectrum of specific ship targets by using line spectrum pattern plate and on related problems. This paper examines the analyzing parameters of line spectrum: average times, time length and their impact on the occurrence of stable lines. It compares the impact of two different average times on the occurrence of stable lines (occurrence ratio > 70 %) and unstable lines, and shows that it takes longer time span for average when stable lines for recognition are used. Moreover, the paper discusses the statistic methods of establishing line spectrum pattern plate using stable lines, including the definition of stability and related parameters.the stability of line spectrum and the uniqueness of stable lines are investigated in over 1000 samples gathered from 43 ships in 65 operating conditions (with an original recording time of 3.5 hours). The results demonstrate the statistical implication of such uniqueness. The average overlapping ratio is 5 %,the proportion of ships without stable lines is 8spectrums is not an identifying feature, distinguishing 'A' type ships from 'B' kind ships.

     

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