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针对潜艇操纵性优化设计中水动力系数预报问题,在潜艇水动力预报中引入艇体肥瘦指数概念,确定了潜艇艇体几何描述的五参数模型。提出采用小波神经网络方法预报潜艇水动力,确定了神经网络的结构,利用均匀试验设计方法,设计了神经网络的学习样本。在验证CFD预报艇体水动力有效的基础上,完成了样本水动力系数的CFD计算;通过对样本进行学习,完成了潜艇艇体操纵性水动力系数小波神经网络预报。研究结果表明,只要确定适当的输入参数,选择适当的学习样本和网络结构,利用小波神经网络方法对潜艇水动力进行预报可以达到较高的精度。 相似文献
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基于人工神经网络的船舶操纵性能预报方法 总被引:4,自引:1,他引:3
本文以单桨肥大型船回转性能为例,探讨应用改进的BP神经网络建立船舶操纵性预报数学模型的方法。研究结果表明,只要选择适当的学习样本、网络结构和学习算法,该数学模型的预报精度在工程上可以接受。 相似文献
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文章基于粘性流体理论,采用CFD技术,通过对双体船变漂角旋臂运动的模拟,得到代表小水线面双体船舶操纵性能的水动力导数。利用MMG模型,对小水线面双体船的操纵性能进行初步预报。根据变漂角旋臂运动的数值模拟,既可从中得到仅仅与漂角和角速度有关的水动力导数,也可获得包括高阶导数和耦合导数在内的操纵性运动水动力导数。文章在保留三阶水动力导数的情况下,将代入高阶耦合水动力导数的操纵运动方程所绘制的回转圈与不代入高阶耦合水动力导数的回转圈进行对比,体现了高阶耦合水动力导数对于小水线面双体船操纵性预报的重要性,并以某双体船型为例,对其操纵性能进行预报。 相似文献
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[目的]为了兼顾船舶操纵运动预报的成本与精度,基于数值计算方法,结合水动力导数敏感度分析,提出一种船舶操纵运动预报方法。[方法]首先,求解RANS方程,应用流体体积(VOF)法捕捉自由液面,采用动态网格方法对DTMB 5 415船型进行约束运动的数值计算,并将回归得到的线性水动力导数与试验值进行对比,验证数值方案的有效性;然后,基于MMG分离建模方法建立DTMB 5 415船模的操纵数学模型,并利用龙格-库塔算法进行求解,对船舶回转和Z形操纵运动进行仿真;最后,分析水动力导数对这2种操纵运动的敏感度。[结果]结果显示,采用所提方法得到的操纵轨迹和衡准参数仿真结果与试验结果一致,回转运动参数的平均误差为5.1%,Z形操纵运动参数的平均误差为11.7%,较文献使用CFD进行自航船模模拟得到运动参数的精度与计算成本均有所改善;水动力敏感度分析结果也验证了部分非线性水动力导数对操纵性衡准的影响较小,可以使用经验公式进行估算。[结论]研究表明采用所提方法进行船舶操纵性预报方法可行,可在满足工程应用精度的同时大大减少计算成本,尤其适用于船舶设计阶段的操纵性预报及优化。 相似文献
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由于岸壁效应和浅水效应,内河船舶在限制水域作操纵运动时通常受到比在开阔水域中更大的水动力.这些水动力对船舶操纵性具有不利影响,有可能导致船舶碰撞或触底等海上事故.因此,为了在船舶设计阶段预报其操纵性能,考虑浅水效应和岸壁效应以准确计算内河船舶操纵运动水动力非常重要.本文基于CFD方法,通过对粘性绕流进行数值模拟,对长江中营运的三艘内河船舶的操纵运动水动力进行计算.首先,为了验证数值方法的可靠性,对标模KVLCC2纯横荡和纯首摇试验的水动力进行计算,并将计算结果与现有的试验数据进行对比.然后,对三艘内河船舶在不同水深下的静舵试验、纯横荡和纯首摇试验进行数值模拟,计算得到水动力及相应的线性水动力导数.最后,基于计算得到的水动力导数,获得Nomoto模型中的操纵性参数,对比分析三艘内河船舶在深浅水中的操纵性能.结果表明,本文方法可以揭示不同水深下三艘内河船舶的操纵性变化趋势.该方法可为船舶设计阶段内河船舶深浅水中的操纵性预报提供一种实用的工具. 相似文献
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《船舶与海洋工程学报》2018,(3)
Ship maneuvering in waves includes the performance of ship resistance, seakeeping, propulsion, and maneuverability. It is a complex hydrodynamic problem with the interaction of many factors. With the purpose of directly predicting the behavior of ship maneuvering in waves, a CFD solver named naoe-FOAM-SJTU is developed by the Computational Marine Hydrodynamics Lab(CMHL) in Shanghai Jiao Tong University. The solver is based on open source platform OpenFOAM and has introduced dynamic overset grid technology to handle complex ship hull-propeller-rudder motion system. Maneuvering control module based on feedback control mechanism is also developed to accurately simulate corresponding motion behavior of free running ship maneuver. Inlet boundary wavemaker and relaxation zone technique is used to generate desired waves. Based on the developed modules, unsteady Reynolds-averaged Navier-Stokes(RANS) computations are carried out for several validation cases of free running ship maneuver in waves including zigzag, turning circle, and course keeping maneuvers. The simulation results are compared with available benchmark data. Ship motions, trajectories, and other maneuvering parameters are consistent with available experimental data, which indicate that the present solver can be suitable and reliable in predicting the performance of ship maneuvering in waves. Flow visualizations, such as free surface elevation, wake flow, vortical structures, are presented to explain the hydrodynamic performance of ship maneuvering in waves. Large flow separation can be observed around propellers and rudders. It is concluded that RANS approach is not accurate enough for predicting ship maneuvering in waves with large flow separations and detached eddy simulation(DES) or large eddy simulation(LES) computations are required to improve the prediction accuracy. 相似文献
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In order to realize a more quantitative prediction of broaching and capsizing in following and quartering seas, existing mathematical modelling techniques should be upgraded. Therefore, it is necessary to systematically examine all factors relevant to capsizing in following and quartering seas. To this end, we first attempted to examine the prediction accuracy of wave-induced forces by comparing calculations with captive model experiments. As a result, we found that a wave-induced surge force has a certain nonlinearitiy with respect to wave steepness. The nonlinearity of sway–roll coupling with respect to sway velocity was also found, and our numerical result with these nonlinearities improves the prediction accuracy of the critical ship speed of capsizing in following and quartering seas. The importance of the wave effect on propeller thrust was also examined. We found that this effect is not negligibly small and could improve capsizing predictions in heavy following and quartering seas. Finally, we attempted to investigate the importance of nonlinear heel-induced hydrodynamic forces on numerical predictions of capsizing due to broaching. Here, we propose a new procedure for captive model experiments to obtain hydrodynamic forces with various heel angles up to 90°, and data on heel-induced hydrodynamic forces with respect to heel angle in calm water are provided. We then compare the numerical simulations with the nonlinear heel-induced hydrodynamic forces and without them. These time series comparisons show that the effect of nonlinear heel-induced hydrodynamic forces in calm water is not negligibly small for the case of ship capsizing due to broaching. 相似文献
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文章通过应用CFD方法数值模拟在浅水条件下通过船闸的船舶粘性绕流,对船舶通过船闸时的水动力性能进行了数值预报研究。通过UDF编程定义船舶的运动,使用动网格方法和滑移交界面技术进行船舶运动过程中的网格更新,计算作用在船体上的水动力,并由计算得到的水动力求得船体下沉和纵倾。为了验证所采用的数值方法,以一艘通过比利时泽布吕赫Pierre Vandamme船闸的船舶为例,在模型尺度下进行了计算,并将计算结果和佛兰德水利研究所的模型试验基准数据进行了比较。通过分析不同船速、偏心距和水深条件下的数值结果,给出了这些因素对船舶通过船闸时的水动力性能的影响。该文研究结果可为浅水条件下船舶通过船闸时的安全操纵和控制提供一定的指导。 相似文献
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Takuya Ohmori 《Journal of Marine Science and Technology》1998,3(2):82-93
A finite-volume method of computing the viscous flow field about a ship in maneuvering motion was developed. The time-dependent
Navier-Stokes equation discretized in the generalized boundary-fitted curvilinear coordinate system is solved numerically.
A third-order upwind differencing scheme, a marker and cell (MAC)-type explicit time marching solution algorithm and a simplified
subgrid scale (SGS) turbulence model are adopted. The simulation method is formulated, including the movement of a computational
grid fitted to the body boundary that allows computation of the flow field around a body under unsteady motion.
To estimate the maneuvering ability of a ship, the accurate prediction of the hydrodynamic forces and moments of the hull
is important. Therefore, experimental methods of finding the hydrodynamic forces of a ship in maneuvering motion, such as
the oblique towing test, the circular motion test (CMT) and planar motion mechanism (PMM) test, were established. Numerical
simulation methods for those captive model experiments were developed introducing computational fluid dynamics (CFD).
First, numerical methods for steady oblique tow and steady turn simulation were developed and then extended to unsteady forced
motion. Simulations were conducted about several realistic hulls, and the results were verified by comparisons with measured
results obtained in model experiments. Hydrodynamic forces and the moment, the longitudinal distribution of the hydrodynamic
lateral force, and the pressure distribution on the hull surface showed good agreement. 相似文献