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Hydrodynamic performance of artificial reef with guide plates: A combined computational fluid dynamics and particle image velocimetry investigation 带导流板人工鱼礁的水动力性能:计算流体力学与粒子图像测速相结合的研究
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-22 DOI: 10.1016/j.apor.2025.104865
Zhu Li , Yujiao Zheng , Suxian Lv , Wude Xie , Lixin Zhu , Lu Wang , Junyang Ma , Chunliu Guo , Yize Zhang , Zhenlin Liang , Zhaoyang Jiang
Artificial reefs (ARs), as one of the important means for restoring marine habitats, largely depend on their structures for hydrodynamic performance. In this study, we combined particle image velocimetry experiment (PIV) and computational fluid dynamics (CFD) to investigate the influence of a grid guide plate structure on the hydrodynamic performance of the cubic-frame reef. The results reveal that the angles of the front guide plates significantly enhance the upwelling efficiency of the cubic-frame reef, with a maximum increase of 13.06 times. The projected area of the plates also has a significant impact on the upwelling flux. Normalized TKE (kn) effectively quantifies wake disturbance intensity and shows a strong correlation with vortex volume. Furthermore, asymmetric plate configurations enhance wake vortex mixing while minimizing energy dissipation. The wake efficiency of the optimized AR structure is 28.31 times greater than that of the cubic-frame reef. These findings demonstrate that optimized guide plate configurations can enhance upwelling efficiency and wake mixing by more than an order of magnitude, providing a practical design basis for constructing artificial reefs that improve water exchange and habitat quality in marine ranching applications.
人工鱼礁作为恢复海洋生境的重要手段之一,其水动力性能在很大程度上取决于其结构。本文采用粒子图像测速实验(PIV)和计算流体力学(CFD)相结合的方法,研究了栅格导流板结构对立方框架礁体水动力性能的影响。结果表明:前导流板角度显著提高了立方框架礁体的上升流效率,最大可提高13.06倍;板块的投影面积对上升流通量也有显著影响。归一化TKE (kn)能有效量化尾流扰动强度,并与涡体积有很强的相关性。此外,非对称板的配置增强了尾流涡混合,同时最大限度地减少了能量耗散。优化后的AR结构的尾流效率是立方框架礁体尾流效率的28.31倍。研究结果表明,优化后的导流板配置可以提高上升流效率和尾流混合效率一个数量级以上,为构建人工鱼礁提供了实用的设计依据,从而改善海洋牧场中水体交换和栖息地质量。
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引用次数: 0
Exploring carbon capture for maritime decarbonization: A case study on a military vessel 探索海洋脱碳的碳捕获:一艘军舰的案例研究
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-22 DOI: 10.1016/j.apor.2025.104868
Giorgia Adami , Riccardo Rocchi , Massimo Figari
The maritime industry faces mounting pressure to reduce its greenhouse gas emissions, with regulatory bodies increasingly targeting decarbonization. While much of this attention has centred on commercial shipping, military fleets continue to operate largely outside the scope of emission regulations, despite their non-negligible environmental footprint. This study investigates the potential of carbon capture technologies as a viable and immediate solution for reducing carbon dioxide emissions from naval vessels, including those employed in military contexts. It examines the current advancements in onboard carbon capture systems and outlines the evolving regulatory landscape and preliminary standards introduced by leading classification societies. Amine-based absorption and calcium looping are selected for detailed analysis through a case study on a modern destroyer. Their implementation is evaluated under realistic operational conditions, focusing on carbon dioxide capture rate, auxiliary power demand, volumetric and mass impact, and integration constraints. The comparative evaluation underscores the trade-offs in technological readiness, effectiveness, and adaptability for maritime use. Ultimately, the research offers valuable insight into the potential role of carbon capture in greening the military maritime sector and advocates for the expansion of decarbonization efforts to encompass naval operations.
随着监管机构越来越多地瞄准脱碳,海运业面临着越来越大的减少温室气体排放的压力。虽然这方面的注意力主要集中在商业航运,但军事船队继续在很大程度上超出排放条例的范围,尽管它们的环境足迹不容忽视。本研究探讨了碳捕获技术作为减少海军舰艇(包括军事舰艇)二氧化碳排放的可行和直接解决方案的潜力。报告分析了目前船上碳捕获系统的进展,概述了不断发展的监管格局和主要船级社引入的初步标准。以某现代驱逐舰为例,选取胺基吸收法和钙环法进行详细分析。在实际操作条件下对其实施进行评估,重点关注二氧化碳捕获率、辅助电力需求、体积和质量影响以及集成约束。比较评估强调了在技术准备、有效性和海上使用适应性方面的权衡。最终,该研究为碳捕获在绿化军事海事部门中的潜在作用提供了有价值的见解,并倡导将脱碳努力扩大到海军行动中。
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引用次数: 0
Static load-bearing capacity of multi-planar tubular DK-joints reinforced with FRP composites in offshore wind turbine foundations 海上风力机地基多平面管状dk节点FRP加固静承载力研究
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-21 DOI: 10.1016/j.apor.2025.104864
Hamid Ahmadi , Mahdi Ghorbani
The reinforcement of tubular joints in jacket structures, such as the foundations of offshore wind turbines, is a common practice. To establish comprehensive design guidelines for predicting the ultimate strength of two-planar tubular DK-joints reinforced with fiber reinforced polymer (FRP), in the first step, nonlinear finite element (FE) models were developed and verified against experimental data of unreinforced and FRP-reinforced steel tubular Y-joints. The validated FE methodology was then employed to conduct parametric studies. In total, 345 nonlinear FE models were generated and analyzed to investigate the effects of dimensionless geometrical parameters of the joint, the number of FRP layers, the FRP layer orientations, and the FRP sheet length on the static performance of FRP-reinforced two-planar tubular DK-joints. The results of parametric study were utilized to formulate a parametric equation, through nonlinear regression analyses, to predict the ultimate capacity of two-planar tubular DK-connections strengthened with FRP under axial loading. The key findings demonstrated that the FRP reinforcement can significantly enhance the static performance of tubular connections, including improvements in both stiffness and ultimate strength, and the developed parametric equation can be reliably used for the calculation of ultimate strength of FRP-reinforced two-planar tubular DK-joints subjected to axial loading.
加固导管结构中的管状接头,如海上风力涡轮机的基础,是一种常见的做法。为了建立综合的预测纤维增强聚合物(FRP)加固两平面管状dk节点极限强度的设计准则,首先建立了非线性有限元模型,并对未加固和FRP加固的y形管节点进行了实验数据验证。然后采用验证的有限元方法进行参数研究。建立了345个非线性有限元模型,分析了节点的无因次几何参数、FRP层数、FRP层取向和FRP片材长度对FRP增强两平面管状dk节点静力性能的影响。利用参数化研究结果,通过非线性回归分析,建立了参数化方程,预测了轴向荷载作用下FRP加固双平面dk连接的极限承载力。研究结果表明,FRP加固可显著提高管状节点的静力性能,包括刚度和极限强度的提高,所建立的参数方程可可靠地用于FRP加固两平面管状dk节点轴向载荷下的极限强度计算。
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引用次数: 0
Bayesian Hankel dynamic mode decomposition for ship motion digital twinning 船舶运动数字孪生的贝叶斯汉克尔动态模态分解
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-20 DOI: 10.1016/j.apor.2025.104863
Giorgio Palma , Andrea Serani , Shawn Aram , David W. Wundrow , David Drazen , Matteo Diez
Digital twins are widely considered enablers of groundbreaking changes in the development, operation, and maintenance of novel generations of products. They are meant to provide reliable and timely predictions to inform decisions along the entire product life cycle. One of the relevant applications in the naval domain is the digital twinning of ship performance in waves, a crucial aspect in operational efficiency and safety. In this paper, a Bayesian extension of the Hankel dynamic mode decomposition is proposed for ship motion nowcasting and compared with its deterministic counterpart. The proposed method meets all the requirements for formulations devoted to digital twinning, being able to adapt the resulting model based on the data from the physical system, using a limited amount of data, producing real-time predictions, and estimating their reliability. Results are presented and discussed for the course-keeping of the 5415M model in beam-quartering sea state 7 irregular waves at Fr = 0.33, using benchmark data from three different CFD solvers, used as a proxy to real vessel operations. The results show reasonably accurate predictions up to five wave encounters, with the Bayesian formulation improving the deterministic forecasts. In addition, a promising relationship between uncertainty and accuracy is found.
数字孪生被广泛认为是新一代产品开发、操作和维护方面突破性变化的推动者。它们旨在提供可靠和及时的预测,以告知整个产品生命周期的决策。在海军领域的相关应用之一是船舶在波浪中的性能的数字孪生,这是操作效率和安全的关键方面。本文对Hankel动态模态分解方法进行了贝叶斯扩展,并与确定性模态分解方法进行了比较。所提出的方法满足了数字孪生公式的所有要求,能够根据来自物理系统的数据调整结果模型,使用有限的数据,产生实时预测,并估计其可靠性。本文给出并讨论了5415M模型在Fr = 0.33的7不规则波幅下的航向保持结果,使用了三种不同CFD求解器的基准数据,并将其作为实际船舶操作的代理。结果表明,贝叶斯公式提高了确定性预测,对五次波浪相遇的预测相当准确。此外,还发现了不确定度与精度之间的良好关系。
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引用次数: 0
Physics-informed neural data assimilation for high-resolution coastal SPM reconstruction from model and satellite data 基于模型和卫星数据的高分辨率海岸SPM重建的物理信息神经数据同化
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-20 DOI: 10.1016/j.apor.2025.104871
Wei Chen , Thi Thuy Nga Nguyen , Johannes Pein , Frédéric Jourdin , Ronan Fablet , Joanna Staneva
We introduce an end-to-end deep, physics-informed learning framework, 4DVarNet, for reconstructing high-resolution spatiotemporal fields of suspended particulate matter (SPM) in coastal seas by synergistically combining numerical models and sparse CMEMS observations. The approach employs a novel two-phase transfer learning strategy: (1) pre-training on Observing System Simulation Experiments (OSSEs) where gap-free model outputs are masked with synthetic cloud patterns, and (2) fine-tuning on Observing System Experiments (OSEs) using sparse satellite data and an additional independent validation mask. This design enables the network to transfer the physical dynamics learned from the models to observation-driven reconstructions. The architecture embeds a trainable dynamical prior and a convolutional LSTM solver to iteratively minimize a cost function that balances data agreement with physical consistency. Applied to the German Bight in 2020, the framework demonstrates robust performance under operational conditions, outperforming DInEOF, eDInEOF with a 70% reduction in RMSE and correlations up to R2=0.975. Reconstructions preserve fine-scale spatial patterns while maintaining accuracy, with the structure similarity index increased by 50% compared to the EOF approaches. Half of the errors are within ± 0.2 mg/L, even when 27% of days lack any observations. Sensitivity experiments reveal that removing available data increases RMSE and smooths fine-scale SPM spatial features. Increasing the assimilation window length degrades data variability. This work establishes that neural networks can successfully bridge model-based and observation-based systems, with immediate applications for coastal monitoring. It also highlights the need to incorporate tidal dynamics and sub-daily variability into future implementations, particularly for applications targeting real-time sediment transport forecasting.
通过将数值模型与稀疏CMEMS观测数据协同结合,我们引入了端到端的深度物理学习框架4DVarNet,用于重建沿海海域悬浮颗粒物(SPM)的高分辨率时空场。该方法采用了一种新的两阶段迁移学习策略:(1)对观测系统仿真实验(OSSEs)进行预训练,其中无间隙模型输出被合成云模式掩盖;(2)使用稀疏卫星数据和额外的独立验证掩模对观测系统实验(OSSEs)进行微调。这种设计使网络能够将从模型中学习到的物理动力学转移到观测驱动的重建中。该架构嵌入了一个可训练的动态先验和一个卷积LSTM求解器,以迭代最小化平衡数据一致性和物理一致性的代价函数。该框架应用于2020年的德国Bight,在运行条件下表现出稳健的性能,优于DInEOF, eDInEOF, RMSE降低70%,相关性高达R2=0.975。重建在保持精度的同时保留了精细尺度的空间格局,与EOF方法相比,结构相似指数提高了50%。一半的误差在±0.2 mg/L以内,即使27%的天没有任何观测。灵敏度实验表明,去除可用数据可以提高均方根误差,平滑精细尺度SPM空间特征。增加同化窗口长度会降低数据的可变性。这项工作表明,神经网络可以成功地连接基于模型和基于观测的系统,并立即应用于海岸监测。它还强调了将潮汐动力学和亚日变化纳入未来实施的必要性,特别是针对实时泥沙输送预测的应用。
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引用次数: 0
Effect of monopile-soil interaction on performance of negative stiffness-assisted compliant liquid dampers-inerter designed for offshore wind turbine towers 单桩-土相互作用对海上风力发电塔用负刚度辅助柔性液体阻尼器性能的影响
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-19 DOI: 10.1016/j.apor.2025.104861
Anupam Das , Tanmoy Konar
Previous research has shown that compliant liquid damper-inerter (CLDI) systems, especially with a negative stiffness (NS) element, effectively reduce vibrations of monopile-supported offshore wind turbine towers (MOWTTs) exposed to multiple hazards, including earthquakes, wind, and waves. These studies assumed the monopile to be fixed at the base. However, in reality, dynamic interaction occurs between the monopile and soil under dynamic loading, which affects the damper system's performance. This study explores the impact of monopile-soil interaction (MSI) on the control effectiveness of a negative stiffness-assisted compliant liquid damper-inerter (NS-CLDI) designed for an MOWTT. The equations of motion are developed for the combined MOWTT-damper system. A 5-MW NREL MOWTT is selected as the case structure for the numerical analysis. Soil parameters are obtained from relevant literature. One hundred earthquake ground motion records, scaled to 0.1 g, and five wind-wave loadings are used to create a multi-hazard scenario. The coupling between the monopile and soil is modelled using distributed springs representing the soil stiffness. Results reveal that MSI increases both displacement and acceleration responses of the uncontrolled tower. During the damper design, the peak seismic responses and root mean square wind-wave responses serve as objective functions (OFs). These OFs are minimized using a genetic algorithm-based multi-objective optimization framework. Two sets of optimal NS-CLDI parameters are identified: one for controlling side-side (SS) vibrations, and another for fore-aft (FA) vibrations. The control effectiveness of NS-CLDI is evaluated considering MSI under multi-hazard conditions in both time and frequency domains. While NS-CLDI can significantly reduce vibrations in both SS and FA directions, neglecting MSI during damper design leads to a serious underestimation of MOWTT responses with NS-CLDI.
先前的研究表明,柔性液体阻尼器(CLDI)系统,特别是具有负刚度(NS)元件的系统,可以有效地降低单桩支撑海上风力发电塔(mowtt)在地震、风和海浪等多种危险下的振动。这些研究假设单桩固定在地基上。但实际中,在动荷载作用下,单桩与土体之间存在动力相互作用,影响了阻尼系统的性能。本研究探讨了单桩-土相互作用(MSI)对设计用于MOWTT的负刚度辅助柔性液体阻尼器(NS-CLDI)控制效果的影响。建立了mowtt -阻尼器组合系统的运动方程。选择5mw NREL MOWTT作为实例结构进行数值分析。土壤参数来源于相关文献。100个地震地面运动记录,缩放到0.1克,以及5个风浪荷载被用来创建一个多重灾害的场景。单桩与土之间的耦合用分布弹簧表示土的刚度来模拟。结果表明,MSI增加了非控制塔的位移和加速度响应。在阻尼器设计过程中,以峰值地震响应和风浪响应均方根作为目标函数。使用基于遗传算法的多目标优化框架最小化这些OFs。确定了两组最优NS-CLDI参数:一组用于控制侧侧(SS)振动,另一组用于控制前后(FA)振动。考虑时域和频域多危害条件下MSI对NS-CLDI的控制效果进行了评价。虽然NS-CLDI可以显著降低SS和FA方向的振动,但在阻尼器设计过程中忽略MSI会导致NS-CLDI严重低估MOWTT响应。
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引用次数: 0
Analyzing the structural integrity of retrofitted jacket substructures for an offshore wind turbine under nonlinear dynamic loading 非线性动力载荷作用下海上风力机改型导管套子结构的结构完整性分析
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-19 DOI: 10.1016/j.apor.2025.104862
Muhammad Moman Shahzad , Muhammad Hassaan Farooq Khan , Daeyong Lee
The worldwide impetus for sustainable energy has catalyzed an expansion in offshore wind farm installations; however, the adaptation of 15 MW turbines to existing jacket foundations introduces novel challenges due to the intricate, non-linear marine load conditions. In this research, comprehensive finite-element analyses were performed to assess two retrofitting strategies under the influence of combined wind, wave, and current forces, evaluated across seven distinct wind-wave orientations and three actual geographic locations (Gunsan, Oido, Buan), in addition to one controlled synthetic environment. The findings reveal that Configuration 2, which integrates optimized bracing and tailored member dimensions, markedly decreases peak stress concentrations by over 50 %, mitigates strain hotspots, and reduces lateral and rotational displacements by nearly 50 % when compared to Configuration 1. These enhancements correspond directly to improved fatigue lifespan and decreased sensitivity to variations in load directions, which are essential for ensuring reliable, low-maintenance operation over extended periods in marine environments. By elucidating how targeted design alterations can modernize original jacket systems for next-generation turbines, this study addresses a critical knowledge deficit and provides actionable insights for engineers involved in the retrofitting of foundations to accommodate increasingly larger offshore wind projects.
世界范围内对可持续能源的推动促进了海上风电场装置的扩大;然而,由于复杂的、非线性的海洋载荷条件,将15兆瓦涡轮机适应现有的导管基础带来了新的挑战。在这项研究中,除了一个受控的合成环境外,还对七个不同的风浪方向和三个实际地理位置(群山、Oido、扶安)进行了全面的有限元分析,以评估在风、浪和水流综合力量影响下的两种改造策略。研究结果表明,与配置1相比,配置2集成了优化的支撑和定制的构件尺寸,显著降低了峰值应力集中50%以上,缓解了应变热点,并将横向和旋转位移减少了近50%。这些改进直接对应于延长的疲劳寿命和降低对负载方向变化的敏感性,这对于确保在海洋环境中长时间可靠、低维护的运行至关重要。通过阐明有针对性的设计变更如何使下一代涡轮机的原有导管套系统现代化,本研究解决了一个关键的知识缺陷,并为参与基础改造以适应日益扩大的海上风电项目的工程师提供了可行的见解。
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引用次数: 0
Comparative study on wave overtopping reduction performance on a novel dike-front wave dissipation basin and other engineering measures 新型堤前消波池减浪性能与其他工程措施的对比研究
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-19 DOI: 10.1016/j.apor.2025.104857
Feiyang Huang , Yi Pan , Weiqiu Chen , Jianjin He , Xinqiang Wang , Qingtong Cai , Zhaoyang Hu , Aifeng Tao , Jinhai Zheng
A dike-front Wave Dissipation Basin (WDB) is proposed as an engineering measure to reduce wave overtopping discharge over sea dikes. Flume tests are conducted to quantify the overtopping reduction effectiveness of the WDB and to compare it with other engineering measures. The tests are carried out under various wave conditions, water levels, and cross-sectional sea dike configurations. Comparisons are made among the overtopping reduction performances of a Simple Sloped Dike (SSD), a sea dike with a wave dissipation berm, an SSD with WDBs of different lengths, an SSD with a detached breakwater (BW), and an SSD with a Stilling Wave Basin (SWB). Results demonstrate that the application of the WDB leads to significantly lower overtopping discharge across a wide range of relative crest freeboards, including both negative and positive values. Empirical equations are proposed to estimate the overtopping reduction coefficient of the WDB. A comprehensive comparison is made among the functional characteristics of four types of engineering measures, i.e. WDB, berm, BW, and SWB. The findings of this study on the dike-front WDB present a promising approach to enhancing the resilience of sea dikes.
堤前消波池是一种减少海堤浪漫过流量的工程措施。水槽试验是为了量化WDB的减顶效果,并将其与其他工程措施进行比较。这些试验是在各种波浪条件、水位和海堤剖面配置下进行的。比较了简单坡堤、带消浪堤的海堤、带不同长度坡堤的海堤、带分离式防波堤的海堤和带消力波池的海堤的消浪性能。结果表明,应用WDB可以显著降低相对波峰干舷范围内的过顶流量,包括负值和正值。提出了经验方程来估计WDB的过顶消减系数。综合比较了堤防、堤防、堤防、堤防四种工程措施的功能特点。本文的研究结果为提高海堤的复原力提供了一种有希望的方法。
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引用次数: 0
Numerical analysis to consider effect of zigzag floating breakwater geometry on its performance 考虑之字形浮动防波堤几何形状对其性能影响的数值分析
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-17 DOI: 10.1016/j.apor.2025.104855
Seyed Mohammadreza Tabatabaee Fard , Mohammad Javad Ketabdari , Hamid Reza Ghafari
In this paper, a new concept of the floating breakwater with zigzag geometry on the seaside of the floating breakwater body was studied numerically. The hydrodynamic analysis of the zigzag floating breakwater has been investigated using the boundary element method based on the three-dimensional diffraction radiation theory. The zigzag floating breakwater was designed by deforming the seaside wall of the breakwater with three different zigzag angles (60, 90, and 120 degrees). The numerical model was validated against experimental data from a pontoon-type breakwater, demonstrating strong agreement with a root mean square error (RMSE) of 0.093 for the transmission coefficient. The RMSE values for sway, heave, and roll response amplitude operators were 0.28, 0.20, and 0.34, respectively, confirming the reliability of the model. The results revealed that the zigzag geometry significantly increases turbulence within the wave field, disrupting typical wave reflection patterns and enhancing energy dissipation due to the greater upstream surface area of the breakwater compared to conventional straight breakwaters. Notably, the 90° zigzag configuration with a middle heave plate exhibited superior performance, achieving a transmission coefficient of 0.28 at w²B/2g = 0.8, compared to 0.84 for a conventional rectangular breakwater. At higher frequencies (w²B/2g ≥ 1.1), the 90° zigzag breakwater with a heave plate further outperformed other designs, achieving a Ct of 0.15 at w²B/2 g = 1.43, compared to 0.44 for the rectangular breakwater. The inclusion of the heave plate was found to enhance performance for mid-range wave conditions but had minimal impact during longer wave periods. For shorter wave periods, the zigzag design demonstrated significant advantages over traditional configurations, particularly in reducing wave transmission.
本文对浮动防波堤体海边之字形浮动防波堤的新概念进行了数值研究。采用基于三维衍射辐射理论的边界元法对之字形浮式防波堤进行了水动力分析。之字形浮动防波堤是通过将防波堤的海滨墙以三种不同的之字形角度(60度、90度和120度)进行变形而设计的。数值模型与一个浮桥式防波堤的实验数据进行了验证,其传递系数的均方根误差(RMSE)为0.093。摇摆、升沉和横摇响应振幅算子的RMSE值分别为0.28、0.20和0.34,证实了模型的可靠性。结果表明,与传统的直线型防波堤相比,锯齿形防波堤的上游面积更大,从而显著增加了波场内的湍流,破坏了典型的波浪反射模式,增强了能量耗散。值得注意的是,与传统矩形防波堤的0.84相比,带有中间升沉板的90°之字形结构表现出了优越的性能,在w²B/2g = 0.8时实现了0.28的透射系数。在更高的频率下(w²B/2g≥1.1),带有波浪板的90°之字形防波堤进一步优于其他设计,在w²B/2g = 1.43时实现了0.15的Ct,而矩形防波堤为0.44。研究发现,加入升沉板可以提高中程波浪条件下的性能,但在较长的波浪周期内影响最小。对于较短的波周期,之字形设计比传统配置具有显著的优势,特别是在减少波的传播方面。
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引用次数: 0
Enhanced vibration-based damage detection for monopile offshore structures considering soil interaction based on VMD and deep CNN-LSTM 基于VMD和深度CNN-LSTM的考虑土相互作用的海上单桩结构振动损伤增强检测
IF 4.4 2区 工程技术 Q1 ENGINEERING, OCEAN Pub Date : 2025-11-14 DOI: 10.1016/j.apor.2025.104856
Zohreh Mousavi , Ru-Ming Feng , Mohammadreza Farhadi , Mir Mohammad Ettefagh , Meysam Bayat , Sina Varahram , Wei-Qiang Feng
Offshore structures, such as monopile Offshore Wind Turbines (OWTs), are subjected to various dynamic loads including waves, wind, and operational vibrations, which can lead to different types of damage. A key consideration in Structural Health Monitoring (SHM) for offshore structures is how soil-structure interaction influences vibration-based damage detection systems. Extracting features manually from vibration signals is often complex, time-consuming, highlighting the need for automatic methods that can learn relevant features straight from raw data. This paper presents a novel vibration-based method for automatic feature learning and damage detection in offshore structures, taking soil interaction into account. A combined deep Convolutional Neural Network and Long Short-Term Memory (CNN-LSTM) network is developed to extract the relevant features from vibration signals reconstructed using the Variational Mode Decomposition (VMD) technique. Integrating the LSTM network with the CNN enhances the detection accuracy and stability while reducing the oscillation. Notably, the proposed method applies VMD-reconstructed vibration signals directly to the deep CNN-LSTM network without requiring separate feature extraction or selection. The VMD technique removes irrelevant components of the vibration signals that do not pertain to the structure’s nature, thereby refining the signals for a more accurate representation of the structure’s condition. The suggested method is verified utilizing experimental data from a lab-scale monopile offshore model that incorporates soil interaction. Vibration data were collected using various accelerometer sensors across different states, including one healthy state and eight damaged states. The results demonstrate that the proposed method effectively learns features from reconstructed vibration data and outperforms comparative methods, making it a promising approach for SHM system development in offshore structures.
海上结构,如单桩海上风力涡轮机(OWTs),受到各种动态载荷,包括波浪、风和运行振动,这可能导致不同类型的损伤。海洋结构健康监测(SHM)的一个关键问题是土-结构相互作用如何影响基于振动的损伤检测系统。手动从振动信号中提取特征通常是复杂且耗时的,因此需要能够直接从原始数据中学习相关特征的自动方法。本文提出了一种基于振动的海洋结构自动特征学习和损伤检测方法。为了从变分模态分解(VMD)技术重构的振动信号中提取相关特征,建立了一种深度卷积神经网络和长短期记忆(CNN-LSTM)网络。将LSTM网络与CNN相结合,提高了检测精度和稳定性,同时减少了振荡。值得注意的是,该方法将vmd重构的振动信号直接应用到深度CNN-LSTM网络中,而不需要单独提取或选择特征。VMD技术去除振动信号中与结构性质无关的成分,从而改进信号,更准确地表示结构的状态。利用包含土壤相互作用的实验室规模近海单桩模型的实验数据验证了所建议的方法。在不同的状态下,包括一个健康状态和八个损坏状态,使用不同的加速度传感器收集振动数据。结果表明,该方法可以有效地从重构的振动数据中学习特征,并优于其他比较方法,是一种很有前途的海上结构SHM系统开发方法。
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Applied Ocean Research
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