多项式混沌展开在水下拖曳系统拖曳索参数敏感性分析中的应用

IF 13 1区 工程技术 Q1 ENGINEERING, MARINE Journal of Ocean Engineering and Science Pub Date : 2023-09-01 DOI:10.1016/j.joes.2023.09.001
Shunzhao Cheng, Jun Wang, Jian Wang, Xiaofeng Liang, Hong Yi
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引用次数: 0

摘要

实现拖缆优化设计、保持数值模拟精度、实现拖体精确控制的关键在于灵敏度分析。然而,传统的全局灵敏度分析方法存在计算成本高、精度低等问题。为了解决这些问题,本文引入多项式混沌展开(PCE)来定量分析物理和环境参数的不确定性对拖曳电缆位置和姿态的影响。采用拉丁超立方体采样获得输入参数的样本集,并将这些样本应用于集中质量法计算拖曳索的末端位置坐标,作为输出响应。利用PCE定量计算拖曳索参数的Sobol全局灵敏度指数。验证了PCE模型的准确性,并利用偏方差权衡选择了基函数的最优度。通过与蒙特卡罗方法和莫里斯方法的比较,证明了PCE方法的优越性。结果表明,即使样本量有限,PCE也能准确地计算出拖缆参数的全局灵敏度指数。在电缆长度一定的情况下,拖曳电缆的位置和姿态对电流速率、液体密度、电缆直径、法向阻力系数、比重等因素都很敏感。验证了PCE技术应用于拖曳电缆参数敏感性分析的可行性和有效性,并对拖曳电缆的工程应用提出了建议。
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Application of polynomial chaos expansion in sensitivity analysis of towed cable parameters of the underwater towing system
The key to achieving the optimal design of towed cables, maintaining numerical simulation accuracy, and achieving precise control of the towed body lies in sensitivity analysis. However, the traditional global sensitivity analysis method presents challenges such as high calculation costs and low accuracy. To address these issues, this paper introduces polynomial chaos expansion (PCE) to quantitatively analyse the impact of uncertainties in physical and environmental parameters on the position and attitude of the towed cable. Latin hypercube sampling is employed to obtain sample sets of input parameters, and these samples are applied to the lumped mass method to calculate the end position coordinates of the towed cable, which serves as the output response. PCE is utilized to quantitatively compute the Sobol global sensitivity index of the towed cable parameters. The accuracy of the PCE model is verified, and the optimal degree of basis functions is selected using the bias-variance trade-off. The advantages of PCE are demonstrated by comparing it with the Monte Carlo and Morris methods. The results indicate that PCE accurately calculates the global sensitivity index of towed cable parameters even with a limited sample size. Under the condition of a fixed cable length, the position and attitude of the towed cable are sensitive to the current rate, liquid density, cable diameter, normal drag coefficient, and specific gravity. The feasibility and efficiency of PCE applied to the sensitivity analysis of towed cable parameters is verified, and recommendations for the engineering application of towed cables are summarised.
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来源期刊
CiteScore
11.50
自引率
19.70%
发文量
224
审稿时长
29 days
期刊介绍: The Journal of Ocean Engineering and Science (JOES) serves as a platform for disseminating original research and advancements in the realm of ocean engineering and science. JOES encourages the submission of papers covering various aspects of ocean engineering and science.
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