中国舰船研究2024，Vol.19Issue(z1)：42-51,10.DOI:10.19693/j.issn.1673-3185.03295
基于Kriging代理模型的水下目标模型几何参数识别方法
Geometry parameters recognition method for underwater target model based on Kriging surrogate model
摘要
Abstract
[Objectives]Underwater target parameter recognition can provide the basis for target classifica-tion and recognition.To this end,an underwater target parameter recognition method based on the Kriging sur-rogate model is proposed.[Methods]First,the low-frequency acoustic radiation of the structure surface and the acoustic sensitivity of an underwater target model covered with an acoustic layer are analyzed under pro-peller and main and auxiliary engine excitation.A low-frequency acoustic radiation power surrogate model is then established using the above analysis results,and a sample space consisting of acoustic radiation response features and target parameters is constructed on the basis of the surrogate model.Finally,a target parameter re-cognition surrogate model is established on the basis of the sample space,and test points are selected for model validation.[Results]The results show that the actual target parameter values of the test samples match well with the predicted target parameter values of the constructed surrogate model.The finite element method(FEM)and boundary element method(BEM)can realize the low-frequency acoustic radiation analysis of vis-coelastic damping structures by considering the frequency-dependence characteristics of the damping material,and are able to solve the problem that commercial software may not process vibration result files in large quantities.The main target parameters affecting the low-frequency vibro-acoustic radiation of the underwater target model are the model length,maximum radius of the target,model thickness and acoustic layer thickness.[Conclusions]The underwater target parameter recognition method based on a surrogate model proposed herein is able to predict the main target parameter values of the underwater target model by analyzing its acoustic radiation line spectral features.关键词
代理模型/声辐射/水下目标参数识别/声学灵敏度/黏弹性阻尼Key words
surrogate model/acoustic radiation/underwater target parameters recognition/acoustic sensit-ivity/viscoelastic damping分类
交通工程引用本文复制引用
刘江,刘彦森,黎胜..基于Kriging代理模型的水下目标模型几何参数识别方法[J].中国舰船研究,2024,19(z1):42-51,10.基金项目
水下测控技术重点实验室基金资助项目(6142407190106) （6142407190106）
