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Secure Dynamic Scheduling for Federated Learning in Underwater Wireless IoT Networks 水下无线物联网网络中联合学习的安全动态调度
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091656
Lei Yan, Lei Wang, Guanjun Li, Jingwei Shao, Zhixin Xia
Federated learning (FL) is a distributed machine learning approach that can enable Internet of Things (IoT) edge devices to collaboratively learn a machine learning model without explicitly sharing local data in order to achieve data clustering, prediction, and classification in networks. In previous works, some online multi-armed bandit (MAB)-based FL frameworks were proposed to enable dynamic client scheduling for improving the efficiency of FL in underwater wireless IoT networks. However, the security of online dynamic scheduling, which is especially essential for underwater wireless IoT, is increasingly being questioned. In this work, we study secure dynamic scheduling for FL frameworks that can protect against malicious clients in underwater FL-assisted wireless IoT networks. Specifically, in order to jointly optimize the communication efficiency and security of FL, we employ MAB-based methods and propose upper-confidence-bound-based smart contracts (UCB-SCs) and upper-confidence-bound-based smart contracts with a security prediction model (UCB-SCPs) to address the optimal scheduling scheme over time-varying underwater channels. Then, we give the upper bounds of the expected performance regret of the UCB-SC policy and the UCB-SCP policy; these upper bounds imply that the regret of the two proposed policies grows logarithmically over communication rounds under certain conditions. Our experiment shows that the proposed UCB-SC and UCB-SCP approaches significantly improve the efficiency and security of FL frameworks in underwater wireless IoT networks.
联合学习(FL)是一种分布式机器学习方法,可以使物联网(IoT)边缘设备在不明确共享本地数据的情况下协同学习机器学习模型,从而实现网络中的数据聚类、预测和分类。在以前的工作中,人们提出了一些基于在线多臂匪盗(MAB)的FL框架,以实现动态客户端调度,从而提高水下无线物联网网络中FL的效率。然而,在线动态调度的安全性越来越受到质疑,而这一点对于水下无线物联网尤为重要。在这项工作中,我们研究了 FL 框架的安全动态调度,可以防止水下 FL 辅助无线物联网网络中的恶意客户端。具体来说,为了共同优化 FL 的通信效率和安全性,我们采用了基于 MAB 的方法,并提出了基于置信上限的智能合约(UCB-SCs)和基于置信上限的智能合约与安全预测模型(UCB-SCPs),以解决水下时变信道上的最优调度方案。然后,我们给出了 UCB-SC 策略和 UCB-SCP 策略的预期性能遗憾值的上界;这些上界意味着在特定条件下,两种拟议策略的遗憾值在通信轮次上呈对数增长。我们的实验表明,提出的 UCB-SC 和 UCB-SCP 方法显著提高了水下无线物联网网络中 FL 框架的效率和安全性。
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引用次数: 0
Research on LSTM-Based Maneuvering Motion Prediction for USVs 基于 LSTM 的 USV 机动运动预测研究
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091661
Rong Guo, Yunsheng Mao, Zuquan Xiang, Le Hao, Dingkun Wu, Lifei Song
Maneuvering motion prediction is central to the control and operation of ships, and the application of machine learning algorithms in this field is increasingly prevalent. However, challenges such as extensive training time, complex parameter tuning processes, and heavy reliance on mathematical models pose substantial obstacles to their application. To address these challenges, this paper proposes an LSTM-based modeling algorithm. First, a maneuvering motion model based on a real USV model was constructed, and typical operating conditions were simulated to obtain data. The Ornstein–Uhlenbeck process and the Hidden Markov Model were applied to the simulation data to generate noise and random data loss, respectively, thereby constructing a sample set that reflects real experiment characteristics. The sample data were then pre-processed for training, employing the MaxAbsScaler strategy for data normalization, Kalman filtering and RRF for data smoothing and noise reduction, and Lagrange interpolation for data resampling to enhance the robustness of the training data. Subsequently, based on the USV maneuvering motion model, an LSTM-based black-box motion prediction model was established. An in-depth comparative analysis and discussion of the model’s network structure and parameters were conducted, followed by the training of the ship maneuvering motion model using the optimized LSTM model. Generalization tests were then performed on a generalization set under Zigzag and turning conditions to validate the accuracy and generalization performance of the prediction model.
操纵运动预测是船舶控制和运行的核心,机器学习算法在这一领域的应用越来越普遍。然而,大量的训练时间、复杂的参数调整过程以及对数学模型的严重依赖等挑战对其应用构成了巨大障碍。为了应对这些挑战,本文提出了一种基于 LSTM 的建模算法。首先,基于真实 USV 模型构建了操纵运动模型,并模拟典型运行条件以获取数据。将奥恩斯坦-乌伦贝克过程和隐马尔可夫模型应用于模拟数据,分别产生噪声和随机数据丢失,从而构建出反映真实试验特征的样本集。然后对样本数据进行训练预处理,采用 MaxAbsScaler 策略进行数据归一化,采用卡尔曼滤波和 RRF 进行数据平滑和降噪,采用拉格朗日插值法进行数据重采样,以增强训练数据的鲁棒性。随后,在 USV 机动运动模型的基础上,建立了基于 LSTM 的黑盒运动预测模型。对模型的网络结构和参数进行了深入的对比分析和讨论,随后使用优化后的 LSTM 模型对舰船机动运动模型进行了训练。然后在之字形和转弯条件下的泛化集上进行泛化测试,以验证预测模型的准确性和泛化性能。
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引用次数: 0
Research on Response Strategies for Inland Waterway Vessel Traffic Risk Based on Cost-Effect Trade-Offs 基于成本-效果权衡的内河船舶交通风险应对策略研究
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091659
Yanyi Chen, Ziyang Ye, Tao Wang, Baiyuan Tang, Chengpeng Wan, Hao Zhang, Yunpeng Li
Compared to maritime vessel traffic accidents, there is a scarcity of available, and only incomplete, accident data for inland waterway accidents. Additionally, the characteristics of different waterway segments vary significantly, and the factors affecting navigation safety risks and their mechanisms may also differ. Meanwhile, in recent years, extreme weather events have been frequent in inland waterways, and there has been a clear trend towards larger vessels, bringing about new safety hazards and management challenges. Currently, research on inland waterway navigation safety risks mainly focuses on risk assessment, with scarce quantitative studies on risk mitigation measures. This paper proposes a new method for improving inland waterway traffic safety, based on a cost-effectiveness trade-off approach to mitigate the risk of vessel traffic accidents. The method links the effectiveness and cost of measures and constructs a comprehensive cost-benefit evaluation model using fuzzy Bayesian and quantification conversion techniques, considering the reduction effects of risk mitigation measures under uncertain conditions and the various costs they may incur. Taking the upper, middle, and lower reaches of the Yangtze River as examples, this research evaluates key risk mitigation measures for different waterway segments and provides the most cost-effective strategies. Findings reveal that, even if different waterways share the same key risk sources, the most cost-effective measures vary due to environmental differences. Moreover, there is no inherent correlation between the best-performing measures in terms of benefits and the lowest-cost measures, nor are they necessarily recommended. The proposed method and case studies provide theoretical support for scientifically formulating risk mitigation measures in complex environments and offer guidance for inland waterway management departments to determine future key work directions.
与海上船舶交通事故相比,内河航道事故的可用数据很少,甚至不完整。此外,不同航段的特点差异较大,影响通航安全风险的因素及其机理也可能不同。同时,近年来内河航运极端天气事件频发,船舶大型化趋势明显,带来了新的安全隐患和管理挑战。目前,对内河航运安全风险的研究主要集中在风险评估方面,对风险缓解措施的定量研究较少。本文提出了一种基于成本效益权衡的改善内河航运安全的新方法,以降低船舶交通事故风险。该方法将措施的有效性和成本联系起来,采用模糊贝叶斯和量化转换技术,考虑不确定条件下风险缓解措施的降低效果和可能产生的各种成本,构建了一个综合成本效益评价模型。该研究以长江上、中、下游为例,评估了不同航段的主要风险缓解措施,并提供了最具成本效益的策略。研究结果表明,即使不同航道的主要风险源相同,但由于环境差异,最具成本效益的措施也不尽相同。此外,效益最好的措施与成本最低的措施之间没有内在联系,也不一定是推荐的措施。所提出的方法和案例研究为科学制定复杂环境下的风险缓解措施提供了理论支持,为内河航道管理部门确定未来重点工作方向提供了指导。
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引用次数: 0
The Impact of Container Ship Trim on Fuel Consumption and Navigation Safety 集装箱船修整对耗油量和航行安全的影响
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091658
Mario Musulin, Luka Mihanović, Katarina Balić, Hrvoje Nenad Musulin
Fuel consumption, fuel cost savings, environmental pollution, and navigation safety are significant factors for shipping companies. Maritime transport represents 3% of total greenhouse gas emissions globally. Trim optimization is one of the ways to save energy and reduce ship emissions. Thus, this study aimed to evaluate how the optimization of the trim of container ships at different speeds can decrease exhaust gas emissions and fuel consumption while considering the safety of navigation. This research was conducted by calculating the fuel consumption in real conditions and calculating the optimal trim for different speeds and gases of a container ship of 11,400 TEU. All obtained results were statistically processed to analyze fuel consumption at various speeds, considering the ship’s trim. It turns out that savings should never be at the expense of navigation safety, especially in limited maneuvering areas, such as canals. When maneuvering in such places it is necessary to adjust the trim to ensure navigation safety, i.e., to improve the rudder and propulsion device response, instead of reducing fuel consumption
燃料消耗、燃料成本节约、环境污染和航行安全是航运公司面临的重要因素。海运占全球温室气体排放总量的 3%。航速优化是节约能源和减少船舶排放的方法之一。因此,本研究旨在评估集装箱船在不同航速下的修整优化如何在考虑航行安全的同时减少废气排放和燃料消耗。本研究通过计算真实条件下的燃料消耗,并计算 11,400 TEU 集装箱船在不同航速和气体条件下的最佳修整。所有获得的结果都经过统计处理,以分析不同航速下的燃油消耗,同时考虑到船舶的修整。结果表明,节省燃料决不能以牺牲航行安全为代价,尤其是在有限的操纵区域,如运河。在这些地方进行机动时,有必要调整修整以确保航行安全,即提高舵和推进装置的响应速度,而不是降低油耗。
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引用次数: 0
Pitching Stabilization Control for Super Large Ships Based on Double Nonlinear Positive Feedback under Rough Sea Conditions 恶劣海况下基于双非线性正反馈的超大型船舶俯仰稳定控制
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091657
Chunyu Song, Qi Qiao, Jianghua Sui
Due to the rapid development of a global navigation satellite system and the rapid growth of ships, the traditional control algorithms are not suitable; hence, the longitudinal rocking phenomenon generated by external disturbances is more serious when a ship is sailing. This paper takes a mathematical model of the super large oil tanker “KVLCC2”’s longitudinal motion as the controlled plant, establishing a multi-input multi-output instability control system, using the root trajectory shaping method and a weighting matrix to ensure the stability of its transfer function’s mathematical model. An improved closed-loop gain-shaping algorithm is utilized to design a simple robust controller. And a dual nonlinear positive feedback control algorithm is added to the control system to further improve the controller’s pitching stabilization performance and reduce the controller’s output energy. In order to verify that the controller has a consistently strong robustness, simulation experiments are carried out by adding a level 6, 7 and 8 wind wave model and a perturbation link to the control system, respectively. The results show that when the value of the hysteresis constant is taken as 0.25, the output values of the heave displacement and the pitch angle are greatly reduced, and the longitudinal rocking phenomenon is significantly improved. The dual nonlinear positive feedback control algorithm enhances the ship’s pitching stabilization control capability and further reduces the controller’s output energy, which provides technical support for the smooth and efficient sailing of super large ships under changing sea conditions. Combined with a global navigation satellite system, this algorithm provides a new method for pitching stabilization control of super large ships.
由于全球卫星导航系统的迅猛发展和船舶的快速增长,传统的控制算法已不适用,因此船舶航行时受外界干扰产生的纵摇现象较为严重。本文以超大型油轮 "KVLCC2 "的纵向运动数学模型为被控植物,建立了多输入多输出不稳定控制系统,利用根轨迹整形法和加权矩阵确保其传递函数数学模型的稳定性。利用改进的闭环增益整形算法设计了一个简单的鲁棒控制器。并在控制系统中加入了双非线性正反馈控制算法,以进一步提高控制器的俯仰稳定性能,降低控制器的输出能量。为了验证控制器具有持续的强鲁棒性,分别在控制系统中加入了 6 级、7 级和 8 级风浪模型和扰动环节,进行了仿真实验。结果表明,当滞后常数取值为 0.25 时,波浪位移和俯仰角的输出值大大降低,纵摇现象明显改善。双非线性正反馈控制算法增强了船舶俯仰稳定控制能力,进一步降低了控制器的输出能量,为超大型船舶在多变海况下平稳高效航行提供了技术支持。该算法与全球卫星导航系统相结合,为超大型船舶的俯仰稳定控制提供了一种新方法。
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引用次数: 0
Autonomous Underwater Vehicle (AUV) Motion Design: Integrated Path Planning and Trajectory Tracking Based on Model Predictive Control (MPC) 自主潜水器 (AUV) 运动设计:基于模型预测控制 (MPC) 的综合路径规划和轨迹跟踪
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091655
Si-Yi Deng, Li-Ying Hao, Chao Shen
This paper attempts to develop a unified model predictive control (MPC) method for integrated path planning and trajectory tracking of autonomous underwater vehicles (AUVs). To deal with the computational burden of online path planning, an event-triggered model predictive control (EMPC) method is introduced by using the environmental change as a triggering mechanism. A collision hazard function utilizing the changing rate of hazard as a triggering threshold is proposed to guarantee safety. We further give an illustration of how to calculate this threshold. Then, a Lyapunov-based model predictive control (LMPC) framework is developed for the AUV to solve the trajectory tracking problem. Leveraging a nonlinear integral sliding mode control strategy, we construct the contraction constraint within the formulated LMPC framework, thereby theoretically ensuring closed-loop stability. We derive the necessary and sufficient conditions for recursive feasibility, which are subsequently used to prove the closed-loop stability of the system. In the simulations, the proposed path planning and tracking control are verified separately and integrated and combined with static and dynamic obstacles.
本文试图为自主潜水器(AUV)的综合路径规划和轨迹跟踪开发一种统一的模型预测控制(MPC)方法。为了解决在线路径规划的计算负担,本文引入了事件触发模型预测控制(EMPC)方法,将环境变化作为触发机制。我们提出了一种利用危险变化率作为触发阈值的碰撞危险函数,以确保安全。我们进一步说明了如何计算该阈值。然后,为 AUV 开发了基于 Lyapunov 的模型预测控制(LMPC)框架,以解决轨迹跟踪问题。利用非线性积分滑模控制策略,我们在所制定的 LMPC 框架内构建了收缩约束,从而从理论上确保了闭环稳定性。我们推导出了递归可行性的必要条件和充分条件,随后利用这些条件证明了系统的闭环稳定性。在仿真中,我们分别验证了所提出的路径规划和跟踪控制,并将其与静态和动态障碍物进行了整合和结合。
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引用次数: 0
Updated Review of Longshore Sediment Transport: Advantages, Disadvantages, and Comparisons Using a Satellite Image Methodology 近岸沉积物迁移最新回顾:使用卫星图像方法的优缺点及比较
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091660
César M. Alpaca-Chacón, Bismarck Jigena-Antelo, César A. Quispe-Gonzales, Douglas D. Sarango-Julca, Antonio Contreras-de-Villar, Juan J. Muñoz-Perez
This review updates the different categories and formulations of the calculation of longshore sediment transport (LST) and summarizes their advantages and disadvantages. Most of these methodologies require calibration for areas different from those studied by their authors. Thus, a method of validation and calibration is presented here by processing satellite images with CoastSat software (release v 2.7) to determine accretion and erosion volumes. This low-cost methodology was applied to Salaverry Beach (Peru) to compare the results of the different formulations. A range of variation between −96% and +68% was observed concerning the error, with van Rijn’s formula being the most accurate for this particular case.
本综述更新了计算沿岸沉积物输运(LST)的不同类别和公式,并总结了它们的优缺点。这些方法大多需要对不同于作者所研究的区域进行校核。因此,本文介绍了一种验证和校准方法,即利用 CoastSat 软件(2.7 版)处理卫星图像,以确定增生和侵蚀量。这种低成本方法被应用于萨拉韦里海滩(秘鲁),以比较不同公式的结果。观察到的误差范围在 -96% 到 +68% 之间,其中 van Rijn 公式在这一特定情况下最为准确。
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引用次数: 0
Application of Self-Polishing Copolymer and Tin-Free Nanotechnology Paint for Ships 自抛光共聚物和无锡纳米技术涂料在船舶上的应用
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-16 DOI: 10.3390/jmse12091662
Yushi Wang, Cheunghwa Hsu, Guanhong Pan, Chenghao Chen
During a ship’s voyage, it is difficult to maintain its hull, and prolonged exposure to seawater can lead to the attachment of marine organisms, which can negatively impact the ship’s speed. The original self-polishing copolymer was a tributyltin-containing paint used for applying two layers of protective coating onto a ship’s bottom plate. According to International Maritime Organization (abbreviated as IMO) regulations, users are no longer allowed to use paints containing tributyltin. Therefore, manufacturers have developed a tributyltin-free paint, known as tin-free nanotechnology paint, which can be used as a replacement for the base coat on ship bottom plates. This study involves the use of a self-polishing copolymer spray and tin-free nanotechnology paint. A model coated with these two types of paint will be observed underwater to study the growth of marine organisms. Additionally, fuel consumption will be analyzed through underwater inspections and sea trials. Based on the experimental data, it is known that tin-free nanotechnology paint can significantly reduce the need for repairs in factories and greatly decrease maintenance costs when compared to self-polishing copolymers.
在船舶航行过程中,船体很难得到保养,长期暴露在海水中会导致海洋生物附着,从而对船舶的航速产生负面影响。最初的自抛光共聚物是一种含三丁基锡的涂料,用于在船底板上涂抹两层保护涂层。根据国际海事组织(简称 IMO)的规定,用户不得再使用含有三丁基锡的涂料。因此,制造商开发了一种不含三丁基锡的涂料,称为无锡纳米技术涂料,可用于替代船底板的底层涂料。本研究涉及自抛光共聚物喷涂和无锡纳米技术涂料的使用。将对涂有这两种涂料的模型进行水下观察,以研究海洋生物的生长情况。此外,还将通过水下检测和海上试验分析燃料消耗情况。根据实验数据可知,与自抛光共聚物相比,无锡纳米技术涂料可大大减少工厂的维修需求,并大大降低维护成本。
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引用次数: 0
Influence of Bed Variations on Linear Wave Propagation beyond the Mild Slope Condition 床面变化对平缓坡度条件下线性波传播的影响
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091652
Gonzalo Simarro
As water waves travel from deep to shallow waters, they experience increased nonlinearity and decreased dispersion due to the reduced water depth. While the impact of bed slope on wave propagation celerity is documented, it is often overlooked in commonly used depth-integrated wave models. This study uses the WKB approximation and solves higher-order slope-related terms to analyze the influence of varying depth, including the gradient and laplacian of water depth. One result is an extended longwave for linear wave reflection and transmission on a ramp to deeper waters. The main outcome and focus of this work, however, is a new, simple analytical expression for linear dispersion that includes bed variations. The results are applied to two cases: wind-generated water wave propagation in the nearshore, emphasizing corrections to bathymetry inversion methods, and tsunami propagation over the continental slope, highlighting the limitations of neglecting slope on dispersion and the significant role of the Laplacian of water depth.
当水波从深水区向浅水区传播时,由于水深减小,波的非线性增加,分散性减弱。虽然床面坡度对波浪传播速度的影响已有文献记载,但在常用的深度积分波浪模型中却经常被忽视。本研究采用 WKB 近似法,求解了与坡度相关的高阶项,分析了水深变化的影响,包括水深梯度和拉普拉斯。结果之一是线性波在斜坡上向深水区反射和传播的扩展长波。不过,这项工作的主要成果和重点是一个新的、简单的线性色散分析表达式,其中包括海床变化。研究结果应用于两种情况:近岸由风产生的水波传播,强调了对水深反演方法的修正;以及海啸在大陆坡上的传播,强调了忽略坡度对扩散的限制以及水深拉普拉斯的重要作用。
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引用次数: 0
Plankton Resting Stages Distribution in Bottom Sediments along the Confinement Gradient of the Taranto Sea System (Ionian Sea, Southern Italy) 塔兰托海系统(意大利南部爱奥尼亚海)封闭梯度底层沉积物中浮游生物休眠期的分布
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091653
Fernando Rubino, Giuseppe Denti, Manuela Belmonte, Genuario Belmonte
The abundance distribution and species richness of encysted plankton have been investigated in the bottom sediments of the Taranto Marine System (southern Italy) for contributing to the understanding of plankton dynamics in a confined coastal area. This confined area is characterized by four contiguous basins with different degrees of confinement. The investigation was carried out in the fall season with the aim to intercept a period of rich cyst production from the plankton before overwintering. From the analysis of a total of 36 sediment samples, from 12 sample sites, the highest abundance of cysts and species richness were registered in the confined part of the system. A total of 103 cyst morphotypes have been recognized in the whole area, with highest abundances and taxa richness in the most confined stations. These results, suggesting a benthic-pelagic exchange of living matter, more intense in confined environments than in the open sea, highlight the necessity of (i) including the analysis of sediment cyst banks in studies of plankton dynamics, and (ii) to consider the role of confined areas, where the variability of environmental conditions favours a higher planktonic biodiversity in the sediments than in the water column.
对塔兰托海洋系统(意大利南部)底层沉积物中包囊浮游生物的丰度分布和物种丰富 性进行了研究,以帮助了解封闭沿海地区的浮游生物动态。这一封闭区域的特点是有四个不同封闭程度的毗连盆地。调查是在秋季进行的,目的是截取浮游生物越冬前产生大量孢囊的时期。通过对 12 个取样点的 36 份沉积物样本进行分析,发现该系统封闭部分的包囊数量和物种丰富度最高。整个区域共确认了 103 种孢囊形态,其中最封闭的站点中孢囊的丰度和分类群的丰富度最高。这些结果表明,在封闭环境中,底栖生物与海洋生物之间的交换比在开放海域更为频繁,这突出表明有必要(i)在浮游生物动力学研究中包括对沉积物包囊库的分析,以及(ii)考虑封闭区域的作用,因为在封闭区域,环境条件的多变性有利于沉积物中的浮游生物多样性高于水体中的浮游生物多样性。
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引用次数: 0
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Journal of Marine Science and Engineering
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