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Traveling wave structures of some fourth-order nonlinear partial differential equations 一类四阶非线性偏微分方程的行波结构
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2021.12.006
Handenur Esen , Neslihan Ozdemir , Aydin Secer , Mustafa Bayram

This study presents a large family of the traveling wave solutions to the two fourth-order nonlinear partial differential equations utilizing the Riccati-Bernoulli sub-ODE method. In this method, utilizing a traveling wave transformation with the aid of the Riccati-Bernoulli equation, the fourth-order equation can be transformed into a set of algebraic equations. Solving the set of algebraic equations, we acquire the novel exact solutions of the integrable fourth-order equations presented in this research paper. The physical interpretation of the nonlinear models are also detailed through the exact solutions, which demonstrate the effectiveness of the presented method.The Bäcklund transformation can produce an infinite sequence of solutions of the given two fourth-order nonlinear partial differential equations. Finally, 3D graphs of some derived solutions in this paper are depicted through suitable parameter values.

本文利用Riccati-Bernoulli子常微分方程组方法,给出了两个四阶非线性偏微分方程的一大类行波解。在这种方法中,利用Riccati-Bernoulli方程的行波变换,可以将四阶方程转化为一组代数方程。通过求解代数方程组,我们得到了本文提出的可积四阶方程的新的精确解。通过精确解对非线性模型进行了详细的物理解释,证明了该方法的有效性。Bäcklund变换可以产生给定的两个四阶非线性偏微分方程的无限序列解。最后,通过适当的参数值,给出了本文中一些导出解的三维图。
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引用次数: 7
Numerical simulation and analysis of the underwater implosion of spherical hollow ceramic pressure hulls in 11000 m depth 11000m深球形中空陶瓷耐压壳水下内爆的数值模拟与分析
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2022.01.002
Shengxia Sun, Fenghua Chen, Min Zhao

Pressure hulls play an important role in deep-sea underwater vehicles. However, in the ultra-high pressure environment, a highly destructive phenomenon could occur to them which is called implosion. To study the characteristics of the flow field of the underwater implosion of hollow ceramic pressure hulls, the compressible multiphase flow theory, direct numerical simulation, and adaptive mesh refinement are used to numerically simulate the underwater implosion of a single ceramic pressure hull and multiple linearly arranged ceramic pressure hulls. Firstly, the feasibility of the numerical simulation method is verified. Then, the results of the flow field of the underwater implosion of hollow ceramic pressure hulls in 11000 m depth is analyzed. There are the compression-rebound processes of the internal air cavity in the implosion. In the rebound stage, a shock wave that is several times the ambient pressure is generated outside the pressure hull, and the propagation speed is close to the speed of sound. The pressure peak of the shock wave has a negative exponential power function relationship with the distance to the center of the sphere. Finally, it is found that the obvious superimposed effect between spheres exists in the chain-reaction implosion which enhances the implosion shock wave.

压力船体在深海水下航行器中起着重要作用。然而,在超高压环境中,它们可能会发生一种极具破坏性的现象,称为内爆。为了研究中空陶瓷耐压壳水下内爆流场的特点,采用可压缩多相流理论、直接数值模拟和自适应网格细化方法,对单个陶瓷耐压壳和多个线性排列陶瓷耐压壳的水下内爆炸进行了数值模拟。首先,验证了数值模拟方法的可行性。然后,对11000m深度中空陶瓷耐压壳水下内爆流场进行了分析。内爆过程中存在内部气腔的压缩回弹过程。在回弹阶段,压力壳外会产生数倍于环境压力的冲击波,传播速度接近音速。冲击波的压力峰值与到球体中心的距离呈负指数幂函数关系。最后发现,链式内爆中存在明显的球体间叠加效应,增强了内爆冲击波。
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引用次数: 1
Breather waves, analytical solutions and conservation laws using Lie–Bäcklund symmetries to the (2+1)-dimensional Chaffee–Infante equation 利用Lie-Bcklund对称性求解(2+1)维Chaffee-Infante方程的呼吸波、解析解和守恒定律
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2021.12.008
Abdullahi Yusuf , Tukur Abdulkadir Sulaiman , Alrazi Abdeljabbar , Marwan Alquran

The (2+1)-dimensional Chaffee–Infante has a wide range of applications in science and engineering, including nonlinear fiber optics, electromagnetic field waves, signal processing through optical fibers, plasma physics, coastal engineering, fluid dynamics and is particularly useful for modeling ion-acoustic waves in plasma and sound waves. In this paper, this equation is investigated and analyzed using two effective schemes. The well-known tanh-coth and sine-cosine function schemes are employed to establish analytical solutions for the equation under consideration. The breather wave solutions are derived using the Cole–Hopf transformation. In addition, by means of new conservation theorem, we construct conservation laws (CLs) for the governing equation by means of Lie–Bäcklund symmetries. The novel characteristics for the (2+1)-dimensional Chaffee–Infante equation obtained in this work can be of great importance in nonlinear sciences and ocean engineering.

(2+1)维Chaffee–Infante在科学和工程中有着广泛的应用,包括非线性光纤、电磁场、光纤信号处理、等离子体物理、海岸工程、流体动力学,尤其适用于等离子体和声波中的离子声波建模。本文用两种有效的格式对该方程进行了研究和分析。采用众所周知的tanh-coth和正弦余弦函数格式来建立所考虑方程的解析解。使用Cole–Hopf变换导出了呼吸波解。此外,利用新的守恒定理,利用李–Bäcklund对称性构造了控制方程的守恒定律。这项工作中获得的(2+1)维Chaffee–Infante方程的新特性在非线性科学和海洋工程中具有重要意义。
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引用次数: 18
Constructing analytical estimates of the fuzzy fractional-order Boussinesq model and their application in oceanography 模糊分数阶Boussinesq模型的分析估计及其在海洋学中的应用
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2022.01.003
Saima Rashid , Mohammed K.A. Kaabar , Ali Althobaiti , M.S. Alqurashi

The main idea of this article is the investigation of atmospheric internal waves, often known as gravity waves. This arises within the ocean rather than at the interface. A shallow fluid assumption is illustrated by a series of nonlinear partial differential equations in the framework. Because the waves are scattered over a wide geographical region, this system can precisely replicate atmospheric internal waves. In this research, the numerical solutions to the fuzzy fourth-order time-fractional Boussinesq equation (BSe) are determined for the case of the aquifer propagation of long waves having small amplitude on the surface of water from a channel. The novel scheme, namely the generalized integral transform (proposed by H. Jafari [35]) coupled with the Adomian decomposition method (GIADM), is used to extract the fuzzy fractional BSe in R,Rn and (2nth)-order including gH-differentiability. To have a clear understanding of the physical phenomena of the projected solutions, several algebraic aspects of the generalized integral transform in the fuzzy Caputo and Atangana-Baleanu fractional derivative operators are discussed. The confrontation between the findings by Caputo and ABC fractional derivatives under generalized Hukuhara differentiability are presented with appropriate values for the fractional order and uncertainty parameters [0,1] were depicted in diagrams. According to proposed findings, hydraulic engineers, being analysts in drainage or in water management, might access adequate storage volume quantity with an uncertainty level.

这篇文章的主要思想是研究大气内波,通常被称为重力波。这是在海洋中产生的,而不是在界面上。框架中的一系列非线性偏微分方程说明了浅层流体假设。由于波浪分散在广阔的地理区域,该系统可以精确地复制大气内波。在这项研究中,对于具有小振幅的长波在渠道水面上的含水层传播情况,确定了模糊四阶时间分数Boussinesq方程(BSe)的数值解。将广义积分变换(由H.Jafari[35]提出)与Adomian分解方法(GIADM)相结合的新方案用于提取R、Rn和(2n)阶的模糊分数BSe,包括gH可微性。为了清楚地理解投影解的物理现象,讨论了模糊Caputo和Atangana-Baleanu分数导数算子中广义积分变换的几个代数方面。Caputo和ABC分数导数在广义Hukuhara可微性下的发现之间的对抗,给出了分数阶和不确定性参数的适当值℘∈[0,1]如图所示。根据拟议的调查结果,水力工程师作为排水或水管理方面的分析师,可能会在不确定的情况下获得足够的储存量。
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引用次数: 6
Langrangian formulation and solitary wave solutions of a generalized Zakharov–Kuznetsov equation with dual power-law nonlinearity in physical sciences and engineering 物理科学与工程中具有对偶幂律非线性的广义Zakharov–Kuznetsov方程的拉格朗日公式和孤立波解
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2021.12.001
Chaudry Masood Khalique, Oke Davies Adeyemo

This paper presents analytical studies carried out explicitly on a higher-dimensional generalized Zakharov–Kuznetsov equation with dual power-law nonlinearity arising in engineering and nonlinear science. We obtain analytic solutions for the underlying equation via Lie group approach as well as direct integration method. Moreover, we engage the extended Jacobi elliptic cosine and sine amplitude functions expansion technique to seek more exact travelling wave solutions of the equation for some particular cases. Consequently, we secure, singular and nonsingular (periodic) soliton solutions, cnoidal, snoidal as well as dnoidal wave solutions. Besides, we depict the dynamics of the solutions using suitable graphs. The application of obtained results in various fields of sciences and engineering are presented. In conclusion, we construct conserved currents of the aforementioned equation via Noether’s theorem (with Helmholtz criteria) and standard multiplier technique through the homotopy formula.

本文对工程和非线性科学中出现的具有对偶幂律非线性的高维广义Zakharov–Kuznetsov方程进行了明确的分析研究。我们通过李群方法和直接积分方法得到了基本方程的解析解。此外,我们采用扩展的Jacobi椭圆余弦和正弦振幅函数展开技术,在某些特定情况下寻求方程的更精确行波解。因此,我们得到了奇异和非奇异(周期)孤立子解、椭圆、正弦和dnoidal波解。此外,我们使用合适的图来描述解的动力学。介绍了所得结果在科学和工程各个领域的应用。总之,我们通过Noether定理(具有亥姆霍兹准则)和标准乘子技术,通过同伦论公式构造了上述方程的守恒流。
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引用次数: 0
Construction and experimental verification research of a magnetic detection system for submarine pipelines based on a two-part towed platform 基于两组份拖曳平台的海底管道磁检测系统的构建与实验验证研究
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2022.01.001
Mianjin Wang , Shikun Pang , Kefan Jin , Xiaofeng Liang , Hongdong Wang , Hong Yi

With the acceleration of the investigation and development of marine resources, the detection and location of submarine pipelines have become a necessary part of modern marine engineering. Submarine pipelines are a typical weak magnetic anomaly target, and their magnetic anomaly detection can only be realized within a certain distance. At present, a towfish or an autonomous underwater vehicle (AUV) is mainly used as the platform to equip magnetometers close to the submarine pipelines for magnetic anomaly detection. However, the mother ship directly affects the towfish, thus causing control interference. The AUV cannot detect in real time, which affects the magnetic anomaly detection and creates problems regarding detection efficiency. Meanwhile, a two-part towed platform has convenient control, thus reducing the interference of the towed mother ship and real-time detection. If the platform can maintain constant altitude sailing through the controller, the data accuracy in the actual magnetic anomaly detection can be guaranteed. On the basis of a two-part towed platform, a magnetic detection system with constant altitude sailing ability for submarine pipelines was constructed in this study. In addition, experimental verification was conducted. The experimental verification research shows that the constant altitude sailing experiment of the two-part towed platform verifies that the platform has good constant altitude sailing ability in both a hydrostatic environment and the actual marine environment. Meanwhile, the offshore magnetic anomaly detection experiment of submarine pipelines verifies the stable measurement function of the magnetic field and the function of the system to detect magnetic anomaly of submarine pipelines.

随着海洋资源调查和开发的加快,海底管道的探测和定位已成为现代海洋工程的必要组成部分。海底管道是典型的弱磁异常目标,其磁异常探测只能在一定距离内实现。目前,拖船或无人潜航器(AUV)主要用作平台,在海底管道附近配备磁力计,用于磁异常检测。然而,母船直接影响拖船,从而造成控制干扰。AUV不能实时检测,这影响了磁异常检测,并产生了检测效率方面的问题。同时,由两部分组成的拖曳平台具有方便的控制,从而减少了被拖曳母船的干扰和实时检测。如果平台能够通过控制器保持恒定的航行高度,则可以保证实际磁异常检测中的数据准确性。本研究在两部分拖曳平台的基础上,构建了一个具有恒定高度航行能力的海底管道磁探测系统。此外,还进行了实验验证。实验验证研究表明,两部分拖曳式平台的恒高航行实验验证了该平台在静水环境和实际海洋环境中都具有良好的恒高飞行能力。同时,通过海底管道的海上磁异常探测实验,验证了磁场的稳定测量功能和系统对海底管道磁异常探测的功能。
{"title":"Construction and experimental verification research of a magnetic detection system for submarine pipelines based on a two-part towed platform","authors":"Mianjin Wang ,&nbsp;Shikun Pang ,&nbsp;Kefan Jin ,&nbsp;Xiaofeng Liang ,&nbsp;Hongdong Wang ,&nbsp;Hong Yi","doi":"10.1016/j.joes.2022.01.001","DOIUrl":"10.1016/j.joes.2022.01.001","url":null,"abstract":"<div><p>With the acceleration of the investigation and development of marine resources, the detection and location of submarine pipelines have become a necessary part of modern marine engineering. Submarine pipelines are a typical weak magnetic anomaly target, and their magnetic anomaly detection can only be realized within a certain distance. At present, a towfish or an autonomous underwater vehicle (AUV) is mainly used as the platform to equip magnetometers close to the submarine pipelines for magnetic anomaly detection. However, the mother ship directly affects the towfish, thus causing control interference. The AUV cannot detect in real time, which affects the magnetic anomaly detection and creates problems regarding detection efficiency. Meanwhile, a two-part towed platform has convenient control, thus reducing the interference of the towed mother ship and real-time detection. If the platform can maintain constant altitude sailing through the controller, the data accuracy in the actual magnetic anomaly detection can be guaranteed. On the basis of a two-part towed platform, a magnetic detection system with constant altitude sailing ability for submarine pipelines was constructed in this study. In addition, experimental verification was conducted. The experimental verification research shows that the constant altitude sailing experiment of the two-part towed platform verifies that the platform has good constant altitude sailing ability in both a hydrostatic environment and the actual marine environment. Meanwhile, the offshore magnetic anomaly detection experiment of submarine pipelines verifies the stable measurement function of the magnetic field and the function of the system to detect magnetic anomaly of submarine pipelines.</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 2","pages":"Pages 169-180"},"PeriodicalIF":7.1,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45915999","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Invariance analysis for determining the closed-form solutions, optimal system, and various wave profiles for a (2+1)-dimensional weakly coupled B-Type Kadomtsev-Petviashvili equations 确定(2+1)维弱耦合B型Kadomtsev-Petrviashvili方程闭式解、最优系统和各种波形的不变性分析
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2021.12.007
Setu Rani , Sachin Kumar , Raj Kumar

In the case of negligible viscosity and surface tension, the B-KP equation shows the evolution of quasi-one-dimensional shallow-water waves, and it is growingly used in ocean physics, marine engineering, plasma physics, optical fibers, surface and internal oceanic waves, Bose-Einstein condensation, ferromagnetics, and string theory. Due to their importance and applications, many features and characteristics have been investigated. In this work, we attempt to perform Lie symmetry reductions and closed-form solutions to the weakly coupled B-Type Kadomtsev-Petviashvili equation using the Lie classical method. First, an optimal system based on one-dimensional subalgebras is constructed, and then all possible geometric vector yields are achieved. We can reduce system order by employing the one-dimensional optimal system. Furthermore, similarity reductions and exact solutions of the reduced equations, which include arbitrary independent functional parameters, have been derived. These newly established solutions can enhance our understanding of different nonlinear wave phenomena and dynamics. Several three-dimensional and two-dimensional graphical representations are used to determine the visual impact of the produced solutions with determined parameters to demonstrate their dynamical wave profiles for various examples of Lie symmetries. Various new solitary waves, kink waves, multiple solitons, stripe soliton, and singular waveforms, as well as their propagation, have been demonstrated for the weakly coupled B-Type Kadomtsev-Petviashvili equation. Lie classical method is thus a powerful, robust, and fundamental scientific tool for dealing with NPDEs. Computational simulations are also used to prove the effectiveness of the proposed approach.

在粘性和表面张力可忽略的情况下,B-KP方程显示了准一维浅水波的演化,它在海洋物理学、海洋工程、等离子体物理学、光纤、表面和内部海浪、玻色-爱因斯坦凝聚、铁磁性和弦论中得到了越来越多的应用。由于它们的重要性和应用,人们已经研究了许多特征和特性。在这项工作中,我们试图使用李经典方法对弱耦合的B型Kadomtsev Petviashvili方程进行李对称性约简和闭式解。首先,构造了一个基于一维子代数的最优系统,然后获得了所有可能的几何向量产率。我们可以通过使用一维最优系统来降低系统阶数。此外,还导出了包含任意独立函数参数的简化方程的相似性约简和精确解。这些新建立的解可以增强我们对不同非线性波动现象和动力学的理解。使用几种三维和二维图形表示来确定所产生的具有确定参数的解的视觉影响,以展示它们在各种李对称性示例中的动态波形。对于弱耦合的B型Kadomtsev Petviashvili方程,已经证明了各种新的孤立波、扭结波、多孤子、条纹孤子和奇异波形及其传播。因此,李经典方法是处理NPDE的一种强大、稳健和基本的科学工具。计算仿真也被用来证明所提出的方法的有效性。
{"title":"Invariance analysis for determining the closed-form solutions, optimal system, and various wave profiles for a (2+1)-dimensional weakly coupled B-Type Kadomtsev-Petviashvili equations","authors":"Setu Rani ,&nbsp;Sachin Kumar ,&nbsp;Raj Kumar","doi":"10.1016/j.joes.2021.12.007","DOIUrl":"10.1016/j.joes.2021.12.007","url":null,"abstract":"<div><p>In the case of negligible viscosity and surface tension, the B-KP equation shows the evolution of quasi-one-dimensional shallow-water waves, and it is growingly used in ocean physics, marine engineering, plasma physics, optical fibers, surface and internal oceanic waves, Bose-Einstein condensation, ferromagnetics, and string theory. Due to their importance and applications, many features and characteristics have been investigated. In this work, we attempt to perform Lie symmetry reductions and closed-form solutions to the weakly coupled B-Type Kadomtsev-Petviashvili equation using the Lie classical method. First, an optimal system based on one-dimensional subalgebras is constructed, and then all possible geometric vector yields are achieved. We can reduce system order by employing the one-dimensional optimal system. Furthermore, similarity reductions and exact solutions of the reduced equations, which include arbitrary independent functional parameters, have been derived. These newly established solutions can enhance our understanding of different nonlinear wave phenomena and dynamics. Several three-dimensional and two-dimensional graphical representations are used to determine the visual impact of the produced solutions with determined parameters to demonstrate their dynamical wave profiles for various examples of Lie symmetries. Various new solitary waves, kink waves, multiple solitons, stripe soliton, and singular waveforms, as well as their propagation, have been demonstrated for the weakly coupled B-Type Kadomtsev-Petviashvili equation. Lie classical method is thus a powerful, robust, and fundamental scientific tool for dealing with NPDEs. Computational simulations are also used to prove the effectiveness of the proposed approach.</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 2","pages":"Pages 133-144"},"PeriodicalIF":7.1,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46866290","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
On similarity solutions to (2+1)-dispersive long-wave equations (2+1)-色散长波方程的相似解
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.1016/j.joes.2021.12.005
Raj Kumar , Ravi Shankar Verma , Atul Kumar Tiwari

This work is devoted to get a new family of analytical solutions of the (2+1)-coupled dispersive long wave equations propagating in an infinitely long channel with constant depth, and can be observed in an open sea or in wide channels. The solutions are obtained by using the invariance property of the similarity transformations method via one-parameter Lie group theory. The repeated use of the similarity transformations method can transform the system of PDEs into system of ODEs. Under adequate restrictions, the reduced system of ODEs is solved. Numerical simulation is performed to describe the solutions in a physically meaningful way. The profiles of the solutions are simulated by taking an appropriate choice of functions and constants involved therein. In each animation, a frame for dominated behavior is captured. They exhibit elastic multisolitons, single soliton, doubly solitons, stationary, kink and parabolic nature. The results are significant since these have confirmed some of the established results of S. Kumar et al. (2020) and K. Sharma et al. (2020). Some of their solutions can be deduced from the results derived in this work. Other results in the existing literature are different from those in this work.

本文致力于得到在恒定深度的无限长通道中传播的(2+1)耦合色散长波方程的一组新的解析解,这些方程可以在公海或宽通道中观测。利用相似变换方法的不变性,通过单参数李群理论得到了解。重复使用相似性转换方法可以将偏微分方程系统转换为常微分方程系统。在适当的限制条件下,解出了ODE的简化系统。数值模拟是为了以物理意义上的方式描述解。通过适当选择其中涉及的函数和常数来模拟解的轮廓。在每个动画中,都会捕获一个用于支配行为的帧。它们表现出弹性多孤子、单孤子、双孤子、静止、扭结和抛物性质。这些结果是重要的,因为这些已经证实了S.Kumar等人。(2020)和K.Sharma等人。(2020)。他们的一些解可以从这项工作的结果中推导出来。现有文献中的其他结果与本工作中的结果不同。
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引用次数: 6
An artificial intelligence-aided design (AIAD) of ship hull structures 船体结构的人工智能辅助设计
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-01-01 DOI: 10.1016/j.joes.2021.11.003
Yu Ao , Yunbo Li , Jiaye Gong , Shaofan Li

Ship-hull design is a complex process because the any slight local alteration in ship hull structure may significantly change the hydrostatic and hydrodynamic performances of a ship. To find the optimum hull shape under the design requirements, the state-of-art of ship hull design combines computational fluid dynamics computation with geometric modeling. However, this process is very computationally intensive, which is only suitable at the final stage of the design process. To narrow down the design parameter space, in this work, we have developed an AI-based deep learning neural network to realize a real-time prediction of the total resistance of the ship-hull structure in its initial design process. In this work, we have demonstrated how to use the developed DNN model to carry out the initial ship hull design. The validation results showed that the deep learning model could accurately predict the ship hull’s total resistance accurately after being trained, where the average error of all samples in the testing dataset is lower than 4%. Simultaneously, the trained deep learning model can predict the hip’s performances in real-time by inputting geometric modification parameters without tedious preprocessing and calculation processes. The machine learning approach in ship hull design proposed in this work is the first step towards the artificial intelligence-aided design in naval architectures.

船体设计是一个复杂的过程,因为船体结构的任何微小局部变化都可能显著改变船舶的静水压和水动力性能。为了找到符合设计要求的最佳船体形状,船体设计的最新技术将计算流体动力学计算与几何建模相结合。然而,这个过程的计算量非常大,只适用于设计过程的最后阶段。为了缩小设计参数空间,在这项工作中,我们开发了一种基于人工智能的深度学习神经网络,以实现对船体结构初始设计过程中总阻力的实时预测。在这项工作中,我们展示了如何使用开发的DNN模型来进行初始船体设计。验证结果表明,深度学习模型经过训练后可以准确预测船体的总阻力,测试数据集中所有样本的平均误差低于4%。同时,训练后的深度学习模型可以通过输入几何修改参数实时预测髋关节的性能,而无需繁琐的预处理和计算过程。本文提出的船体设计中的机器学习方法是海军建筑中人工智能辅助设计的第一步。
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引用次数: 6
New generalized fuzzy transform computations for solving fractional partial differential equations arising in oceanography 求解海洋学中分数阶偏微分方程的新的广义模糊变换计算
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-01-01 DOI: 10.1016/j.joes.2021.11.004
Saima Rashid , Rehana Ashraf , Zakia Hammouch

This paper presents a study of nonlinear waves in shallow water. The Korteweg-de Vries (KdV) equation has a canonical version based on oceanography theory, the shallow water waves in the oceans, and the internal ion-acoustic waves in plasma. Indeed, the main goal of this investigation is to employ a semi-analytical method based on the homotopy perturbation transform method (HPTM) to obtain the numerical findings of nonlinear dispersive and fifth order KdV models for investigating the behaviour of magneto-acoustic waves in plasma via fuzziness. This approach is connected with the fuzzy generalized integral transform and HPTM. Besides that, two novel results for fuzzy generalized integral transformation concerning fuzzy partial gH-derivatives are presented. Several illustrative examples are illustrated to show the effectiveness and supremacy of the proposed method. Furthermore, 2D and 3D simulations depict the comparison analysis between two fractional derivative operators (Caputo and Atangana-Baleanu fractional derivative operators in the Caputo sense) under generalized gH-differentiability. The projected method (GHPTM) demonstrates a diverse spectrum of applications for dealing with nonlinear wave equations in scientific domains. The current work, as a novel use of GHPTM, demonstrates some key differences from existing similar methods.

本文对浅水中的非线性波浪进行了研究。Korteweg-de-Vries(KdV)方程有一个基于海洋学理论、海洋中的浅水波和等离子体中的内部离子声波的规范版本。事实上,本研究的主要目标是采用基于同伦微扰变换方法(HPTM)的半解析方法,获得非线性色散和五阶KdV模型的数值结果,用于通过模糊性研究等离子体中磁声波的行为。该方法与模糊广义积分变换和HPTM相结合。此外,给出了关于模糊偏gH导数的模糊广义积分变换的两个新结果。举例说明了该方法的有效性和优越性。此外,2D和3D模拟描述了两个分数导数算子(Caputo意义上的Caputo和Atangana-Baleanu分数导数算子)在广义gH可微性下的比较分析。投影法(GHPTM)展示了在科学领域处理非线性波动方程的各种应用。目前的工作,作为GHPTM的一种新用途,证明了与现有类似方法的一些关键差异。
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引用次数: 6
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