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2D CNN-based multi-feature fusion detection method for the magnetic anomaly generated by submarine wake 基于二维cnn的潜艇尾流磁异常多特征融合检测方法
1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-11-01 DOI: 10.1016/j.joes.2023.11.001
Ran Hui, Xiaofeng Liang, Chao Zuo, Zuoshuai Wang
A Two-Dimensional Convolutional Neural Network (2D-CNN)-based multi-feature fusion detection method is proposed to improve the detection performance of the submarine wake magnetic anomaly in view of its characteristics of low frequency and low signal-to-noise ratio (SNR). The method involves pre-processing the original signal by using the Savitzky-Golay (S–G) filter, followed by Residual Structure processing to extract the time-domain information, FFT to extract the frequency domain information and Minimum-Entropy Filter (MEF) for noise analysis. The 2D-CNN model with three processing branches is utilised for further feature extraction and signal judgement. To train the method, Simulated target signal dataset is obtained through the submarine wake magnetic anomaly simulation model, and the simulated original signal is acquired by stacking measured noise. The proposed method exhibits great detection performance for signals with different Signal-to-Noise Ratios (SNRs) and various types of noise, achieving a recognition accuracy of 90 % for signals with SNRs above -10dB. The theoretical detection range of the submarine has been increased to over 1 km, outperforming similar neural networks based on magnetic dipole models.
针对潜艇尾流磁异常频率低、信噪比低的特点,提出了一种基于二维卷积神经网络(2D-CNN)的多特征融合检测方法。该方法采用Savitzky-Golay (S-G)滤波器对原始信号进行预处理,然后进行残差结构处理提取时域信息,FFT提取频域信息,最小熵滤波(MEF)进行噪声分析。利用具有三个处理分支的2D-CNN模型进行进一步的特征提取和信号判断。为了训练该方法,通过潜艇尾流磁异常仿真模型获得模拟目标信号数据集,通过叠加实测噪声获得模拟原始信号。该方法对不同信噪比(SNRs)和不同类型噪声的信号具有良好的检测性能,对信噪比在-10dB以上的信号的识别精度达到90%。潜艇的理论探测距离已增加到1公里以上,优于基于磁偶极子模型的类似神经网络。
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引用次数: 0
Review of enhancement for ocean thermal energy conversion system 海洋热能转换系统改进研究进展
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2022.03.008
Safaa Malik Abbas, Hend Dakhel Skhaal Alhassany, David Vera, Francisco Jurado

Ocean thermal energy conversion (OTEC) is a renewable energy source that uses differences in ocean water temperature between warm surface and cold depth to generate electricity. It is an essential link in the carbon neutrality chain and one of the rising sectors of the ocean energy. This paper provides an overview of studies on closed thermodynamic cycles and the numerous difficulties that OTEC technology faces. A description of the thermodynamic cycles incorporating mixed or pure working fluids, as well as the implications of different working fluids on cycle efficiency were also studied. Changes in condensing and evaporating temperatures induced by variations in heat resources affect the efficiency of cycles with pure working fluids. Several strategies, such as intermediate extraction regeneration and heat recovery of ammonia-depleted solution can increase the thermal efficiency with mixed working fluids. In addition, the impact of the ejector on the cycle's performance is examined. Finally, the efficiency-improving strategies are described and summarized. Thermodynamic efficiency can increase using suitable working fluids and taking steps to maximize the rate of ocean thermal energy. To establish which approach is the most effective, different methods have been evaluated and compared under identical operating conditions.

海洋热能转换(OTEC)是一种可再生能源,利用温暖表面和寒冷深度之间的海水温度差异来发电。它是碳中和链中的一个重要环节,也是海洋能源的新兴部门之一。本文概述了封闭热力学循环的研究以及OTEC技术面临的诸多困难。还研究了包含混合或纯工作流体的热力学循环的描述,以及不同工作流体对循环效率的影响。由热资源的变化引起的冷凝和蒸发温度的变化会影响纯工作流体的循环效率。几种策略,如中间萃取再生和贫氨溶液的热回收,可以提高混合工质的热效率。此外,还考察了喷射器对循环性能的影响。最后,对提高效率的策略进行了描述和总结。使用合适的工作流体并采取措施使海洋热能的速率最大化,可以提高热力学效率。为了确定哪种方法最有效,在相同的操作条件下对不同的方法进行了评估和比较。
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引用次数: 11
Sea surface reconstruction from marine radar images using deep convolutional neural networks 基于深度卷积神经网络的海洋雷达图像海面重建
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2023.09.002
Mingxu Zhao , Yaokun Zheng , Zhiliang Lin

The sea surface reconstructed from radar images provides valuable information for marine operations and maritime transport. The standard reconstruction method relies on the three-dimensional fast Fourier transform (3D-FFT), which introduces empirical parameters and modulation transfer function (MTF) to correct the modulation effects that may cause errors. In light of the convolutional neural networks’ (CNN) success in computer vision tasks, this paper proposes a novel sea surface reconstruction method from marine radar images based on an end-to-end CNN model with the U-Net architecture. Synthetic radar images and sea surface elevation maps were used for training and testing. Compared to the standard reconstruction method, the CNN-based model achieved higher accuracy on the same data set, with an improved correlation coefficient between reconstructed and actual wave fields of up to 0.96-0.97, and a decreased non-dimensional root mean square error (NDRMSE) of around 0.06. The influence of training data on the deep learning model was also studied. Additionally, the impact of the significant wave height and peak period on the CNN model’s accuracy was investigated. It has been demonstrated that the accuracy will fluctuate as the wave steepness increases, but the correlation coefficient remains above 0.90, and the NDRMSE remains less than 0.11.

由雷达图像重建的海面为海上作业和海上运输提供了有价值的信息。标准重建方法依赖于三维快速傅里叶变换(3D-FFT),该方法引入经验参数和调制传递函数(MTF)来校正可能导致误差的调制效应。鉴于卷积神经网络(CNN)在计算机视觉任务中的成功,本文提出了一种基于U-Net架构的端到端卷积神经网络模型的海洋雷达图像海面重建方法。合成雷达图像和海面高程图用于训练和测试。与标准重建方法相比,基于cnn的模型在同一数据集上获得了更高的精度,重建波场与实际波场的相关系数提高了0.96 ~ 0.97,无维均方根误差(NDRMSE)降低了0.06左右。研究了训练数据对深度学习模型的影响。此外,还研究了显著波高和峰值周期对CNN模型精度的影响。结果表明,随着波浪陡度的增加,精度会出现波动,但相关系数保持在0.90以上,NDRMSE保持在0.11以下。
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引用次数: 0
An optimal coupling incentive mechanism concerning insider's compliance behavior towards marine information security policy 内部人遵守海洋信息安全政策行为的最优耦合激励机制
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2022.05.023
Xiaolong Wang, Changlin Wang, Zaiguan Sun, Chunhui Wang

It is widely agreed that the insider's noncompliance to the marine information security policies has brought about a major security problem in the organizational context. Previous research has stressed the potential of remunerative control, i.e., reward, to better understand this problem. Few studies have been devoted to the exploration of the coupling incentive mechanism of tangible and intangible rewards that would induce insider's compliance behavior towards the marine information security policy. In the present study, we address this research gap by proposing a theoretical model that explains the optimal coupling incentive mechanism of these two different types of remunerative control. Our findings have delivered insightful implications for practice and research on how to improve the marine information security policy compliance in a more subtle way.

人们普遍认为,内部人员不遵守海洋信息安全政策,在组织环境中带来了重大的安全问题。先前的研究强调了报酬控制的潜力,即奖励,以更好地理解这个问题。很少有研究致力于探索有形和无形奖励的耦合激励机制,以诱导内部人对海洋信息安全政策的遵守行为。在本研究中,我们通过提出一个理论模型来解释这两种不同类型的薪酬控制的最优耦合激励机制,从而填补了这一研究空白。我们的研究结果为如何以更微妙的方式提高海洋信息安全政策合规性的实践和研究提供了深刻的启示。
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引用次数: 0
Comparative study of two cost assessment approaches to models for offshore oil and gas platform decommissioning 海洋油气平台退役模型两种成本评估方法的比较研究
1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2023.10.003
Yihong Li, Zhiqiang Hu
Offshore oil and gas facilities have been developed for over a century. The current exploration, development, and mining technologies are already perfect. However, the offshore oil and gas facilities in the world's major offshore oil-producing countries face serious aging challenges and many are overdue for service. Moreover, many oil and gas platforms are in urgent need of decommissioning. The cost of decommissioning is one of the most concerning issues for energy companies and governments. This study compared two different approaches to cost assessment models built by using United Kingdom Continental Shelf (UKCS) decommissioned platforms: a model constructed using a popular top-down approach, and one created by a novel bottom-up approach. Both models use the completed decommissioning projects in the UKCS area as research and verification resources. According to the results, although the cost assessment model constructed using the bottom-up method is challenging, it has higher accuracy and more robust versatility. The top-down approach model is more suitable for governments and energy companies to make rough assessments of the market and projects. The bottom-up approach model is more suitable for a more detailed cost assessment of the decommissioning of individual facilities and can be integrated with results from other assessment models (such as risk and impact assessment models) to obtain more accurate cost assessment results. Both approaches have great room for improvement at present, and further integration of disciplines may be the key to breakthroughs in this field.
海上石油和天然气设施已经开发了一个多世纪。目前的勘探、开发和开采技术已经非常完善。然而,世界主要海上石油生产国的海上油气设施面临着严重的老化挑战,许多设施已经过期。此外,许多石油和天然气平台迫切需要退役。退役成本是能源公司和政府最关心的问题之一。本研究比较了使用英国大陆架(UKCS)退役平台建立的两种不同的成本评估模型:一种是采用流行的自上而下方法构建的模型,另一种是采用新颖的自下而上方法创建的模型。这两种模型都使用英国大陆架地区已完成的退役项目作为研究和验证资源。结果表明,采用自底向上方法构建的成本评估模型虽然具有一定的挑战性,但具有更高的准确性和更强的通用性。自上而下的方法模型更适合政府和能源企业对市场和项目进行粗略评估。自下而上的方法模型更适合对单个设施的退役进行更详细的成本评估,并可与其他评估模型(如风险和影响评估模型)的结果相结合,以获得更准确的成本评估结果。目前这两种方法都有很大的改进空间,进一步的学科整合可能是该领域取得突破的关键。
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引用次数: 0
Stereo vision-based measurement of wave evolution around square column in laboratory 基于立体视觉的实验室方柱周围波演化测量
1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2023.10.002
Deyu Li, Handi Wei, Longfei Xiao, Ruiwen Zhang, Yan Li
The spatial-temporal measurement of complex wave evolution is significant in studying wave-structure interactions. Current methods, such as that using wave probes, have shown limitations in measuring the wave evolution around structures in laboratories. In this study, an improved stereo imaging method is proposed for measuring the wave evolution around a fixed structure. Regular wave tests were conducted on a fixed surface-piercing square column in a wave flume to validate the reliability and accuracy of the proposed method. A flexible marker-net made of foam particles was arranged around the column to provide Lambertian features for the water surface. Two synchronized stereo imaging systems covered all the surrounding areas of the column and provided stereo pair sequences for wave evolution. Subsequently, image segmentation techniques were used to mask the low-confidence disparities in stereo matching, and finally, three-dimensional (3D) wave surfaces were reconstructed in the time sequence. The time histories of the wave elevations at particular locations were extracted and agreed well with the measurements of wave probes with an average bias of 2.4%. Subsequently, the reconstructed 3D wave field was sliced, exhibiting the instantaneous profiles that agreed with the measurements of wave probes. Moreover, the wave run-up height ratios were consistent with those of a previous study, thereby verifying the method's accuracy from the perspective of spatial evolution. The results demonstrated that the proposed method was capable of precisely measuring the spatial-temporal evolution of the wave field around the square column and displayed potential for application in more studies on wave-structure interactions.
复波演化的时空测量对于研究波-结构相互作用具有重要意义。目前的方法,如使用波探针,在实验室测量结构周围的波演变方面显示出局限性。本文提出了一种改进的立体成像方法,用于测量固定结构周围的波演化。在波浪水槽中对固定穿面方柱进行了常规波浪试验,验证了该方法的可靠性和准确性。由泡沫颗粒制成的柔性标记网排列在柱子周围,为水面提供朗伯特征。两套同步立体成像系统覆盖了柱体周围的所有区域,为波浪演化提供了立体对序列。随后,利用图像分割技术掩盖立体匹配中的低置信度差异,最后按时间序列重建三维波面。提取了特定位置的波浪高程时程,与测波仪测量结果吻合较好,平均偏差为2.4%。随后,对重建的三维波场进行切片,显示出与波探头测量结果一致的瞬时剖面。波浪爬高比与前人研究结果一致,从空间演化角度验证了方法的准确性。结果表明,该方法能够精确测量方柱周围波场的时空演变,在更多的波-结构相互作用研究中具有应用潜力。
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引用次数: 0
A numerical model for stress relaxation analysis of sealing systems in nonbonded pipe end fittings 非粘结管端管件密封系统应力松弛分析的数值模型
1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2023.10.001
Kunpeng Chen, Mengmeng Zhang, Shixiao Fu, Bing Zhao, Chunmiao Luo
Nonbonded flexible pipes consist of polymer materials that experience stress relaxation at high temperatures, which ultimately affects the sealing performance of end sealing systems. To assess stress relaxation curves under varying temperatures and pre-strains, this paper conducts both tensile and stress relaxation tests on PVDF materials. To describe the stress relaxation characteristics of these materials, the Prony series is utilized. In order to identify the parameters of the series, the paper employs the Levenberg-Marquardt method of nonlinear regression. A finite element model is established to verify the accuracy of the parameter identification method. Subsequently, the paper establishes a two-dimensional axisymmetric finite element model of the sealing system in the end fitting, while taking into account fluid pressure inside the pipeline using a pressure penetration method. The impact of stress relaxation on the sealing performance is then discussed. Finally, the paper alters the coefficients of the Prony series to explore their significance on the sealing performance of the sealing system.
非粘结柔性管由聚合物材料组成,在高温下会发生应力松弛,最终影响端部密封系统的密封性能。为了评估不同温度和预应变下的应力松弛曲线,本文对PVDF材料进行了拉伸和应力松弛试验。为了描述这些材料的应力松弛特性,使用了proony系列。为了识别序列的参数,本文采用了非线性回归的Levenberg-Marquardt方法。建立了有限元模型,验证了参数辨识方法的准确性。随后,采用压力渗透法,考虑管道内流体压力,建立了端部管件密封系统的二维轴对称有限元模型。讨论了应力松弛对密封性能的影响。最后,通过对proony系列系数的修改,探讨其对密封系统密封性能的影响。
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引用次数: 0
Prediction of diesel generator performance and emissions using minimal sensor data and analysis of advanced machine learning techniques 使用最小的传感器数据和先进的机器学习技术分析预测柴油发电机的性能和排放
1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2023.10.004
Min-Ho Park, Jae-Jung Hur, Won-Ju Lee
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引用次数: 1
Dynamic quantitative risk assessment of LNG bunkering SIMOPs based on Bayesian network 基于贝叶斯网络的LNG加注SIMOP动态定量风险评估
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2022.03.004
Hongjun Fan, Hossein Enshaei, Shantha Gamini Jayasinghe

Liquified natural gas (LNG) bunkering simultaneous operations (SIMOPs) refers to the operations (such as cargo operations, port activities and ship maintenance) occurring around LNG bunkering. SIMOPs pose new risks to LNG bunkering, because the operations are dynamically interlocked in which the occurrence probabilities of potential consequences change at different times due to commencement or completion of specific SIMOP events. However, traditional static risk assessment approaches are not able to take the dynamic nature of these new risks into account. This article proposes a dynamic quantitative risk assessment (DQRA) methodology based on the Bayesian network (BN) to develop better understanding of dynamic risks of LNG bunkering SIMOPs. The methodology is demonstrated and evaluated through a truck-to-ship LNG bunkering case study. The results and discussion of the case study validate the utility of the proposed methodology and demonstrate that BNs are efficient in performing the probability calculations and are flexible in conducting causal diagnosis. The main innovation of this work is realizing the quantification of risks at different times, which reflects the most essential time-changing characteristics of risks associated with LNG bunkering SIMOPs.

液化天然气(LNG)加注同时作业(SIMOP)是指围绕液化天然气加注进行的作业(如货物作业、港口活动和船舶维护)。SIMOP给液化天然气加注带来了新的风险,因为操作是动态联锁的,由于特定SIMOP事件的开始或完成,潜在后果的发生概率在不同时间发生变化。然而,传统的静态风险评估方法无法考虑这些新风险的动态性质。本文提出了一种基于贝叶斯网络(BN)的动态定量风险评估(DQRA)方法,以更好地理解液化天然气加注SIMOP的动态风险。该方法通过卡车对船液化天然气加注案例研究进行了论证和评估。案例研究的结果和讨论验证了所提出方法的实用性,并证明了贝叶斯网络在进行概率计算方面是有效的,在进行因果诊断方面是灵活的。这项工作的主要创新是实现了不同时间的风险量化,这反映了液化天然气加注SIMOP相关风险最本质的时变特征。
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引用次数: 6
Diversity of wave structures to the conformable fractional dynamical model 适形分数动力模型波动结构的多样性
IF 7.1 1区 工程技术 Q1 ENGINEERING, MARINE Pub Date : 2023-10-01 DOI: 10.1016/j.joes.2022.04.014
U. Younas, J. Ren

This manuscript examines the recently developed conformable three-dimensional Wazwaz–Benjamin–Bona–Mahony (3D-WBBM) equation’s dynamical behavior in terms of its spatial and temporal variables. The governing equation is stretch for the Korteweg-de-Vries equation that represents the unidirectional propagation of small amplitude long waves on the surface of hydro magnetic and acoustic waves in a channel, especially for shallow water. Solitary wave solutions of various types, such as kink and shock, as well as singleton, combined solitons, and complex solitons, are all retrieved. Additionally, solutions to hyperbolic, exponential, and trigonometric functions are obtained through the use of recently developed methods, namely the Kudryashov method (KM), the modified Kudryashov method (MKM), and the new extended direct algebraic method (NEDAM). The study conducts a comparison of our findings to well-known findings, and concludes that the solutions reached here are novel. Additionally, the earned results are sketched in different shapes to demonstrate their dynamics as a function of parameter selection. We can assert from the obtained results that the applied techniques are simple, vibrant, and quite well, and will be helpful tool for addressing more highly nonlinear issues in various of fields, especially in ocean and coastal engineering. Furthermore, our findings are first step toward understanding the structure and physical behavior of complicated structures. We anticipate that our results will be highly valuable in better understanding the waves that occur in the ocean. We feel that this work is timely and will be of interest to a wide spectrum of experts working on ocean engineering models.

本文从空间和时间变量的角度研究了最近发展起来的可适形三维Wazwaz–Benjamin–Bona–Mahony(3D-WBBM)方程的动力学行为。控制方程是Korteweg-de-Vries方程的延伸,该方程表示小振幅长波在通道中的水磁和声波表面的单向传播,尤其是在浅水中。各种类型的孤立波解,如扭结和冲击,以及单孤子、组合孤子和复孤子,都得到了。此外,通过使用最近开发的方法,即Kudryashov方法(KM)、改进的Kudryahov方法(MKM)和新的扩展直接代数方法(NEDAM),可以获得双曲函数、指数函数和三角函数的解。这项研究将我们的发现与众所周知的发现进行了比较,并得出结论,这里达成的解决方案是新颖的。此外,将获得的结果绘制成不同的形状,以展示其作为参数选择函数的动力学特性。从所获得的结果中,我们可以断言,所应用的技术简单、充满活力,而且效果很好,将是解决各个领域中更高度非线性问题的有用工具,特别是在海洋和海岸工程中。此外,我们的发现是理解复杂结构的结构和物理行为的第一步。我们预计,我们的研究结果将对更好地了解海洋中发生的波浪具有高度价值。我们认为这项工作是及时的,将引起从事海洋工程模型研究的广泛专家的兴趣。
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引用次数: 11
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Journal of Ocean Engineering and Science
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