哈尔滨工程大学学报2025,Vol.46Issue(12):2472-2481,10.DOI:10.11990/jheu.202407023
舰艇动态辐射噪声建模与仿真方法
Modeling and simulation method for dynamic radiated noise of warship
摘要
Abstract
A method for generating the dynamic radiated noise signals of warships based on the backpropagation neural network is proposed.This method overcomes the problem of the reduction of the flexibility and fidelity in self-propelled acoustic decoy radiation noise simulation.Based on the characteristic set and statistical features of the multispeed measured warship radiated noise frequency domain,the BP neural network and an empirical model were used to predict the speed-related characteristic parameters.Subsequently,dynamic parametric modeling was per-formed for the line spectrum,continuum spectrum,and modulation envelope components.The hearing filter cross-over band was used to determine the modulation parameters,and the continuum component was finely modulated,considering the auditory domain characteristics of ship-radiated noise.In this method,the"multidomain mapping and multidimensional feature fusion"mathematical model of radiated noise driven by the measured data was used to dynamically generate radiated noise at different speeds of the same warship.The simulation and experimental data processing results showed that the proposed method can generate simulated signals with high consistency with the measured data in terms of time-domain,spectral,and auditory features,thereby paving a technical pathway for en-hancing the underwater deceptive countermeasure capabilities of self-propelled acoustic decoys.关键词
舰艇辐射噪声/动态信号仿真/谱特征/听觉域特征/反向神经网络/经验模型/特征融合/自航式声诱饵Key words
radiated noise of warship/simulation for dynamic noise/spectral features/auditory domain features/back propagation neural network/empirical model/feature fusion/self-propelled acoustic decoy分类
信息技术与安全科学引用本文复制引用
王欣宇,邓磊磊,周倩,石海泉,时胜国..舰艇动态辐射噪声建模与仿真方法[J].哈尔滨工程大学学报,2025,46(12):2472-2481,10.基金项目
国家自然科学基金国家重大科研仪器研制项目(52327901). (52327901)