Research on propeller cavitation wake characteristics based on multivariate statistical modeling method

Kun Zhou, Zhi-Feng Zhu, Bing Wang, Fang Zhou
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Abstract

The radiation noise generated by cavitation has been extensively studied for underwater target recognition, but there are few reports on the related mechanism of the cavitation noise of ship propellers that attract attention in the field of hydroacoustics. In this paper, the RANS equations of the underwater propeller wake field are constructed, and numerically solved by combining the cavitation model and the turbulence model. The power spectrum is used to analyze the signal of the numerical calculation results of the propeller wake pressure. The feature estimation and extraction are carried out to obtain the characteristic values of the specific characteristic parameters. These eigenvalues not only reflect the flow field characteristics but also the geometric parameters and working conditions of the propeller. Therefore, two models are established around the relationship between them. Firstly, these eigenvalues are used for regression analysis in multivariate statistics to obtain a statistical model reflecting the characteristics of propeller cavitation wake. Secondly, the relationship between the propeller skew angle and the low frequency linear spectrum amplitude is obtained by using the power spectrum diagram. In this paper, the processing results of the experimental data of the cavitation water tunnel with controllable parameters and the radiation noise data of the actual target are used to verify and supplement each other with the processing results of the feature model.
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基于多元统计建模方法的螺旋桨空化尾流特性研究
空化产生的辐射噪声在水下目标识别中已经得到了广泛的研究,但在水声领域引起关注的船舶螺旋桨空化噪声的相关机理报道很少。本文建立了水下螺旋桨尾流场的RANS方程,并结合空化模型和湍流模型对其进行了数值求解。利用功率谱对螺旋桨尾流压力数值计算结果的信号进行分析。进行特征估计和提取,得到具体特征参数的特征值。这些特征值不仅反映了流场特性,而且反映了螺旋桨的几何参数和工作状态。因此,围绕它们之间的关系建立了两个模型。首先,利用这些特征值进行多元统计回归分析,得到反映螺旋桨空泡尾流特性的统计模型。其次,利用功率谱图得到螺旋桨斜倾角与低频线性谱幅值的关系;本文利用参数可控的空化水洞实验数据的处理结果和实际目标的辐射噪声数据,与特征模型的处理结果进行验证和补充。
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来源期刊
CiteScore
3.90
自引率
11.10%
发文量
77
审稿时长
>12 weeks
期刊介绍: The Journal of Engineering for the Maritime Environment is concerned with the design, production and operation of engineering artefacts for the maritime environment. The journal straddles the traditional boundaries of naval architecture, marine engineering, offshore/ocean engineering, coastal engineering and port engineering.
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