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Artificial Neural Network-Based Route Optimization of a Wind-Assisted Ship 基于人工神经网络的风力辅助船舶航线优化
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091645
Cem Guzelbulut, Timoteo Badalotti, Yasuaki Fujita, Tomohiro Sugimoto, Katsuyuki Suzuki
The International Maritime Organization aims for net-zero carbon emissions in the maritime industry by 2050. Among various alternatives, route optimization holds an important place as it does not require any additional component-related costs. Especially for wind-assisted ships, the effectiveness of different sailing systems can be improved significantly through route optimization. However, finding the ship’s optimal route is computationally expensive when the totality of possible weather conditions is taken into consideration. To determine the optimal route that minimizes energy consumption, an energy model based on the environmental conditions, ship route and ship speed was built using artificial neural networks. The energy consumed for given input data was calculated using a ship dynamics model and a database was generated to train the artificial neural networks, which predict how much energy is consumed depending on the route followed in given environmental conditions. Then, such networks were exploited to derive the optimal routes for all the relevant operational conditions. It was found that route optimization can reduce the overall ship energy consumption depending on the weather conditions of the environment by up to 9.7% without any increase in voyage time and by up to 35% with a 10% delay in voyage time. The proposed methodology can be applied to any ship by training real weather conditions and provides a framework for reducing energy consumption and greenhouse gas emissions during the service life of ships.
国际海事组织的目标是到 2050 年实现海运业的净零碳排放。在各种替代方案中,航线优化具有重要地位,因为它不需要任何与组件相关的额外成本。特别是对于风力辅助船舶,通过航线优化可以显著提高不同航行系统的效率。然而,如果将所有可能的天气条件都考虑在内,寻找船舶的最佳航线将耗费大量计算资源。为了确定能耗最小的最佳航线,利用人工神经网络建立了一个基于环境条件、船舶航线和船速的能耗模型。利用船舶动力学模型计算了给定输入数据的能耗,并生成了一个数据库来训练人工神经网络。然后,利用这些网络得出所有相关运行条件下的最佳航线。研究发现,航线优化可以在不增加航行时间的情况下,根据环境天气条件将船舶总能耗降低 9.7%;在航行时间延迟 10%的情况下,可将能耗降低 35%。所提出的方法可通过训练真实天气条件应用于任何船舶,并提供了一个在船舶使用寿命期间减少能源消耗和温室气体排放的框架。
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引用次数: 0
An Overview of Dr. Keith Thompson’s Contributions to Science Programs and High-Quality Training in Marine Prediction and Environmental Statistics 基思-汤普森博士对海洋预报和环境统计方面的科学计划和高质量培训的贡献概述
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091649
Hal Ritchie, Jinyu Sheng, Natacha Bernier, Youyu Lu, Michael Dowd
Dr. Keith Thompson was a highly influential scientist in marine prediction and environmental statistics in Canada and abroad. He was also exceptionally successful for providing high-quality mentorship to graduate students and early-career scientists. In this article, we provide an overview of Dr. Thompson’s career contributions to marine science programs and training for graduate students and other highly qualified personnel.
基思-汤普森博士是加拿大国内外海洋预测和环境统计领域极具影响力的科学家。他还成功地为研究生和早期职业科学家提供了高质量的指导。在本文中,我们将概述汤普森博士职业生涯中对海洋科学项目和研究生及其他高素质人才培养的贡献。
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引用次数: 0
The Quasistatic Pressure Characteristics of a Confined Cabin in a Water Mist Environment 水雾环境中密闭舱室的准静态压力特性
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091650
Ya Zhang, Xiaobin Li, Xiuyi Xi, Mengzhen Li, Yiheng Zhang, Hai Huang, Wei Chen
To investigate the quasistatic pressure load characteristics of an explosion in a confined cabin in a water mist environment, explosion tests were conducted under different explosive and water mist masses. The concentration of water mist, droplet diameter, and quasistatic pressure inside the cabin were measured. On the basis of the theoretical model of quasistatic pressure in adiabatic ideal gas cabins, a theoretical model of the quasistatic pressure in a confined cabin in a water mist environment was established. On the basis of experimental data and theoretical models, an empirical formula was proposed for the peak quasistatic pressure of implosion in a water mist environment. A model for a cabin explosion in a water mist environment was established, and the load characteristics of a cabin explosion under high water mist concentrations were analyzed. The relevant research results contribute to the prediction of the quasistatic pressure of explosions in a confined cabin in a water mist environment.
为了研究水雾环境下密闭舱室爆炸的准静态压力负荷特性,在不同的炸药和水雾质量下进行了爆炸试验。测量了舱内的水雾浓度、水滴直径和准静态压力。在绝热理想气体舱内准静压理论模型的基础上,建立了水雾环境下密闭舱内准静压的理论模型。在实验数据和理论模型的基础上,提出了水雾环境中内爆的峰值准静压经验公式。建立了水雾环境下密闭舱爆炸模型,分析了高浓度水雾环境下密闭舱爆炸的载荷特性。相关研究成果有助于预测水雾环境下密闭舱室爆炸的准静态压力。
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引用次数: 0
Study on the Dynamic Response of Mooring System of Multiple Fish Cages under the Combined Effects of Waves and Currents 多鱼笼系泊系统在波浪和水流共同作用下的动态响应研究
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091648
Fuxiang Liu, Zhentao Jiang, Tianhu Cheng, Yuwang Xu, Haitao Zhu, Gang Wang, Guoqing Sun, Yuqin Zhang
Deep-sea aquaculture can alleviate the spatial and environmental pressure of near-shore aquaculture and produce higher quality aquatic products, which is the main development direction of global aquaculture. The coastline of China is relatively flat, with aquaculture operations typically operating in sea areas with water depths of approximately 30–50 m. However, with frequent typhoons and poor sea conditions, the design of mooring system has always been a difficult problem. This paper investigated the multiple cages, considering two layouts of 1 × 4 and 2 × 2, and proposed three different mooring system design schemes. The mooring line tension of the mooring systems under the self-storage condition was compared, and it was observed whether the mooring line accumulation and the contact between the mooring line and the steel structure occurred on the leeward side. Additionally, flexible net models were compared with rigid net models to evaluate the impact of net deformation on cage movement and mooring line tension. Finally, based on the optimal mooring design, the dynamic response of the mooring system under irregular wave conditions was analyzed and studied, providing important reference for the safety and economic design of the mooring system of multiple fish cages.
深海养殖可以缓解近岸养殖的空间和环境压力,生产更优质的水产品,是全球水产养殖的主要发展方向。中国海岸线相对平坦,水产养殖作业一般在水深约 30-50 米的海域进行,但台风频繁,海况恶劣,系泊系统的设计一直是个难题。本文对多网箱进行了研究,考虑了 1 × 4 和 2 × 2 两种布局,并提出了三种不同的系泊系统设计方案。比较了自存储条件下系泊系统的系泊线张力,观察了系泊线是否在背风一侧出现堆积以及系泊线与钢结构的接触情况。此外,还比较了柔性网模型和刚性网模型,以评估网变形对吊笼移动和系泊线张力的影响。最后,在优化系泊设计的基础上,分析研究了系泊系统在不规则波浪条件下的动态响应,为多网箱系泊系统的安全性和经济性设计提供了重要参考。
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引用次数: 0
Adaptive Control for Underwater Simultaneous Lightwave Information and Power Transfer: A Hierarchical Deep-Reinforcement Approach 水下同时光波信息和电力传输的自适应控制:分层深度强化方法
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091647
Huicheol Shin, Sangki Jeong, Seungjae Baek, Yujae Song
In this work, we consider a point-to-point underwater optical wireless communication scenario where an underwater sensor (US) transmits its sensing data to a remotely operated vehicle (ROV). Before the US transmits its data to the ROV, the ROV performs simultaneous lightwave information and power transfer (SLIPT), delivering both control data and lightwave power to the US. Under the considered scenario, our objective is to maximize energy harvesting at the US while supporting predetermined communication performance between the two nodes. To achieve this objective, we develop a hierarchical deep Q-network (DQN)–deep deterministic policy gradient (DDPG)-based online algorithm. This algorithm involves two reinforcement learning agents: the ROV and US. The role of the ROV agent is to determine an optimal beam-divergence angle that maximizes the received optical signal power at the US while ensuring a seamless optical link. Meanwhile, the US agent, which is influenced by the decision of the ROV agent, is responsible for determining the time-switching and power-splitting ratios to maximize energy harvesting without compromising the required communication performance. Unlike existing studies that do not account for adaptive parameter control in underwater SLIPT, the proposed algorithm’s adaptive nature allows for the dynamic fine-tuning of optimization parameters in response to varying underwater environmental conditions and diverse user requirements.
在这项工作中,我们考虑了一种点对点水下光无线通信方案,即水下传感器(US)向遥控潜水器(ROV)传输传感数据。在 US 将数据传输给 ROV 之前,ROV 会执行同步光波信息和功率传输(SLIPT),将控制数据和光波功率同时传输给 US。在所考虑的情况下,我们的目标是最大限度地收集 US 的能量,同时支持两个节点之间预定的通信性能。为实现这一目标,我们开发了一种基于分层深度 Q 网络(DQN)和深度确定性策略梯度(DDPG)的在线算法。该算法涉及两个强化学习代理:ROV 和 US。ROV 代理的作用是确定最佳光束发散角,使 US 接收到的光信号功率最大化,同时确保无缝光链路。同时,US 代理受 ROV 代理决策的影响,负责确定时间切换和功率分配比例,以便在不影响所需通信性能的情况下最大限度地收集能量。现有研究没有考虑到水下 SLIPT 的自适应参数控制,与之不同的是,所提出算法的自适应性质允许对优化参数进行动态微调,以应对不断变化的水下环境条件和不同的用户需求。
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引用次数: 0
Vibration Safety Threshold and Control Technology for Blasting to Prevent Seawater Intrusion in Coastal Tunnel Sections Near Faults 防止断层附近海岸隧道段海水入侵的爆破振动安全阈值和控制技术
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091646
Xiaodong Wu, Xiaomeng Miao, Min Gong, Junpeng Su, Yaqi Zhu, Xiaolei Chen
Coastal underground engineering projects are prone to seawater intrusion during blasting operations, posing significant risks to the safety of construction personnel and the structural integrity of the projects. To ensure the safety of blasting operations in areas at risk of seawater intrusion, this study focuses on a section of a coastal tunnel that is at risk of such intrusion. Using fracture mechanics theory and silo theory analysis methods, the minimum safe distance between the workface and the fault to prevent seawater intrusion is determined. Numerical simulations are employed to analyze the dynamic response of the surrounding rock and the attenuation of vibrations as blasting excavation progresses near the fault-controlled zone. This study also explores the impact of dynamic excavation on fault stability. By employing a regression analysis, this study establishes quantitative relationships between the amount of explosive used and the peak particle velocity (PPV) at different distances, as well as between the range of rock damage and PPV at various distances. This analysis allows for the determination of a safe PPV threshold to prevent seawater intrusion in the fault-controlled area. The accuracy of the computational model is validated using field-measured data. Finally, an optimized blasting design and strategy based on electronic detonator initiation are proposed for the control area, ensuring construction safety. This study provides theoretical and technical references for achieving safe and efficient blasting excavation in coastal underground engineering projects.
沿海地下工程在爆破作业过程中容易受到海水入侵,对施工人员的安全和工程结构的完整性构成重大风险。为确保在有海水入侵风险的区域进行爆破作业的安全性,本研究重点关注有海水入侵风险的一段沿海隧道。利用断裂力学理论和筒仓理论分析方法,确定了工作面与断层之间防止海水入侵的最小安全距离。利用数值模拟分析了断层控制区附近爆破开挖过程中围岩的动态响应和振动衰减。本研究还探讨了动态开挖对断层稳定性的影响。通过采用回归分析,本研究确定了炸药用量与不同距离的峰值颗粒速度(PPV)之间的定量关系,以及岩石破坏范围与不同距离的峰值颗粒速度之间的定量关系。通过分析,可以确定一个安全的 PPV 临界值,以防止海水侵入断层控制区。计算模型的准确性通过现场测量数据得到验证。最后,为控制区提出了基于电子雷管起爆的优化爆破设计和策略,以确保施工安全。这项研究为实现沿海地下工程安全高效的爆破开挖提供了理论和技术参考。
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引用次数: 0
Resting Cysts of the Toxic Dinoflagellate Gymnodinium catenatum (Dinophyceae) Ubiquitously Distribute along the Entire Coast of China, with Higher Abundance in Bloom-Prone Areas 有毒双鞭毛藻(双子叶植物纲)的休止囊肿广泛分布于中国整个沿海地区,在水华旺盛地区更为丰富
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091651
Xiaohan Liu, Zhe Tao, Yuyang Liu, Zhangxi Hu, Yunyan Deng, Lixia Shang, Po-Teen Lim, Zhaoyang Chai, Ying-Zhong Tang
Blooms of Gymnodinium catenatum have occurred occasionally in different areas of China and caused tremendous economic loss and even threatened human health. Not only is G. catenatum an important harmful-algal-bloom (HAB)-causing species, but also the only gymnodinioid dinoflagellate known to produce paralytic shellfish poisoning toxins (PSTs). Due to the germination of resting cysts, which often initiates blooms, the distribution and abundance of cysts in sediments and particularly the confirmation of cyst beds are important information for understanding and predicting dinoflagellate blooms. In this research, 199 sediment samples were collected from China’s coastal seas, ranging from the Beidaihe in the Bohai Sea (BS) to the southernmost sample from the Nansha Islands of the South China Sea (SCS). TaqMan quantitative PCR (qPCR) assays with species-specific primers and probes were developed to specifically detect the distribution and abundance of cysts in the 199 samples. The detection revealed that G. catenatum cysts were widely present in the sediments (126 of the 199 samples), with 93.55%, 74.65%, 42.37%, and 50% of the samples detected positively from the BS, YS, ECS and SCS, respectively, and covering the vast sea area from Nansha Islands to the Beidaihe area. The single-cyst morpho-molecular identification in the samples from Beidaihe confirmed the existence of G. catenatum cysts in the BS, and the positive detections of G. catenatum cysts using the qPCR methods. While G. catenatum cysts were widely distributed in all four seas of China, the average abundance was relatively low (1.0 cyst per gram of wet sediment). Three samples from the East China Sea (ECS), however, contained G. catenatum cysts at a relatively higher level (23 cysts g−1 wet sediment) than other sea areas, suggesting a pertinence of cyst abundance to the frequent occurrences of G. catenatum blooms in the area during recent years. Collectively, for G. catenatum being such an important toxic and HAB-causing species globally, the ubiquitous distribution of its cysts along the coastal waters of China and higher abundance in the bloom-prone areas warns us of a risk that cyst beds, although currently low in abundance, may seed HABs in any and many sea areas of China at any forthcoming year, and particularly those areas with records of frequent HABs outbreaks in the past.
在中国不同地区偶尔会出现藻华,造成了巨大的经济损失,甚至威胁到人类健康。猫尾藻不仅是重要的有害藻华(HAB)致病菌种,也是目前已知的唯一能产生麻痹性贝类中毒毒素(PSTs)的藻类。由于静止孢囊的萌发通常会引发藻华,因此沉积物中孢囊的分布和丰度,特别是孢囊床的确认,是了解和预测甲藻藻华的重要信息。本研究从中国近海采集了 199 个沉积物样品,从渤海北戴河到南海南沙群岛的最南端。研究人员利用物种特异性引物和探针开发了 TaqMan 定量 PCR(qPCR)检测方法,以特异性地检测 199 个样本中包囊的分布和丰度。检测结果表明,囊尾蚴广泛存在于沉积物中(199 个样品中有 126 个样品),其中 93.55%、74.65%、42.37%和 50%的样品检测结果呈阳性,分别来自 BS、YS、ECS 和 SCS,覆盖了从南沙群岛到北戴河的广大海域。北戴河样品的单胞形态分子鉴定证实了BS海域存在卡地那藻包囊,并利用qPCR方法对卡地那藻包囊进行了阳性检测。虽然 G. catenatum 囊胞广泛分布于中国的四个海域,但平均丰度相对较低(每克湿沉积物 1.0 个囊胞)。然而,来自中国东海(ECS)的三个样本的卡氏囊虫含量(23个/克-1湿沉积物)相对高于其他海域,这表明囊虫丰度与近年来该海域频繁发生的卡氏囊虫藻华有关。总之,G. catenatum 是全球重要的有毒和致 HAB 物种,其孢囊在中国近岸海域无处不在的分布以及在水华易发区较高的丰度警示我们,尽管孢囊床目前丰度较低,但在未来任何一年都有可能在中国的任何海域和许多海域播下 HAB 种子,特别是那些过去有 HAB 频繁爆发记录的海域。
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引用次数: 0
Pressure Fluctuation Characteristics of a Pump-Turbine in the Hump Area under Different Flow Conditions 不同流量条件下驼峰区泵-涡轮机的压力波动特性
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-14 DOI: 10.3390/jmse12091654
Kai Zheng, Liu Chen, Shaocheng Ren, Wei Xiao, Yexiang Xiao, Anant Kumar Rai, Guangtai Shi, Zhengkai Hao
During the operation of a reversible pump-turbine, a hump area can easily appear under the pump condition, which will greatly affect the performance of a storage unit, with pressure pulsation being the key factor for the stable operation of a pump-turbine. Therefore, in order to explore the pressure pulsation characteristics of each flow component in the hump area, this paper first compared the full characteristics of the model test under different working conditions, and then it analyzed the pressure pulsation characteristics. By analyzing the pressure pulsation characteristics in the unit’s flow component under different flow rates in the hump area, the pulsation rule of a pump-turbine running in the hump area was revealed. It was found that the peak-to-peak value of the draft tube in the hump area was the smallest under the optimal flow condition, and the peak-to-peak value increased along the flow direction, with the rotor and stator interaction (RSI) effects being continuously enhanced. When away from the runner basin, the influence of RSI gradually weakened after leaving the runner. No low frequency was found in the optimal traffic. The peak-to-peak value of the low flow condition increased compared with the optimal flow condition, and the distribution was not uniform. The main frequency of the whole basin was relatively complex, indicating that the flow of water was unstable in the condition of partial load, resulting in the hump area during the unit operation. The research results can provide a theoretical reference for improving the stability of pump-turbines.
在可逆泵-涡轮机运行过程中,泵工况下很容易出现驼峰区,这将极大地影响蓄能装置的性能,而压力脉动是影响泵-涡轮机稳定运行的关键因素。因此,为了探究驼峰区各流动分量的压力脉动特性,本文首先对比了模型试验在不同工况下的全特性,然后对压力脉动特性进行了分析。通过分析驼峰区不同流量下机组流量分量的压力脉动特性,揭示了驼峰区水泵-水轮机运行的脉动规律。研究发现,在最佳流量条件下,驼峰区牵伸管的峰-峰值最小,峰-峰值沿流量方向逐渐增大,转子和定子相互作用(RSI)效应不断增强。离开流道盆地后,RSI 的影响逐渐减弱。在最佳流量中没有发现低频。与最佳流量条件相比,低流量条件下的峰峰值有所增加,且分布不均匀。整个流域的主频相对复杂,说明在偏载工况下水流不稳定,导致机组运行时出现驼峰区。研究结果可为提高水泵水轮机的稳定性提供理论参考。
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引用次数: 0
Seasonal Phase Relationships between Sea Surface Salinity, Surface Freshwater Forcing, and Ocean Surface Processes 海面盐度、海面淡水强迫和海洋表面过程之间的季节相位关系
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-13 DOI: 10.3390/jmse12091639
Frederick M. Bingham, Susannah Brodnitz
Sea surface salinity (SSS) can change as a result of surface freshwater forcing (FWF) or internal ocean processes such as upwelling or advection. SSS should follow FWF by ¼ cycle, or 3 months, if FWF is the primary process controlling it at the seasonal scale. In this paper, we compare the phase relationship between SSS and FWF (i.e., evaporation minus precipitation over mixed layer depth) over the global (non-Arctic) ocean using in situ SSS and satellite evaporation and precipitation. We found that, instead of the expected 3-month delay between SSS and FWF, the delay is mostly closer to 1–2 months, with SSS peaking too soon relative to FWF. We then computed monthly vertical entrainment and horizontal advection terms of the upper ocean salinity balance equation and added their contributions to the phase of the FWF. The addition of these processes to the seasonal upper ocean salinity balance leads to the phase difference between SSS and the forcing processes being closer to the expected value. We conducted a similar computation with the amplitude of the seasonal SSS and the forcing terms, with less definitive results. The results of this study highlight the important role that ocean processes play in the global freshwater cycle at the seasonal scale.
海面盐度(SSS)会因海面淡水强迫(FWF)或海洋内部过程(如上升流或平流)而变化。如果在季节尺度上,FWF 是控制 SSS 的主要过程,则 SSS 应随 FWF 变化 1/4 个周期,即 3 个月。本文利用原位 SSS 和卫星蒸发与降水量,比较了全球(非北冰洋)海洋 SSS 与 FWF(即混合层深度上的蒸发量减去降水量)之间的相位关系。我们发现,SSS 和 FWF 之间的延迟不是预期的 3 个月,而是大多接近 1-2 个月,SSS 相对于 FWF 过早达到峰值。然后,我们计算了上层海洋盐度平衡方程中的月垂直夹带和水平平流项,并将其加入到 FWF 的相位中。在季节性上层海洋盐度平衡中加入这些过程后,SSS 与强迫过程之间的相位差更接近预期值。我们对季节性 SSS 和强迫项的振幅也进行了类似的计算,但结果不太确定。这项研究的结果突显了海洋过程在季节尺度上对全球淡水循环所起的重要作用。
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引用次数: 0
Gaze-Assisted Prescribed Performance Controller for AUV Trajectory Tracking in Time-Varying Currents 用于在时变水流中跟踪 AUV 轨迹的凝视辅助规定性能控制器
IF 2.9 3区 地球科学 Q1 ENGINEERING, MARINE Pub Date : 2024-09-13 DOI: 10.3390/jmse12091643
Zhuoyu Zhang, Mingwei Lin, Dejun Li, Ri Lin
Trajectory tracking for underactuated autonomous underwater vehicles (AUVs) is challenging due to coupling dynamics, modeling inaccuracies, and unknown disturbances. To tackle this, we propose a decoupling gaze-assisted prescribed performance controller (GAPPC). We first use an error transformation approach to achieve the prescribed performance, incorporating the line-of-sight (LOS) algorithm and an event-triggering mechanism to handle the kinematic characteristics of underactuated AUVs. Next, we develop a control strategy for the transformed error that does not require knowledge of the model parameters, including fast dynamic compensation to reduce steady-state errors. Finally, we analyze the controller’s stability and present simulation results. Simulations, which account for modeling inaccuracies and unknown ocean currents, show that the GAPPC improves stability errors by 67.3% compared to the adaptive robust controller.
由于耦合动力学、建模不准确和未知干扰等原因,欠驱动自主潜水器(AUV)的轨迹跟踪具有挑战性。为此,我们提出了一种解耦凝视辅助规定性能控制器(GAPPC)。我们首先使用误差变换方法来实现规定性能,并结合视线(LOS)算法和事件触发机制来处理欠驱动 AUV 的运动特性。接下来,我们开发了一种无需了解模型参数的转换误差控制策略,包括快速动态补偿,以减少稳态误差。最后,我们分析了控制器的稳定性并给出了仿真结果。仿真结果表明,考虑到建模的不准确性和未知洋流,GAPPC 比自适应鲁棒控制器的稳定性误差提高了 67.3%。
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引用次数: 0
期刊
Journal of Marine Science and Engineering
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