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Machine learning algorithms in ship design optimization 船舶设计优化中的机器学习算法
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2023-08-30 DOI: 10.1080/09377255.2023.2250160
D. Peri
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引用次数: 0
Naval ship design-process analysis through dynamic social networks 基于动态社会网络的舰船设计过程分析
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2023-08-29 DOI: 10.1080/09377255.2023.2250648
G. Anagnostopoulos, P. Kaklis
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引用次数: 0
Naval architecture saved The United States at its birth 海军建筑在美国诞生之初拯救了美国
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2023-04-10 DOI: 10.1080/09377255.2023.2196042
L. Ferreiro
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引用次数: 0
Updating threshold for IMO cost-benefit assessment 更新海事组织成本效益评估阈值
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2023-03-15 DOI: 10.1080/09377255.2023.2184049
R. Hamann, J. Cichowicz
ABSTRACT The International Maritime Organization rule-making process utilizes a set of guidelines for the so-called Formal Safety Assessment (FSA). This process is based on a risk assessment and its purpose is to ensure that the risk to human health and life and to marine environment is tolerable. A central instrument in the FSA methodology is known as ALARP (As Low As Reasonably Practicable) principle which ensures that the risk is controlled in a rational and cost-effective manner. The FSA Guidelines recommend the use of monetary thresholds for performing the cost evaluation and provide an example of indices for measuring the cost efficiency. For risks involving fatalities, these measures require the use of a monetary threshold derived from the concept of Cost of Averting a Fatality (CAF). Due to the linkage to economic parameters, this threshold needs to be updated regularly to allow for correct cost-benefit assessment in the FSA context.
摘要国际海事组织的规则制定过程采用了一套所谓的正式安全评估(FSA)指南。这一过程以风险评估为基础,其目的是确保对人类健康、生命和海洋环境的风险是可以容忍的。FSA方法中的一个核心工具被称为ALARP(尽可能低的合理可行)原则,该原则确保以合理和具有成本效益的方式控制风险。FSA指南建议使用货币阈值进行成本评估,并提供了衡量成本效率的指数示例。对于涉及死亡的风险,这些措施要求使用源自避免死亡成本(CAF)概念的货币阈值。由于与经济参数有关,需要定期更新这一阈值,以便在FSA背景下进行正确的成本效益评估。
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引用次数: 0
Nonlinear seakeeping and hydroelasticity of ships using potential flow simulations 基于势流模拟的船舶非线性耐波性和水弹性
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2023-03-07 DOI: 10.1080/09377255.2023.2180241
H. Söding
ABSTRACT Accurate predictions of the behavior of ships in steep regular waves or in a natural seaway must take into account nonlinear wave responses, especially for roll motions, section moments, and hull vibration excitation. In contrast to CFD methods, here fully nonlinear seakeeping simulations are presented based on potential flow with empirical corrections. This reduces the computing effort by several orders of magnitude. Comparisons with other calculations and model experiments for benchmark cases show that the accuracy of the present method is not worse than that of the best other computations and model experiments. After about ten years of development, the method appears mature for routine applications. The source code of the program is available from the author if an adequate gift is donated to the Mèdecins Sans Frontières.
摘要:准确预测船舶在陡峭规则波浪或天然航道中的行为必须考虑非线性波浪响应,特别是横摇运动、截面力矩和船体振动激励。与CFD方法不同的是,本文采用了基于位势流的全非线性耐波性模拟,并进行了经验修正。这将计算工作量减少了几个数量级。与其他计算和模型实验的比较表明,该方法的精度不低于其他最佳计算和模型实验的精度。经过大约十年的发展,该方法已经成熟,可以用于常规应用。如果向无国界医生组织捐赠足够的礼物,该程序的源代码可以从作者处获得。
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引用次数: 1
Towards a full-scale CFD guideline for simulating a ship advancing in open water 模拟船舶在开阔水域航行的全尺寸CFD准则
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2023-01-17 DOI: 10.1080/09377255.2023.2167537
Luofeng Huang, B. Pena, Giles Thomas
ABSTRACT Computational Fluid Dynamics (CFD) simulations of a ship’s operations are generally conducted at model scale, but the reduced scale changes the fluid behaviour around the ship. Whilst ideally ship simulations should be run directly at full scale, a guide has not been published to advise on the suitable setups that can provide accurate results while minimizing the computational cost. To address this, the present work explores an optimal approach for full-scale ship simulations. Extensive sensitivity studies were conducted on relevant computational setups to investigate their influences on the prediction of ship resistance, ship-generated waves as well as the boundary-layer flow of the hull. A set of CFD setups for full-scale ship simulations in open water was recommended. It was demonstrated that the ideal Y+ and Courant numbers in full scale are evidently different from those given in current model-scale CFD guidelines, indicating the necessity to establish full-scale CFD guidelines separately.
船舶运行的计算流体动力学(CFD)模拟通常是在模型尺度下进行的,但缩小的尺度会改变船舶周围的流体行为。虽然理想情况下,船舶模拟应该直接在全尺寸上运行,但目前还没有发布指南来建议合适的设置,以提供准确的结果,同时最大限度地降低计算成本。为了解决这个问题,本工作探索了全尺寸船舶模拟的最佳方法。对相关计算设置进行了广泛的灵敏度研究,以研究它们对船舶阻力、船源波以及船体边界层流动预测的影响。推荐了一套用于开阔水域全尺寸船舶模拟的CFD装置。结果表明,在全尺寸条件下,理想的Y+数和Courant数与目前模型尺度CFD准则中给出的数值存在明显差异,说明需要单独建立全尺寸CFD准则。
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引用次数: 4
Estimating the effect of biofouling on ship shaft power based on sensor measurements 基于传感器测量的生物污垢对船舶轴功率影响评估
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2022-12-24 DOI: 10.1080/09377255.2022.2159108
H. Bakka, Hanne Rognebakke, I. Glad, Ingrid Hobæk Haff, E. Vanem
ABSTRACT Marine biofouling on a ship's hull and propeller increases the resistance of the ship moving through water and reduces the propulsion efficiency of the ship. Estimating the effect of fouling is difficult, as the biomass is rarely measured. In this paper, we present a new data-driven model for the total shaft power use of a large containership, in order to estimate the unobserved effect of fouling. Due to the limitations of both physical models and machine learning models, we develop a Bayesian generalized additive model for our purpose. We discuss issues of representative training data for the model. Further, we subset and subsample the data to a representative sample. Models are compared by out-of-sample predictive quality, physical appropriateness, and through autocorrelation of residuals. The Bayesian generalized additive model combined with computational inference using integrated nested Laplace approximations gives a robust estimate of the biofouling effect over time. It also allows a decomposition of the total shaft power use into effects of speed, weather, and other conditions. This model can be used to understand the effectiveness and timing of different hull and propeller treatments.
船体和螺旋桨上的海洋生物污垢增加了船舶在水中移动的阻力,降低了船舶的推进效率。由于很少测量生物量,因此很难估计结垢的影响。在本文中,我们提出了一个新的数据驱动模型,用于大型集装箱船的总轴功率使用,以估计未观察到的结垢影响。由于物理模型和机器学习模型的局限性,我们为此开发了一个贝叶斯广义加性模型。我们讨论了模型的代表性训练数据的问题。此外,我们将数据子集和子采样到一个具有代表性的样本中。通过样本外预测质量、物理适当性和残差的自相关来比较模型。贝叶斯广义加性模型与使用集成嵌套拉普拉斯近似的计算推理相结合,给出了生物淤积效应随时间变化的稳健估计。它还允许将轴的总功率使用分解为速度、天气和其他条件的影响。该模型可用于了解不同船体和螺旋桨处理的有效性和时间。
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引用次数: 0
CFD-based empirical formulae for squat prediction of modern container ships 基于cfd的现代集装箱船深沉预测经验公式
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2022-11-29 DOI: 10.1080/09377255.2022.2149090
Z. Kok, J. Duffy, S. Chai, Yuting Jin
ABSTRACT An extensive Computational Fluid Dynamics (CFD) based study has been undertaken to develop a set of empirical formulae for squat prediction suitable for modern container ships in laterally-unrestricted shallow water. Previous work has quantified the effect of various ship principal particulars on midship sinkage and trim. The current study expands on the previous work to provide further quantifications for ship speed and water depth. Multiple linear regression analysis is then performed on the dataset to produce empirical equations for sinkage and trim. Predictions using the new set of formulae correlate well with the original dataset as well as new datasets which are within the limits of applicability. Predictions using the new formulae tend to be more accurate than existing empirical methods for the cases tested. Hence, the new set of formulae is a useful tool to provide reliable, rapid squat assessment and is suitable for implementation into real-time ship-handling simulator mathematical models.
摘要一项基于计算流体动力学(CFD)的广泛研究旨在开发一套适用于现代集装箱船在横向无限制浅水中的深蹲预测的经验公式。先前的工作已经量化了各种船舶主要细节对船舯下沉和纵倾的影响。目前的研究扩展了先前的工作,为船舶速度和水深提供了进一步的量化。然后对数据集进行多元线性回归分析,以产生沉降和修剪的经验方程。使用新公式集的预测与原始数据集以及在适用范围内的新数据集有很好的相关性。对于测试的案例,使用新公式的预测往往比现有的经验方法更准确。因此,这套新公式是提供可靠、快速蹲下评估的有用工具,适用于实时船舶操纵模拟器数学模型。
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引用次数: 0
Effects of steady wave forces on course-keeping manoeuvres of full- and model-scale ships moving obliquely in short waves 定常波浪力对在短波中斜行船舶和模型船舶保持航向的影响
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2022-11-23 DOI: 10.1080/09377255.2022.2149094
R. Suzuki, Y. Tsukada, M. Ueno
ABSTRACT We investigated the effects of the steady wave force variations generated by oblique motions upon ship manoeuvre estimations, using a numerical simulation that incorporated only steady wave forces into a three-degrees-of-freedom conventional modular mathematical model in calm water. The investigation was conducted for a very large crude carrier undergoing course-keeping manoeuvres in regular short waves. The steady wave forces in the simulation were provided via two methods, depending on the experimental data and the presence or absence of a ship drift angle. The simulation was validated via a free-running model test; this involved various rudder effectiveness conditions for the ship model and full-scale ships, both with and without engine limits. Through this validation, we showed that the steady wave force variations generated by oblique motions are non-negligible when accurately estimating the manoeuvres of full-scale ships in short waves, although they are negligible for ship models.
摘要:我们研究了斜向运动产生的定常波浪力变化对船舶操纵估计的影响,使用了一个仅将定常波浪力纳入平静水中三自由度常规模块化数学模型的数值模拟。该调查是对一艘在常规短波中进行航向保持演习的超大型原油运输船进行的。根据实验数据和船舶漂移角的存在与否,通过两种方法给出了仿真中的定常波浪力。通过自由运行模型试验验证了仿真结果;这涉及船舶模型和全尺寸船舶的各种舵效条件,包括有和没有发动机限制的情况。通过这一验证,我们表明,当准确估计全尺寸船舶在短波中的机动时,斜向运动产生的稳定波浪力变化是不可忽略的,尽管它们对于船舶模型可以忽略不计。
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引用次数: 1
Numerical and experimental fluid–structure interaction analysis of a flexible propeller 柔性螺旋桨流固耦合数值与实验分析
IF 2.2 Q3 ENGINEERING, MARINE Pub Date : 2022-10-28 DOI: 10.1080/09377255.2022.2115241
D. Fuentes, A. Cura Hochbaum, R. Schulze
ABSTRACT The increasing interest in using flexible materials to design marine propellers, considering deformations due to flow loads. A numerical procedure for analysing two-way fluid-structure interactions, based on the commercial STAR-CCM+ multiphysics software, is described and applied to predict the hydroelastic response of the flexible marine propeller P1790 to hydrodynamic forces in open water conditions. The influence of the deformation on the performance of the flexible propeller was analysed by comparison with its rigid counterpart. The procedure has been validated by means of experiments performed in the cavitation tunnel K27 of the Technical University Berlin with both, the flexible and the rigid propeller. The predicted performance coefficients and the axial deformation of the blades agree well with measured values. This suggests the feasibility of using the passive bending and twisting behaviour of a flexible propeller to adapt the pressure distribution on the blade to improve the propeller performance over a range of advance ratios.
摘要考虑到流动载荷引起的变形,人们对使用柔性材料设计船用螺旋桨越来越感兴趣。基于商业STAR-CCM+多物理软件,描述了一种分析双向流体-结构相互作用的数值程序,并将其应用于预测柔性船用螺旋桨P1790在开放水域条件下对水动力的水弹性响应。通过与刚性螺旋桨的比较,分析了变形对柔性螺旋桨性能的影响。该程序已通过在柏林工业大学K27空化隧道中使用柔性和刚性螺旋桨进行的实验进行了验证。预测的性能系数和叶片的轴向变形与实测值吻合良好。这表明,使用柔性螺旋桨的被动弯曲和扭曲行为来调整叶片上的压力分布,以在一定的推进比范围内提高螺旋桨性能是可行的。
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Ship Technology Research
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