首页 > 最新文献

Journal of Ocean Engineering and Science最新文献

英文 中文
Real-time hybrid test method for floating wind turbines: Focusing on the aerodynamic load identification 浮动风力涡轮机的实时混合测试方法:关注空气动力载荷识别
IF 13 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2024-07-03 DOI: 10.1016/j.joes.2024.06.002
Zhihao Jiang , Binrong Wen , Gang Chen , Xinliang Tian , Jun Li , Danxue Ouyang , Zhike Peng , Yehong Dong , Guiyong Zhou
Since the development of floating wind turbine (FWT) shows a rapid trend towards larger capacity and larger rotor size, the traditional full-model basin test method has encountered limits. Especially the balance between the wind generation system (WGS) size and scale ratio of the model FWT system. Under such circumstances, the hybrid model test method provides the possibility to improve the FWT model test. In the hybrid model test method, the original physical model system is divided into physical subsystem and numerical subsystem, and the data acquisition and process module between the 2 subsystems plays an important role. In this paper, a framework of real-time hybrid test (RTHT) system is setup firstly, which combines physical model wind turbine and motion platform. The damping modification to the corresponding numerical code is applied to improve the motion calculation accuracy. Delay implementation is employed to avoid motion divergence. Then a simulation loop is setup in numerical environment to study the identification of aerodynamic load. The influence of identification accuracy to the RTHT result is analyzed. Lastly, the dual-accelerometer method of aerodynamic load identification is employed in the proposed RTHT system. Decay tests and irregular wave only tests are carried out to validate the aerodynamic load identification method. The capability and potential of the RTHT method of floating wind turbine model test is preliminary proved in the work of this paper.
由于浮式风力机的发展呈现出大容量、大转子尺寸的快速发展趋势,传统的全模型盆试验方法已经遇到了局限性。特别是风力发电系统(WGS)的尺寸与模型FWT系统的比例比之间的平衡。在这种情况下,混合模型试验方法为改进FWT模型试验提供了可能。在混合模型试验方法中,将原物理模型系统分为物理子系统和数值子系统,两个子系统之间的数据采集与处理模块起着重要的作用。本文首先建立了风力机物理模型与运动平台相结合的实时混合测试(RTHT)系统框架。对相应的数值代码进行了阻尼修正,提高了运动计算精度。采用延迟实现来避免运动发散。然后在数值环境下建立仿真回路,研究气动载荷的识别问题。分析了识别精度对RTHT结果的影响。最后,在RTHT系统中采用了气动载荷识别的双加速度计方法。通过衰减试验和非规则波试验验证了气动载荷识别方法的有效性。本文的工作初步证明了RTHT方法在浮式风力机模型试验中的能力和潜力。
{"title":"Real-time hybrid test method for floating wind turbines: Focusing on the aerodynamic load identification","authors":"Zhihao Jiang ,&nbsp;Binrong Wen ,&nbsp;Gang Chen ,&nbsp;Xinliang Tian ,&nbsp;Jun Li ,&nbsp;Danxue Ouyang ,&nbsp;Zhike Peng ,&nbsp;Yehong Dong ,&nbsp;Guiyong Zhou","doi":"10.1016/j.joes.2024.06.002","DOIUrl":"10.1016/j.joes.2024.06.002","url":null,"abstract":"<div><div>Since the development of floating wind turbine (FWT) shows a rapid trend towards larger capacity and larger rotor size, the traditional full-model basin test method has encountered limits. Especially the balance between the wind generation system (WGS) size and scale ratio of the model FWT system. Under such circumstances, the hybrid model test method provides the possibility to improve the FWT model test. In the hybrid model test method, the original physical model system is divided into physical subsystem and numerical subsystem, and the data acquisition and process module between the 2 subsystems plays an important role. In this paper, a framework of real-time hybrid test (RTHT) system is setup firstly, which combines physical model wind turbine and motion platform. The damping modification to the corresponding numerical code is applied to improve the motion calculation accuracy. Delay implementation is employed to avoid motion divergence. Then a simulation loop is setup in numerical environment to study the identification of aerodynamic load. The influence of identification accuracy to the RTHT result is analyzed. Lastly, the dual-accelerometer method of aerodynamic load identification is employed in the proposed RTHT system. Decay tests and irregular wave only tests are carried out to validate the aerodynamic load identification method. The capability and potential of the RTHT method of floating wind turbine model test is preliminary proved in the work of this paper.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 449-461"},"PeriodicalIF":13.0,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141694417","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: 0
Impact load identification method based on frequency response pattern recognition and dynamic sensor filter strategy 基于频响模式识别和动态传感器滤波策略的冲击载荷识别方法
IF 13 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2024-06-03 DOI: 10.1016/j.joes.2024.05.003
Li Sun , Deyu Wang , Guijie Shi
Identification of impact loads plays important role in marine structures health monitoring but is difficult to be measured directly most time. This study investigates a two-stage framework for impact load localization and reconstruction, consisting of load region identification and local refined nodal search. For the region identification, a novel frequency response feature preprocessing method based on FFT is proposed and incorporated into a multi-layer perceptron (MLP) neural network as the embedding function of the Matching Network (MN), the core model adopted for pattern recognition. Based on the region probabilities predicted by MN, a local refined nodal search strategy is provided, which is initialized by a region correction method for amending the possible region misclassification and further guided by error metrics with iteration search strategy. Moreover, the inverse problem in this study is formulated in the discretized state space expression with the reduced modal coordinates. For improving the load inverse accuracy affected by Zero Order Hold (ZOH) simplification in this formulation, a dynamic sensor filter strategy is provided. Eventually, a numerical experiment of impact load identification on a steel plate is performed and discussed, whose results indicate the validity and robustness of the proposed method.
冲击载荷的识别在海洋结构物健康监测中具有重要作用,但通常难以直接测量。本文研究了一种两阶段的冲击载荷定位和重构框架,包括载荷区域识别和局部精细节点搜索。在区域识别方面,提出了一种基于FFT的频响特征预处理方法,并将其作为模式识别核心模型匹配网络(MN)的嵌入函数,融入多层感知器(MLP)神经网络中。基于MN预测的区域概率,给出了一种局部精细化节点搜索策略,该策略通过区域修正方法初始化以修正可能存在的区域误分类,并在迭代搜索策略的误差度量指导下进一步细化。此外,本文的反问题是用简化模态坐标的离散状态空间表达式来表示的。为了提高该公式中零阶保持器简化对负载逆精度的影响,提出了一种动态传感器滤波策略。最后进行了钢板冲击载荷识别的数值实验,结果表明了该方法的有效性和鲁棒性。
{"title":"Impact load identification method based on frequency response pattern recognition and dynamic sensor filter strategy","authors":"Li Sun ,&nbsp;Deyu Wang ,&nbsp;Guijie Shi","doi":"10.1016/j.joes.2024.05.003","DOIUrl":"10.1016/j.joes.2024.05.003","url":null,"abstract":"<div><div>Identification of impact loads plays important role in marine structures health monitoring but is difficult to be measured directly most time. This study investigates a two-stage framework for impact load localization and reconstruction, consisting of load region identification and local refined nodal search. For the region identification, a novel frequency response feature preprocessing method based on FFT is proposed and incorporated into a multi-layer perceptron (MLP) neural network as the embedding function of the Matching Network (MN), the core model adopted for pattern recognition. Based on the region probabilities predicted by MN, a local refined nodal search strategy is provided, which is initialized by a region correction method for amending the possible region misclassification and further guided by error metrics with iteration search strategy. Moreover, the inverse problem in this study is formulated in the discretized state space expression with the reduced modal coordinates. For improving the load inverse accuracy affected by Zero Order Hold (ZOH) simplification in this formulation, a dynamic sensor filter strategy is provided. Eventually, a numerical experiment of impact load identification on a steel plate is performed and discussed, whose results indicate the validity and robustness of the proposed method.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 411-425"},"PeriodicalIF":13.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141275401","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: 0
Is a direct numerical simulation (DNS) of Navier-Stokes equations with small enough grid spacing and time-step definitely reliable/correct? 用足够小的网格间距和时间步长对纳维-斯托克斯方程进行直接数值模拟(DNS)是否绝对可靠/正确?
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2024-05-14 DOI: 10.1016/j.joes.2024.04.002
Shijie Qin , Yu Yang , Yongxiang Huang , Xinyu Mei , Lipo Wang , Shijun Liao

Turbulence is strongly associated with the vast majority of fluid flows in nature and industry. Traditionally, results given by the direct numerical simulation (DNS) of Navier-Stokes (NS) equations that relate to a famous millennium problem are widely regarded as ‘reliable’ benchmark solutions of turbulence, as long as grid spacing is fine enough (i.e. less than the minimum Kolmogorov scale) and time-step is small enough, say, satisfying the Courant-Friedrichs-Lewy condition (Courant number < 1). Is this really true? In this paper a two-dimensional sustained turbulent Kolmogorov flow driven by an external body force governed by the NS equations under an initial condition with a spatial symmetry is investigated numerically by the two numerical methods with detailed comparisons: one is the traditional DNS, the other is the ‘clean numerical simulation’ (CNS). In theory, the exact solution must have a kind of spatial symmetry since its initial condition is spatially symmetric. However, it is found that numerical noises of the DNS are quickly enlarged to the same level as the ‘true’ physical solution, which finally destroy the spatial symmetry of the flow field. In other words, the DNS results of the turbulent Kolmogorov flow governed by the NS equations are badly polluted mostly. On the contrary, the numerical noise of the CNS is much smaller than the ‘true’ physical solution of turbulence in a long enough interval of time so that the CNS result is very close to the ‘true’ physical solution and thus can remain symmetric, which can be used as a benchmark solution for comparison. Besides, it is found that numerical noise as a kind of artificial tiny disturbances can lead to huge deviations at large scale on the two-dimensional Kolmogorov turbulence governed by the NS equations, not only quantitatively (even in statistics) but also qualitatively (such as spatial symmetry of flow). This highly suggests that fine enough spatial grid spacing with small enough time-step alone could not guarantee the validity of the DNS of the NS equations: it is only a necessary condition but not sufficient. All of these findings might challenge some of our general beliefs in turbulence: for example, it might be wrong in physics to neglect the influences of small disturbances to NS equations. Our results suggest that, from physical point of view, it should be better to use the Landau-Lifshitz-Navier-Stokes (LLNS) equations, which consider the influence of unavoidable thermal fluctuations, instead of the NS equations, to model turbulent flows.

湍流与自然界和工业界的绝大多数流体流动密切相关。传统上,只要网格间距足够细(即小于最小 Kolmogorov 尺度),时间步长足够小,例如满足 Courant-Friedrichs-Lewy 条件(Courant 数为 1),与著名的千年难题有关的纳维-斯托克斯(Navier-Stokes,NS)方程的直接数值模拟(DNS)结果就被广泛视为湍流的 "可靠 "基准解。事实果真如此吗?本文通过两种数值方法:一种是传统的 DNS,另一种是 "纯数值模拟"(CNS),对空间对称初始条件下由外力驱动的二维持续湍流 Kolmogorov 流进行了数值研究,并进行了详细比较。从理论上讲,精确解必须具有某种空间对称性,因为其初始条件是空间对称的。然而,人们发现 DNS 的数值噪声会迅速扩大到与 "真实 "物理解相同的水平,最终破坏流场的空间对称性。换句话说,由 NS 方程支配的湍流 Kolmogorov 流的 DNS 结果大多受到严重污染。相反,在足够长的时间间隔内,CNS 的数值噪声远小于湍流的 "真实 "物理解,因此 CNS 结果非常接近 "真实 "物理解,从而可以保持对称性,可作为基准解进行比较。此外,研究还发现,数值噪声作为一种人为的微小扰动,会导致受 NS 方程支配的二维 Kolmogorov 湍流在大尺度上出现巨大偏差,不仅在数量上(甚至在统计量上),而且在质量上(如流动的空间对称性)也会出现巨大偏差。这高度表明,仅靠足够细的空间网格间距和足够小的时间步长并不能保证 NS 方程 DNS 的有效性:它只是一个必要条件,而不是充分条件。所有这些发现可能会挑战我们对湍流的一些普遍看法:例如,在物理学中,忽视小扰动对 NS 方程的影响可能是错误的。我们的研究结果表明,从物理学角度来看,使用考虑了不可避免的热波动影响的兰道-利夫希茨-纳维尔-斯托克斯(LLNS)方程来模拟湍流应该比使用 NS 方程更好。
{"title":"Is a direct numerical simulation (DNS) of Navier-Stokes equations with small enough grid spacing and time-step definitely reliable/correct?","authors":"Shijie Qin ,&nbsp;Yu Yang ,&nbsp;Yongxiang Huang ,&nbsp;Xinyu Mei ,&nbsp;Lipo Wang ,&nbsp;Shijun Liao","doi":"10.1016/j.joes.2024.04.002","DOIUrl":"https://doi.org/10.1016/j.joes.2024.04.002","url":null,"abstract":"<div><p>Turbulence is strongly associated with the vast majority of fluid flows in nature and industry. Traditionally, results given by the direct numerical simulation (DNS) of Navier-Stokes (NS) equations that relate to a famous millennium problem are widely regarded as ‘reliable’ benchmark solutions of turbulence, as long as grid spacing is fine enough (i.e. less than the minimum Kolmogorov scale) and time-step is small enough, say, satisfying the Courant-Friedrichs-Lewy condition (Courant number <span><math><mo>&lt;</mo></math></span> 1). Is this really true? In this paper a two-dimensional sustained turbulent Kolmogorov flow driven by an external body force governed by the NS equations under an initial condition with a spatial symmetry is investigated numerically by the two numerical methods with detailed comparisons: one is the traditional DNS, the other is the ‘clean numerical simulation’ (CNS). In theory, the exact solution must have a kind of spatial symmetry since its initial condition is spatially symmetric. However, it is found that numerical noises of the DNS are quickly enlarged to the same level as the ‘true’ physical solution, which finally destroy the spatial symmetry of the flow field. In other words, the DNS results of the turbulent Kolmogorov flow governed by the NS equations are badly polluted mostly. On the contrary, the numerical noise of the CNS is much smaller than the ‘true’ physical solution of turbulence in a long enough interval of time so that the CNS result is very close to the ‘true’ physical solution and thus can remain symmetric, which can be used as a benchmark solution for comparison. Besides, it is found that numerical noise as a kind of artificial tiny disturbances can lead to huge deviations at large scale on the two-dimensional Kolmogorov turbulence governed by the NS equations, not only quantitatively (even in statistics) but also qualitatively (such as spatial symmetry of flow). This highly suggests that fine enough spatial grid spacing with small enough time-step alone could not guarantee the validity of the DNS of the NS equations: it is only a necessary condition but not sufficient. All of these findings might challenge some of our general beliefs in turbulence: for example, it might be wrong in physics to neglect the influences of small disturbances to NS equations. Our results suggest that, from physical point of view, it should be better to use the Landau-Lifshitz-Navier-Stokes (LLNS) equations, which consider the influence of unavoidable thermal fluctuations, instead of the NS equations, to model turbulent flows.</p></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"9 3","pages":"Pages 293-310"},"PeriodicalIF":7.1,"publicationDate":"2024-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2468013324000214/pdfft?md5=05f9e31d26b4448a68efd583d1819189&pid=1-s2.0-S2468013324000214-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141164449","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical study of a fish swimming in hydrokinetic turbine wake 水动力涡轮机尾流中鱼类游动的数值研究
IF 13 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2024-03-19 DOI: 10.1016/j.joes.2024.03.001
Marianela Machuca Macias , Rafael Castilho Faria Mendes , José Hermenegildo Garcia-Ortiz , Taygoara Felamingo Oliveira , Antonio C.P. Brasil Junior
The environmental effects of hydrokinetic turbines are still under investigation, reflecting the emerging status of this technology. This study investigates the interaction between hydrokinetic rotor wakes and fish swimming, revealing insights into fish biomechanics in complex flows and assessing the environmental implications of marine energy solutions. We conducted numerical simulations with the URANS approach and kωSST turbulence closure model to predict three-dimensional turbulent flow in the OpenFOAM software. The hydrokinetic rotor wake was simulated employing the actuator line method, providing a computationally efficient alternative to full geometry simulations. For accurate replication of the motion of a fish-like tuna (Thunnus atlanticus), dynamic adaptive mesh discretization was employed. The results offer a comparative analysis of fish swimming performance within the wake rotor, particularly when immersed in the tip blade vortex, contrasted with scenarios where fish swim in undisturbed flow conditions. The analysis encompasses three-dimensional wake structures, force generation, efficiency, and equilibrium states (balancing drag and thrust) across varying Swimming numbers (Sw). Key findings include the enhanced attachment of the leading-edge vortex due to the caudal fin’s interaction with the tip blade vortex, resulting in improved auto-propulsive force production; a reduced tail stride frequency observed in fish swimming downstream of the rotor to achieve longitudinal force balance compared to unperturbed flow; and transverse hydrodynamic forces pushing fish radially away from the wake’s influence zone, potentially mitigating the risk of collision with turbine blades.
水动力涡轮机的环境影响仍在调查中,反映了这项技术的新兴地位。本研究探讨了流体动力转子尾迹与鱼类游泳之间的相互作用,揭示了复杂流动中鱼类生物力学的见解,并评估了海洋能源解决方案对环境的影响。我们利用URANS方法和k−ω−SST湍流闭合模型在OpenFOAM软件中进行了数值模拟,以预测三维湍流。采用致动器线法模拟了水动力旋翼尾迹,为全几何模拟提供了一种计算效率高的替代方法。采用动态自适应网格离散方法,精确地模拟了大西洋金枪鱼的运动。结果提供了鱼在尾流旋翼内的游泳性能的对比分析,特别是当鱼浸入叶顶涡时,与鱼在不受干扰的流动条件下游泳的情况。分析包括三维尾流结构,力产生,效率和平衡状态(平衡阻力和推力)在不同的游泳数(Sw)。主要发现包括尾鳍与叶尖涡的相互作用增强了前缘涡的附着性,从而提高了自推进力的产生;与无扰动流相比,在转子下游游动的鱼中观察到尾部跨步频率降低,以实现纵向力平衡;横向的水动力将鱼从尾流的影响区推向径向,潜在地降低了与涡轮叶片碰撞的风险。
{"title":"Numerical study of a fish swimming in hydrokinetic turbine wake","authors":"Marianela Machuca Macias ,&nbsp;Rafael Castilho Faria Mendes ,&nbsp;José Hermenegildo Garcia-Ortiz ,&nbsp;Taygoara Felamingo Oliveira ,&nbsp;Antonio C.P. Brasil Junior","doi":"10.1016/j.joes.2024.03.001","DOIUrl":"10.1016/j.joes.2024.03.001","url":null,"abstract":"<div><div>The environmental effects of hydrokinetic turbines are still under investigation, reflecting the emerging status of this technology. This study investigates the interaction between hydrokinetic rotor wakes and fish swimming, revealing insights into fish biomechanics in complex flows and assessing the environmental implications of marine energy solutions. We conducted numerical simulations with the URANS approach and <span><math><mrow><mi>k</mi><mspace></mspace><mo>−</mo><mspace></mspace><mi>ω</mi><mspace></mspace><mo>−</mo><mspace></mspace><mi>S</mi><mi>S</mi><mi>T</mi></mrow></math></span> turbulence closure model to predict three-dimensional turbulent flow in the OpenFOAM software. The hydrokinetic rotor wake was simulated employing the actuator line method, providing a computationally efficient alternative to full geometry simulations. For accurate replication of the motion of a fish-like tuna (<em>Thunnus atlanticus</em>), dynamic adaptive mesh discretization was employed. The results offer a comparative analysis of fish swimming performance within the wake rotor, particularly when immersed in the tip blade vortex, contrasted with scenarios where fish swim in undisturbed flow conditions. The analysis encompasses three-dimensional wake structures, force generation, efficiency, and equilibrium states (balancing drag and thrust) across varying Swimming numbers (<span><math><mrow><mi>S</mi><mi>w</mi></mrow></math></span>). Key findings include the enhanced attachment of the leading-edge vortex due to the caudal fin’s interaction with the tip blade vortex, resulting in improved auto-propulsive force production; a reduced tail stride frequency observed in fish swimming downstream of the rotor to achieve longitudinal force balance compared to unperturbed flow; and transverse hydrodynamic forces pushing fish radially away from the wake’s influence zone, potentially mitigating the risk of collision with turbine blades.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 602-620"},"PeriodicalIF":13.0,"publicationDate":"2024-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140269457","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: 0
A transfer learning-based method for marine machinery diagnosis with small samples in noisy environments 基于迁移学习的噪声环境下小样本海洋机械诊断方法
IF 13 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-12-23 DOI: 10.1016/j.joes.2023.12.004
Yongjin Guo , Chao Gao , Yang Jin , Yintao Li , Jianyao Wang , Qing Li , Hongdong Wang
The operating conditions of marine machinery are demanding, and their operational state significantly affects the safety of marine structures. Detecting faults is crucial for machinery health management and necessitates a highly precise diagnostic method. In this paper, we propose a fault diagnosis framework that employs transfer learning and dynamics simulation. A denoising convolutional autoencoder is used to reduce noise when monitoring vibration data in marine environments. To address the challenge of limited sample sizes in marine machinery fault data, a multibody dynamics simulation model is developed to acquire data under fault conditions. The fault features are extracted using a convolutional neural network model. Parameter transfer is applied to enhance the accuracy of fault diagnosis. The effectiveness and applicability of the framework are demonstrated through a case study of a bearing fault dataset.
船舶机械的运行条件要求很高,其运行状态对船舶结构物的安全有着重要的影响。故障检测是机械健康管理的关键,需要高精度的诊断方法。本文提出了一种基于迁移学习和动态仿真的故障诊断框架。采用去噪卷积自编码器对海洋振动数据进行降噪处理。针对船舶机械故障数据样本数量有限的问题,建立了多体动力学仿真模型来获取故障条件下的数据。采用卷积神经网络模型提取故障特征。采用参数传递技术提高了故障诊断的准确性。以某轴承故障数据集为例,验证了该框架的有效性和适用性。
{"title":"A transfer learning-based method for marine machinery diagnosis with small samples in noisy environments","authors":"Yongjin Guo ,&nbsp;Chao Gao ,&nbsp;Yang Jin ,&nbsp;Yintao Li ,&nbsp;Jianyao Wang ,&nbsp;Qing Li ,&nbsp;Hongdong Wang","doi":"10.1016/j.joes.2023.12.004","DOIUrl":"10.1016/j.joes.2023.12.004","url":null,"abstract":"<div><div>The operating conditions of marine machinery are demanding, and their operational state significantly affects the safety of marine structures. Detecting faults is crucial for machinery health management and necessitates a highly precise diagnostic method. In this paper, we propose a fault diagnosis framework that employs transfer learning and dynamics simulation. A denoising convolutional autoencoder is used to reduce noise when monitoring vibration data in marine environments. To address the challenge of limited sample sizes in marine machinery fault data, a multibody dynamics simulation model is developed to acquire data under fault conditions. The fault features are extracted using a convolutional neural network model. Parameter transfer is applied to enhance the accuracy of fault diagnosis. The effectiveness and applicability of the framework are demonstrated through a case study of a bearing fault dataset.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 593-601"},"PeriodicalIF":13.0,"publicationDate":"2023-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139190660","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: 0
Cooperative control for automatic towing operation by multiple DP tugboats with fully unknown model parameters 模型参数完全未知的多 DP 拖船自动拖曳操作的协同控制
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-12-01 DOI: 10.1016/j.joes.2023.12.005
Xu Jiang, Yiming Zhu, Lei Wang, Yiting Wang
{"title":"Cooperative control for automatic towing operation by multiple DP tugboats with fully unknown model parameters","authors":"Xu Jiang, Yiming Zhu, Lei Wang, Yiting Wang","doi":"10.1016/j.joes.2023.12.005","DOIUrl":"https://doi.org/10.1016/j.joes.2023.12.005","url":null,"abstract":"","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"28 1-2","pages":""},"PeriodicalIF":7.1,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139194492","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: 0
Investigation of the dynamic response of a floating wind-aquaculture platform under the combined actions of wind, waves and current 浮动风力水产养殖平台在风、波浪和水流共同作用下的动态响应研究
IF 13 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-11-26 DOI: 10.1016/j.joes.2023.11.003
Qixiang Fan, Yuwang Xu, Qianhui Xie, Mengmeng Zhang, Haojie Ren, Tongxiao Sun
Floating wind-aquaculture platforms are drawing increasing attention from the academic and engineering communities due to their potential to fully exploit and utilize marine space and its resources. However, these platforms integrate both the hydrodynamics and aerodynamics of floating wind turbines and aquaculture cages, making their mechanical properties more complex. This study aims to evaluate the effects of three different hydrodynamic and aerodynamic damping components on and the contribution of the stochastic environmental loads to the dynamic response of a floating wind-aquaculture platform. A coupled hydro-aero-servo method is established. Decay and forced oscillation tests of the platform in still water are firstly numerically performed, followed by simulation of the dynamic behavior under different combinations of environmental loads, including the fluctuating wind load of the blades, stochastic wave excitation forces on the floating body and viscous force of the aquaculture cage system. The aerodynamic damping of the wind turbine and the hydrodynamic damping of the floating body are dominant in low- and wave-frequency range, respectively. Regarding the environmental load components, the second-order wave force and the turbulent wind load are dominant in the surge direction in the low-frequency range. The dynamic response of the platform in the wave-frequency range is mainly induced by the first-order wave force. Fish nets can suppress the low-frequency motion but have almost no influence on the wave-frequency motion.
浮式风力养殖平台由于具有充分开发和利用海洋空间及其资源的潜力,越来越受到学术界和工程界的关注。然而,这些平台整合了浮动风力涡轮机和水产养殖网箱的流体动力学和空气动力学,使其机械性能更加复杂。本研究旨在评估三种不同的水动力和气动阻尼分量对浮式风养殖平台动力响应的影响以及随机环境荷载对平台动力响应的贡献。建立了一种液压-气动-伺服耦合方法。首先对静水中平台进行了衰减和强迫振动试验,然后模拟了不同环境荷载组合下的动力行为,包括叶片的脉动风荷载、浮体的随机波浪激励力和养殖网箱系统的粘性力。风力机的气动阻尼和浮体的水动力阻尼分别在低频和波频范围内占主导地位。环境荷载分量中,低频范围内浪涌方向上二阶波浪力和湍流风荷载占主导地位。平台在波频范围内的动力响应主要由一阶波浪力引起。渔网可以抑制低频运动,但对波频运动几乎没有影响。
{"title":"Investigation of the dynamic response of a floating wind-aquaculture platform under the combined actions of wind, waves and current","authors":"Qixiang Fan,&nbsp;Yuwang Xu,&nbsp;Qianhui Xie,&nbsp;Mengmeng Zhang,&nbsp;Haojie Ren,&nbsp;Tongxiao Sun","doi":"10.1016/j.joes.2023.11.003","DOIUrl":"10.1016/j.joes.2023.11.003","url":null,"abstract":"<div><div>Floating wind-aquaculture platforms are drawing increasing attention from the academic and engineering communities due to their potential to fully exploit and utilize marine space and its resources. However, these platforms integrate both the hydrodynamics and aerodynamics of floating wind turbines and aquaculture cages, making their mechanical properties more complex. This study aims to evaluate the effects of three different hydrodynamic and aerodynamic damping components on and the contribution of the stochastic environmental loads to the dynamic response of a floating wind-aquaculture platform. A coupled hydro-aero-servo method is established. Decay and forced oscillation tests of the platform in still water are firstly numerically performed, followed by simulation of the dynamic behavior under different combinations of environmental loads, including the fluctuating wind load of the blades, stochastic wave excitation forces on the floating body and viscous force of the aquaculture cage system. The aerodynamic damping of the wind turbine and the hydrodynamic damping of the floating body are dominant in low- and wave-frequency range, respectively. Regarding the environmental load components, the second-order wave force and the turbulent wind load are dominant in the surge direction in the low-frequency range. The dynamic response of the platform in the wave-frequency range is mainly induced by the first-order wave force. Fish nets can suppress the low-frequency motion but have almost no influence on the wave-frequency motion.</div></div>","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"10 4","pages":"Pages 580-592"},"PeriodicalIF":13.0,"publicationDate":"2023-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139291521","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: 0
Message from the head, State Key Laboratory of Ocean Engineering 海洋工程国家重点实验室主任寄语
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-11-23 DOI: 10.1016/S2468-0133(23)00083-9
{"title":"Message from the head, State Key Laboratory of Ocean Engineering","authors":"","doi":"10.1016/S2468-0133(23)00083-9","DOIUrl":"https://doi.org/10.1016/S2468-0133(23)00083-9","url":null,"abstract":"","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 6","pages":"Page iv"},"PeriodicalIF":7.1,"publicationDate":"2023-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2468013323000839/pdfft?md5=0c4bd9cec787c566deaf6415bacc2368&pid=1-s2.0-S2468013323000839-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138335387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Introduction to the discipline of Naval Architecture and Ocean Engineering, Shanghai Jiao Tong University 上海交通大学船舶与海洋工程专业简介
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-11-23 DOI: 10.1016/S2468-0133(23)00082-7
{"title":"Introduction to the discipline of Naval Architecture and Ocean Engineering, Shanghai Jiao Tong University","authors":"","doi":"10.1016/S2468-0133(23)00082-7","DOIUrl":"https://doi.org/10.1016/S2468-0133(23)00082-7","url":null,"abstract":"","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 6","pages":"Page iii"},"PeriodicalIF":7.1,"publicationDate":"2023-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2468013323000827/pdfft?md5=7af20a1be10bb317cc526d2967429681&pid=1-s2.0-S2468013323000827-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138335386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Eight Key Open Questions in Ocean Engineering 海洋工程中的八个关键开放性问题
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-11-23 DOI: 10.1016/S2468-0133(23)00084-0
{"title":"Eight Key Open Questions in Ocean Engineering","authors":"","doi":"10.1016/S2468-0133(23)00084-0","DOIUrl":"https://doi.org/10.1016/S2468-0133(23)00084-0","url":null,"abstract":"","PeriodicalId":48514,"journal":{"name":"Journal of Ocean Engineering and Science","volume":"8 6","pages":"Pages v-vi"},"PeriodicalIF":7.1,"publicationDate":"2023-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2468013323000840/pdfft?md5=72e18d53f89692bf051e9381e69cd361&pid=1-s2.0-S2468013323000840-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138404240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Ocean Engineering and Science
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1