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AUV path planning based on crested porcupine optimizer and improved fuzzy DWA with collision risk assessment
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-03 DOI: 10.1016/j.oceaneng.2026.124451
Xi Zhang , Jianbo Wu , Liang Cheng , Qing Wang , Yinglin Ke
Path planning is crucial for autonomous underwater vehicles (AUVs), ensuring their safety and demonstrating their intelligence. However, the underwater environment is unstructured, with unknown static and dynamic obstacles. Moreover, the kinematic constraints of the AUV's movement add to the complexity of planning. To address these challenges, this paper proposes a hybrid approach that combines crested porcupine optimization (CPO) with an improved dynamic window approach (DWA), called DFDWA. First, CPO is used for global path planning to find an optimal solution. Second, to better avoid suddenly appearing dynamic obstacles, we enhance the traditional DWA in four ways: extending it to three dimensions to better model the AUV's motion; incorporating a three-dimensional distance field to improve dynamic obstacle avoidance; calculating the Distance at Closest Point of Approach (DCPA) for collision risk assessment; and using fuzzy logic to adaptively tune DWA parameters. Finally, simulation results demonstrate that the proposed algorithm effectively avoids both static and dynamic obstacles, reduces detours while maintaining safety, thereby making a valuable contribution to future AUV path planning.
路径规划对于自主水下航行器(auv)来说是至关重要的,它可以确保其安全并展示其智能。然而,水下环境是非结构化的,存在未知的静态和动态障碍。此外,AUV运动的运动学约束增加了规划的复杂性。为了应对这些挑战,本文提出了一种将冠状豪猪优化(CPO)与改进的动态窗口方法(DWA) (DFDWA)相结合的混合方法。首先,利用CPO进行全局路径规划,寻找最优解。其次,为了更好地避免突然出现的动态障碍物,我们从四个方面对传统的DWA进行了改进:将其扩展到三维空间,以更好地模拟水下机器人的运动;结合三维距离场,提高动态避障能力;计算碰撞风险评估的最接近点距离(DCPA);利用模糊逻辑自适应调整DWA参数。仿真结果表明,该算法能有效地避开静态和动态障碍物,在保证安全的同时减少弯路,为未来的AUV路径规划做出了重要贡献。
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引用次数: 0
Accelerating the solution of Poisson equation in MPS method for tank sloshing using graph attention network
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-03 DOI: 10.1016/j.oceaneng.2026.124460
Yujia Liu , Luchun Yang , Maokun Ye , Decheng Wan , Moustafa Abdel-Maksoud
The Moving Particle Semi-implicit (MPS) method is a widely used Lagrangian Particle method for simulating free-surface flows. In conventional MPS simulations, the solution of the pressure Poisson equation (PPE) in the pressure-projection step typically constitutes a major portion of the overall computational cost, particularly for large-scale particle systems. To address this issue, we propose a data-driven hybrid approach that integrates the MPS method with the Graph Attention Network (GAT), denoted as MPS-GAT. In this approach, GAT serves as a surrogate model to replace the traditional PPE solver for pressure estimation in MPS. The effectiveness of the proposed method is evaluated using a benchmark case of tank sloshing. The accuracy is verified by comparing the pressure predictions from MPS-GAT with numerical results obtained from solving the PPE. Spatial errors are quantified by differences in mesh-interpolated mean fields between MPS-GAT and traditional MPS method, and temporal errors by the discrepancy in the mean particle velocity and pressure over time. To evaluate generalization, the model is tested on sloshing scenarios with filling ratios, excitation frequencies, and amplitudes not included in the training data. Remarkably, the model exhibited exceptional generalization performance under internal-obstacle configurations despite their complete absence from the training distribution. Furthermore, the proposed hybrid method significantly improves computational efficiency. In our tests with particle counts from 1000 to 130000, MPS-GAT reduces the pressure estimation time by more than 30 times compared with the traditional MPS method when the particle number exceeds 120000. The speedup ratio increases further with larger particle counts, demonstrating clear advantages for large scale free surface flow simulations.
运动粒子半隐式(MPS)方法是一种广泛应用于模拟自由表面流动的拉格朗日粒子方法。在传统的MPS模拟中,压力投影步骤中的压力泊松方程(PPE)的解通常构成了总体计算成本的主要部分,特别是对于大型粒子系统。为了解决这个问题,我们提出了一种数据驱动的混合方法,该方法将MPS方法与图注意网络(GAT)相结合,记为MPS-GAT。在这种方法中,GAT作为替代模型来取代传统的PPE求解器,用于MPS中的压力估计。最后以坦克晃动为例,对该方法的有效性进行了评价。通过将MPS-GAT的压力预测结果与求解PPE的数值结果进行比较,验证了其准确性。空间误差由MPS- gat与传统MPS方法的网格插值平均场的差异来量化,时间误差由平均粒子速度和压力随时间的差异来量化。为了评估模型的泛化性,我们对模型在晃动场景中进行了测试,这些场景中填充率、激励频率和振幅都没有包含在训练数据中。值得注意的是,尽管内部障碍在训练分布中完全不存在,但该模型仍表现出优异的泛化性能。此外,该混合方法显著提高了计算效率。在颗粒数为1000 ~ 130000的测试中,当颗粒数超过120000时,MPS- gat的压力估计时间比传统MPS方法缩短了30倍以上。随着颗粒数量的增加,加速比进一步增加,这在大规模自由表面流动模拟中显示出明显的优势。
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引用次数: 0
A hybrid non-linear observer for maritime surface vessel state estimation using physics-based and data-driven modelling
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-03 DOI: 10.1016/j.oceaneng.2026.124347
Aksel Trentemøller Frafjord , Erlend M. Coates , Peihua Han , Tongtong Wang , Italo Aldo Campodonico Avendano , Øivind Kåre Kjerstad
Unlike conventional non-linear state observers that rely solely on physics-based models, this study proposes a hybrid state observer that combines a physics-based control model with a data-driven correction model to improve state estimation for maritime surface vessels. Five deep neural network architectures, trained on synthetic data akin to what can be obtained during sea trials, serve as correction models within the hybrid design. These architectures are evaluated through simulation scenarios featuring variable ocean currents and wind. The results show that the hybrid observer using a fully connected neural network with three layers of 64 neurons reduces estimation error by 30% compared to a fixed-gain non-linear observer based solely on a physics-based model. This improvement highlights the potential of hybrid observers to enhance state estimation accuracy, which is essential for the overall control system performance.
与仅依赖于基于物理模型的传统非线性状态观测器不同,本研究提出了一种混合状态观测器,该观测器将基于物理的控制模型与数据驱动的校正模型相结合,以改善海上水面船舶的状态估计。五个深度神经网络架构,经过类似于海试中获得的合成数据的训练,作为混合设计中的校正模型。这些架构通过具有可变洋流和风的模拟场景进行评估。结果表明,与仅基于物理模型的固定增益非线性观测器相比,使用三层64个神经元的全连接神经网络的混合观测器减少了30%的估计误差。这种改进突出了混合观测器提高状态估计精度的潜力,这对整个控制系统的性能至关重要。
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引用次数: 0
Ultrasonic cavitation erosion of marine protective coatings: From bubbles behavior to coating damage
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-03 DOI: 10.1016/j.oceaneng.2026.124449
Jie Wang , Yuan Sun , Sheng Xu , Shuai Li
Cavitation erosion of marine protective coatings poses a significant challenge to the durability of marine structures. This study systematically investigates the failure mechanisms of ship hull antifouling coatings under ultrasonic cavitation through integrated experimental analysis. The dynamics of cavitation bubbles in both free-field and near-wall environments are characterized across varying ultrasonic power levels. Key bubble-wall interaction mechanisms are identified, particularly the formation of wall-attached bubble clusters that impose intense cyclic loading on material surfaces, inducing fatigue damage. Erosion patterns on aluminum sheets substrates and coated steel sheets reveal that the spatial distribution and population of these pulsating wall-attached bubble clusters directly govern the morphology and severity of cavitation damage. For antifouling coatings, erosion initiates as localized pitting and plastic deformation under repeated bubble impacts. With increasing loading cycles, micro-damages coalesce, leading to stress concentration and eventual coating spallation. Parametric studies on stand-off distance and acoustic power uncover a critical stand-off distance (dc=2.8 mm) and a non-monotonic relationship between ultrasonic power and coating damage. At high power levels (Wa ≥ 384 W), the probe-tip-attached cavitation cloud expands significantly, acting as an acoustic shield and suppressing the number of cavitation bubbles near and attached to the wall. The most severe erosion occurs at an intermediate power level (Wa=384 W). At this power, an optimal synergy between acoustic driving and bubble-wall coupling maximizes cavitation-induced cyclic loading on the coating surface, resulting in significantly intensified damage.
海洋防护涂层的空化侵蚀对海洋结构物的耐久性提出了重大挑战。本研究通过综合实验分析,系统探讨了超声空化作用下船体防污涂层的失效机理。在不同的超声功率水平下,自由场和近壁环境下的空化气泡动力学特征。确定了关键的气泡-壁面相互作用机制,特别是壁面附着气泡团的形成,这些气泡团对材料表面施加强烈的循环载荷,引起疲劳损伤。铝板基材和涂层钢板上的侵蚀模式表明,这些脉动附壁气泡簇的空间分布和数量直接决定了空化损伤的形态和严重程度。对于防污涂层,腐蚀开始于局部点蚀和反复气泡冲击下的塑性变形。随着加载次数的增加,微损伤会聚集,导致应力集中,最终导致涂层剥落。隔离距离和声功率的参数化研究揭示了临界隔离距离(dc=2.8 mm)和超声功率与涂层损伤之间的非单调关系。在高功率下(Wa ≥ 384 W),探针尖端附着的空化云显著膨胀,起到了屏蔽声的作用,抑制了壁面附近和附着壁面的空化气泡数量。在中等功率水平(Wa=384 W)时,腐蚀最为严重。在此功率下,声驱动和气泡壁耦合之间的最佳协同作用使涂层表面空化引起的循环载荷最大化,从而导致损伤显著加剧。
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引用次数: 0
Performance evaluation of near-field localization for artificial lateral line based on theoretical analysis and orthogonal test
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-03 DOI: 10.1016/j.oceaneng.2026.124522
Haoxun Yuan , Yingchun Xie , Guijie Liu , Di-Lin Chen , Jinchi Zhu , Jie Liu , Songping Meng
As a key equipment for marine scientific research, underwater vehicles rely on near-field detection as a main function for localization and cooperative swarm operations. However, conventional acoustic and optical methods are facing challenges due to the increasing diversity of missions and complexity of environments. In this study, we integrate the artificial lateral line system, the Cramer–Rao Lower Bound (CRLB) theory, and the Multi-Island Genetic Algorithm (MIGA) to quantitatively evaluate the near-field localization performance of sensor arrays and optimize their configuration parameters. Orthogonal test results indicate a significant positive correlation between array parameters and localization performance. In particular, the body array parameters determine the amount of information contained in the observational data, emerging as the most influential factor affecting localization accuracy. Optimization results further reveal that appropriately increasing the interval between body sensors can effectively compensate for the loss of pressure field sampling density caused by a reduction in the number of body sensors. Monte Carlo simulations validate the accuracy of the theoretical analysis and highlight differences in computational efficiency among the algorithms employed. The proposed quantitative evaluation and optimization framework for array localization performance offers unique insights into the design of artificial lateral line systems for miniaturized underwater vehicles.
作为海洋科学研究的关键设备,水下航行器依靠近场探测作为定位和协同群行动的主要功能。然而,由于任务的多样性和环境的复杂性,传统的声学和光学方法面临着挑战。在本研究中,我们将人工侧线系统、Cramer-Rao下界(CRLB)理论和多岛遗传算法(MIGA)相结合,定量评估传感器阵列的近场定位性能并优化其配置参数。正交试验结果表明,阵列参数与定位性能呈显著正相关。其中,体阵参数决定了观测数据中包含的信息量,是影响定位精度的最重要因素。优化结果进一步表明,适当增加体感器之间的间隔,可以有效补偿因体感器数量减少而造成的压力场采样密度损失。蒙特卡罗模拟验证了理论分析的准确性,并突出了所采用算法之间计算效率的差异。所提出的阵列定位性能定量评估和优化框架为小型化水下航行器人工侧线系统的设计提供了独特的见解。
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引用次数: 0
Study on water entry of curved elastic wedge using fully nonlinear boundary element method
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-03 DOI: 10.1016/j.oceaneng.2026.124488
Jian Zou, Bangwei Liu, Yihang Shan, Ruixiang Liu, Hui Li
This paper investigates the water entry of elastic wedges with curved boundaries using a fully nonlinear boundary element method (BEM). The numerical model introduces an auxiliary function method to simultaneously solve the motion, deformation, and hydrodynamic pressure during the water entry process. Flow separation is also considered in the simulation to extend the effective simulation duration. The validity of the present numerical model is verified through comparisons with published results on the water entry of a straight-wall elastic wedge and a cylindrical shell. In the study of curved wedges, the convex wedge generates a large transient slamming load in the early stage of water entry, leading to significant elastic vibrations of the boundary. In contrast, the concave wedge has high slamming pressure when the jet root reaches the upper edge of the boundary. Subsequent flow separation causes a rapid decrease in slamming pressure and excites elastic vibrations of the boundary. Compared with the straight-wall boundary, the peak stress responses on both convex and concave boundaries are significantly reduced by more than 50 %, although they experience larger slamming loads.
本文采用全非线性边界元法研究了具有弯曲边界的弹性楔体的入水问题。该数值模型引入了辅助函数法,可同时求解入水过程中的运动、变形和动水压力。模拟中还考虑了流动分离,延长了有效模拟时间。通过与已发表的直壁弹性楔和圆柱壳入水结果的比较,验证了该数值模型的有效性。在弯曲楔体的研究中,凸楔体在入水初期会产生较大的瞬态撞击载荷,导致边界产生明显的弹性振动。而当射流根部到达边界上边缘时,凹楔具有较高的轰击压力。随后的流动分离导致了轰击压力的迅速降低,并激发了边界的弹性振动。与直墙边界相比,凸边界和凹边界的峰值应力响应都显著降低了50%以上,尽管它们承受的冲击载荷更大。
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引用次数: 0
A study on the seakeeping performance of the axe-bow planing boat by model experiments
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-03 DOI: 10.1016/j.oceaneng.2026.124275
Jiayuan Zhuang , Qingxiang Hai , Chuan Ma , Xinyu Li , Jun Yang , Jiandong Wang , Cong Huang , Lei Zhang
Planing boats are characterized by excellent rapidity. To improve their seakeeping performance, an axe-bow design was employed. In this study, based on the parent boat, a parametric modeling approach was utilized to complete the bow design of the axe-bow planing boat. Subsequently, model tests were conducted to compare the hydrodynamic performances of the axe-bow planing boat and the parent boat in calm water and regular waves. The test equipment consists of a seaworthiness instrument system and a data acquisition system, which are used to measure values such as trim angle, heave, and vertical acceleration, as well as to monitor the fluid around the boat. The test results show that, under calm water conditions, the trim of the axe-bow planing boat is significantly reduced compared to the parent boat. In terms of resistance, the two boats perform similarly, but the peak of the resistance of the axe-bow planing boat is delayed to a higher speed. Under wave conditions, the advantages of the axe-bow planing boat are more obvious: as the wavelength increases, its heave and trim performance is better than the parent boat. Additionally, to further explore the seakeeping performance advantages of axe-bow planing boat in calm water and regular waves, tests under different locations of the center of gravity were carried out, and the results were compared and analyzed. The key takeaway from this study is that an modified axe-bow with appropriate LCG improves seakeeping by reducing dynamic trim, harmonic motions, and added resistance, without sacrificing low-to-medium-speed resistance.
刨船的特点是速度极快。为了提高其耐波性能,采用了轴艏设计。本研究在母艇的基础上,采用参数化建模方法完成了轴首刨艇的船首设计。随后,进行了模型试验,比较了纵艇与母艇在静水和规则波下的水动力性能。测试设备由适航仪表系统和数据采集系统组成,用于测量纵倾角、升沉和垂直加速度等值,并监测船周围的流体。试验结果表明,在静水条件下,船首刨船的纵倾比母艇明显减小。在阻力方面,两艘船的表现相似,但轴首刨船的阻力峰值延迟到更高的速度。在波浪条件下,轴艏刨船的优势更为明显:随着波长的增加,其升沉和纵倾性能优于母艇。此外,为了进一步探索轴首刨船在静水和规则波下的耐浪性能优势,进行了不同重心位置下的试验,并对试验结果进行了对比分析。这项研究的关键结论是,在不牺牲中低速阻力的情况下,采用适当LCG的改进型轴艏通过减少动态侧倾、谐波运动和附加阻力来提高耐波性。
{"title":"A study on the seakeeping performance of the axe-bow planing boat by model experiments","authors":"Jiayuan Zhuang ,&nbsp;Qingxiang Hai ,&nbsp;Chuan Ma ,&nbsp;Xinyu Li ,&nbsp;Jun Yang ,&nbsp;Jiandong Wang ,&nbsp;Cong Huang ,&nbsp;Lei Zhang","doi":"10.1016/j.oceaneng.2026.124275","DOIUrl":"10.1016/j.oceaneng.2026.124275","url":null,"abstract":"<div><div>Planing boats are characterized by excellent rapidity. To improve their seakeeping performance, an axe-bow design was employed. In this study, based on the parent boat, a parametric modeling approach was utilized to complete the bow design of the axe-bow planing boat. Subsequently, model tests were conducted to compare the hydrodynamic performances of the axe-bow planing boat and the parent boat in calm water and regular waves. The test equipment consists of a seaworthiness instrument system and a data acquisition system, which are used to measure values such as trim angle, heave, and vertical acceleration, as well as to monitor the fluid around the boat. The test results show that, under calm water conditions, the trim of the axe-bow planing boat is significantly reduced compared to the parent boat. In terms of resistance, the two boats perform similarly, but the peak of the resistance of the axe-bow planing boat is delayed to a higher speed. Under wave conditions, the advantages of the axe-bow planing boat are more obvious: as the wavelength increases, its heave and trim performance is better than the parent boat. Additionally, to further explore the seakeeping performance advantages of axe-bow planing boat in calm water and regular waves, tests under different locations of the center of gravity were carried out, and the results were compared and analyzed. The key takeaway from this study is that an modified axe-bow with appropriate <em>L</em><sub>CG</sub> improves seakeeping by reducing dynamic trim, harmonic motions, and added resistance, without sacrificing low-to-medium-speed resistance.</div></div>","PeriodicalId":19403,"journal":{"name":"Ocean Engineering","volume":"351 ","pages":"Article 124275"},"PeriodicalIF":5.5,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146170680","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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: 0
Error reconstruction based predetermined performance fault-tolerant control for USV system against unknown power distortion and multiple input constraints
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-02 DOI: 10.1016/j.oceaneng.2026.124453
Chen Xu, Jianye Gong, Qikun Shen
This paper investigates the predetermined performance adaptive fault-tolerant control problem for unmanned surface vessel system in the presence of unknown power distortion under complex ocean environments. First, the state signal distortion caused by the measurement drifts is considered in the unmanned surface vessel, and the transformed position error dynamics are introduced based on the error reconstruction technique to address the difficulties of control design due to the unmeasurable state information. Furthermore, an adaptive compensation signal is developed to estimate the uncertain oceanic disturbances in real time, and coupled with an auxiliary dynamic system to mitigate the effects of saturation constraints. By designing a predetermined performance function, the position errors under the proposed scheme can quickly enter into a tunable interval within a time set in advance. The theoretical analysis shows that all signals in the closed-loop system are uniformly ultimately bounded. Finally, the validity of the developed control scheme is verified by simulation of three programmable unmanned surface vessels.
{"title":"Error reconstruction based predetermined performance fault-tolerant control for USV system against unknown power distortion and multiple input constraints","authors":"Chen Xu,&nbsp;Jianye Gong,&nbsp;Qikun Shen","doi":"10.1016/j.oceaneng.2026.124453","DOIUrl":"10.1016/j.oceaneng.2026.124453","url":null,"abstract":"<div><div>This paper investigates the predetermined performance adaptive fault-tolerant control problem for unmanned surface vessel system in the presence of unknown power distortion under complex ocean environments. First, the state signal distortion caused by the measurement drifts is considered in the unmanned surface vessel, and the transformed position error dynamics are introduced based on the error reconstruction technique to address the difficulties of control design due to the unmeasurable state information. Furthermore, an adaptive compensation signal is developed to estimate the uncertain oceanic disturbances in real time, and coupled with an auxiliary dynamic system to mitigate the effects of saturation constraints. By designing a predetermined performance function, the position errors under the proposed scheme can quickly enter into a tunable interval within a time set in advance. The theoretical analysis shows that all signals in the closed-loop system are uniformly ultimately bounded. Finally, the validity of the developed control scheme is verified by simulation of three programmable unmanned surface vessels.</div></div>","PeriodicalId":19403,"journal":{"name":"Ocean Engineering","volume":"351 ","pages":"Article 124453"},"PeriodicalIF":5.5,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146170735","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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: 0
A prediction methodology of trimaran form factor (1+k) based on neural network
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-02 DOI: 10.1016/j.oceaneng.2026.124446
Shangming Wang, Minh Jimmy Le, Guang Yin, Muk Chen Ong
This study proposes a calculation framework of the form factor (1+k) for predicting the total resistance of trimarans and examines its variation with forward speed and outrigger layout. A total of 30 scenarios are analyzed, comprising six outrigger layouts and five forward speeds. Computational Fluid Dynamics (CFD) simulations using OpenFOAM are employed to obtain the total resistance across these configurations. The numerical results are validated against experimental data, demonstrating the accuracy and efficiency of the CFD approach. Additionally, potential flow theory is applied to determine the wave-making resistance, enabling the derivation of the form factor for each scenario. The study systematically analyzes how the form factor varies with trimaran forward speed and outrigger layout. The results reveal distinct trends in the total resistance of trimarans concerning longitudinal distance (a), transverse distance (p), and forward speed. Furthermore, a neural network is developed to predict the form factor, enabling an efficient estimation of total resistance across various outrigger layouts and forward speeds. The neural network is trained through two strategies using a dataset derived from the numerical simulations. The validation results show that the trained neural network using both strategies can accurately predict the trimaran total resistance, achieving an average error below 5 % and a maximum error not exceeding 10 %.
{"title":"A prediction methodology of trimaran form factor (1+k) based on neural network","authors":"Shangming Wang,&nbsp;Minh Jimmy Le,&nbsp;Guang Yin,&nbsp;Muk Chen Ong","doi":"10.1016/j.oceaneng.2026.124446","DOIUrl":"10.1016/j.oceaneng.2026.124446","url":null,"abstract":"<div><div>This study proposes a calculation framework of the form factor (1+k) for predicting the total resistance of trimarans and examines its variation with forward speed and outrigger layout. A total of 30 scenarios are analyzed, comprising six outrigger layouts and five forward speeds. Computational Fluid Dynamics (CFD) simulations using OpenFOAM are employed to obtain the total resistance across these configurations. The numerical results are validated against experimental data, demonstrating the accuracy and efficiency of the CFD approach. Additionally, potential flow theory is applied to determine the wave-making resistance, enabling the derivation of the form factor for each scenario. The study systematically analyzes how the form factor varies with trimaran forward speed and outrigger layout. The results reveal distinct trends in the total resistance of trimarans concerning longitudinal distance (<span><math><mrow><mi>a</mi></mrow></math></span>), transverse distance (<span><math><mrow><mi>p</mi></mrow></math></span>), and forward speed. Furthermore, a neural network is developed to predict the form factor, enabling an efficient estimation of total resistance across various outrigger layouts and forward speeds. The neural network is trained through two strategies using a dataset derived from the numerical simulations. The validation results show that the trained neural network using both strategies can accurately predict the trimaran total resistance, achieving an average error below 5 % and a maximum error not exceeding 10 %.</div></div>","PeriodicalId":19403,"journal":{"name":"Ocean Engineering","volume":"351 ","pages":"Article 124446"},"PeriodicalIF":5.5,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146170671","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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: 0
Study on SCFs distribution for CFST KK-joints with internal ring stiffeners under bending moment
IF 5.5 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2026-02-02 DOI: 10.1016/j.oceaneng.2026.124435
Kang Wang , Feng-Ping Yuan , Qiang Li , Yu-Hang Wang , Yu-Xiao Luo , Jie Yu , Cheng-Yang Du
To accurately determine the stress concentration factors (SCFs) in concrete-filled steel tubular (CFST) KK-joints with internal ring stiffeners under in-plane and out-of-plane bending moment, 208 finite element (FE) analyses were conducted to investigate the influence of key geometric parameters (β, γ, τ, θ) on the SCFs distribution along the weld toe. The analysis demonstrated that the concrete infill and ring stiffeners result in a complex SCFs distribution pattern, where the fluctuation trend, peak values, and their locations were jointly influenced by both load direction and geometric parameters. Based on the parametric findings, a set of parametric equations were proposed to predict the SCFs distribution curves on both the chord and brace sides. The accuracy and reliability of these equations were further confirmed through verification against the UK department of energy assessment criteria and additional FE models, demonstrating their excellent potential for engineering application.
{"title":"Study on SCFs distribution for CFST KK-joints with internal ring stiffeners under bending moment","authors":"Kang Wang ,&nbsp;Feng-Ping Yuan ,&nbsp;Qiang Li ,&nbsp;Yu-Hang Wang ,&nbsp;Yu-Xiao Luo ,&nbsp;Jie Yu ,&nbsp;Cheng-Yang Du","doi":"10.1016/j.oceaneng.2026.124435","DOIUrl":"10.1016/j.oceaneng.2026.124435","url":null,"abstract":"<div><div>To accurately determine the stress concentration factors (SCFs) in concrete-filled steel tubular (CFST) KK-joints with internal ring stiffeners under in-plane and out-of-plane bending moment, 208 finite element (FE) analyses were conducted to investigate the influence of key geometric parameters (<em>β</em>, <em>γ</em>, <em>τ</em>, <em>θ</em>) on the SCFs distribution along the weld toe. The analysis demonstrated that the concrete infill and ring stiffeners result in a complex SCFs distribution pattern, where the fluctuation trend, peak values, and their locations were jointly influenced by both load direction and geometric parameters. Based on the parametric findings, a set of parametric equations were proposed to predict the SCFs distribution curves on both the chord and brace sides. The accuracy and reliability of these equations were further confirmed through verification against the UK department of energy assessment criteria and additional FE models, demonstrating their excellent potential for engineering application.</div></div>","PeriodicalId":19403,"journal":{"name":"Ocean Engineering","volume":"351 ","pages":"Article 124435"},"PeriodicalIF":5.5,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146170681","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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: 0
期刊
Ocean Engineering
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