期刊文献+
共找到263篇文章
< 1 2 14 >
每页显示 20 50 100
Modeling of Multi-Freedom Ship Motions in Irregular Waves with Fuzzy Neural Networks
1
作者 余建星 陆培毅 +1 位作者 高喜峰 夏锦祝 《海洋工程:英文版》 2003年第2期255-264,共10页
In this paper, the neural network technology is combined with the fuzzy set theory to model the wave-induced ship motions in irregular seas. This combination makes possible the handling of a non-linear dynamic system ... In this paper, the neural network technology is combined with the fuzzy set theory to model the wave-induced ship motions in irregular seas. This combination makes possible the handling of a non-linear dynamic system with insufficient input information. The numerical results from the strip theory are used to train the networks and to demonstrate the validity of the proposed procedure. 展开更多
关键词 strip theory ship motions neural network fuzzy logic system modeling
在线阅读 下载PDF
Modeling and designing for ship steering integrated simulator 被引量:1
2
作者 李文魁 田蔚风 +2 位作者 陈永冰 周岗 张博 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2008年第4期586-592,共7页
The modeling of a ship steering integrated simulator(SSIS)applied to the design,debugging and maintenance of an autopilot is discussed.A nonlinear responsive model is proposed and applied to the design of SSIS.The SSI... The modeling of a ship steering integrated simulator(SSIS)applied to the design,debugging and maintenance of an autopilot is discussed.A nonlinear responsive model is proposed and applied to the design of SSIS.The SSIS generates real signals of the ship heading,the rudder angle,the ship position and the output to the autopilot.A variety of factors,such as ship speed variety,shallow water effect,nonlinearity of yaw and actuator,and environmental disturbances like wind,wave and current are considered carefully.Detailed formulas for calculating relevant parameters are provided.Taken a naval ship as an example,the physical-digital simulations on SSIS and the digital simulation on a Marine System Simulator(MSS)were conducted separately in various sailing conditions.Simulation results show that the simple nonlinear responsive model can be applied to ship motion control and simulation with sufficient accuracy and effectiveness. 展开更多
关键词 ship motion modeling design simulation nonlinear responsive model
在线阅读 下载PDF
Online interactive identification method based on ESO disturbance estimation for motion model of double propeller propulsion unmanned surface vehicle
3
作者 Yong Xiong Xianfei Wang Siwen Zhou 《Control Theory and Technology》 EI CSCD 2024年第2期292-314,共23页
In this paper, the online parameter identification problem of the mathematical model of an unmanned surface vehicle (USV) considering the characteristics of the actuator is studied. A data-driven mathematical model of... In this paper, the online parameter identification problem of the mathematical model of an unmanned surface vehicle (USV) considering the characteristics of the actuator is studied. A data-driven mathematical model of motion is very meaningful to realize trajectory prediction and adaptive motion control of the USV. An interactive identification algorithm (ESO–MILS, extended state observer–multi-innovation least squares) based on ESO is proposed. The robustness of online identification is improved by expanding the state observer to estimate the current disturbance without making artificial assumptions. Specifically, the three-degree-of-freedom dynamic equation of the double propeller propulsion USV is constructed. A linear model for online identification is derived by parameterization. Based on the least square criterion function, it is proved that the interactive identification method with disturbance estimation can improve the identification accuracy from the perspective of mathematical expectation. The extended state observer is designed to estimate the unknown disturbance in the model. The online interactive update improves the disturbance immunity of the identification algorithm. Finally, the effectiveness of the interactive identification algorithm is verified by simulation experiment and real ship experiment. 展开更多
关键词 Identification of parameters ship motion model Extended state observer Multinomial innovation least squares Interactive identification
原文传递
Numerical study on wave loads and motions of two ships advancing in waves by using three-dimensional translating-pulsating source 被引量:10
4
作者 Yong Xu Wen-Cai Dong 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2013年第4期494-502,共9页
A frequency domain analysis method based on the three-dimensional translating-pulsating (3DTP) source Green function is developed to investigate wave loads and free motions of two ships advancing on parallel course ... A frequency domain analysis method based on the three-dimensional translating-pulsating (3DTP) source Green function is developed to investigate wave loads and free motions of two ships advancing on parallel course in waves. Two experiments are carried out respectively to mea- sure the wave loads and the free motions for a pair of side-by- side arranged ship models advancing with an identical speed in head regular waves. For comparison, each model is also tested alone. Predictions obtained by the present solution are found in favorable agreement with the model tests and are more accurate than the traditional method based on the three dimensional pulsating (3DP) source Green function. Numer- ical resonances and peak shift can be found in the 3DP pre- dictions, which result from the wave energy trapped in the gap between two ships and the extremely inhomogeneous wave load distribution on each hull. However, they can be eliminated by 3DTP, in which the speed affects the free sur- face and most of the wave energy can be escaped from the gap. Both the experiment and the present prediction show that hydrodynamic interaction effects on wave loads and free motions are significant. The present solver may serve as a validated tool to predict wave loads and motions of two ves- sels under replenishment at sea, and may help to evaluate the hydrodynamic interaction effects on the ships safety in replenishment operation. 展开更多
关键词 Hydrodynamic interaction - Wave loads ~ship motions ~ model test ~ Three-dimensional translating-pulsating source ~ Underway replenishment
在线阅读 下载PDF
Contouring error modeling and simulation of a four-axis motion control system
5
作者 张代林 张旭 +3 位作者 谢经明 袁楚明 陈幼平 汤漾平 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第1期141-149,共9页
A layered modeling method is proposed to resolve the problems resulting from the complexity of the error model of a multi-axis motion control system. In this model, a low level layer can be used as a virtual axis by t... A layered modeling method is proposed to resolve the problems resulting from the complexity of the error model of a multi-axis motion control system. In this model, a low level layer can be used as a virtual axis by the high level layer. The first advantage of this model is that the complex error model of a four-axis motion control system can be divided into several simple layers and each layer has different coupling strength to match the real control system. The second advantage lies in the fact that the controller in each layer can be designed specifically for a certain purpose. In this research, a three-layered cross coupling scheme in a four-axis motion control system is proposed to compensate the contouring error of the motion control system. Simulation results show that the maximum contouring error is reduced from 0.208 mm to 0.022 mm and the integration of absolute error is reduced from 0.108 mm to 0.015 mm, which are respectively better than 0.027 mm and 0.037 mm by the traditional method. And in the bottom layer the proposed method also has remarkable ability to achieve high contouring accuracy. 展开更多
关键词 layered modeling ship model machining motion control cross coupling control
在线阅读 下载PDF
Mathematical Model of Small Water-plane Area Twin-hull and Application in Marine Simulator 被引量:2
6
作者 XiufengZhang Zhenwang Lyu +1 位作者 Yong Yin Yicheng Jin 《Journal of Marine Science and Application》 2013年第3期286-292,共7页
Small water-plane area twin-hull(SWATH) has drawn the attention of many researchers due to its good sea-keeping ability.In this paper,MMG's idea of separation was used to perform SWATH movement modeling and simulat... Small water-plane area twin-hull(SWATH) has drawn the attention of many researchers due to its good sea-keeping ability.In this paper,MMG's idea of separation was used to perform SWATH movement modeling and simulation;respectively the forces and moment of SWATH were divided into bare hull,propeller,rudder at the fluid hydrodynamics,etc.Wake coefficient at the propellers which reduces thrust coefficient,and rudder mutual interference forces among the hull and propeller,for the calculation of SWATH,were all considered.The fourth-order Runge-Kutta method of integration was used by solving differential equations,in order to get SWATH's movement states.As an example,a turning test at full speed and full starboard rudder of ‘Seagull' craft is shown.The simulation results show the SWATH's regular pattern and trend of motion.It verifies the correctness of the mathematical model of the turning movement.The SWATH's mathematical model is applied to marine simulator in order to train the pilots or seamen,or safety assessment for ocean engineering project.Lastly,the full mission navigation simulating system(FMNSS) was determined to be a successful virtual reality technology application sample in the field of navigation simulation. 展开更多
关键词 ship maneuverability ship motion modeling small water-plane area twin-hull(SWATH) marine simulator
在线阅读 下载PDF
短峰不规则波中船舶水弹性响应的流固耦合模拟
7
作者 焦甲龙 陈振威 +2 位作者 蒋彩霞 陈帅 司海龙 《哈尔滨工程大学学报》 北大核心 2026年第1期139-148,共10页
为得到更接近实际三维海况中的船舶耐波性与水弹性响应,本文基于计算流体动力学及有限元方法,采用STAR-CCM+与Abaqus开展双向流固耦合,以模拟三维短峰不规则波下的船舶运动与波浪载荷响应。首先,基于线性叠加波理论,通过Matlab自编代码... 为得到更接近实际三维海况中的船舶耐波性与水弹性响应,本文基于计算流体动力学及有限元方法,采用STAR-CCM+与Abaqus开展双向流固耦合,以模拟三维短峰不规则波下的船舶运动与波浪载荷响应。首先,基于线性叠加波理论,通过Matlab自编代码建立适用于该软件的三维多向不规则波模拟方法。分别在流体和结构求解器中建立含船体的数值水池和船体结构有限元模型,并针对大规模数值计算给出基于超算平台的仿真方案。最后,将三维短峰不规则波中的船体响应与二维长峰不规则波中的数值模拟与水池试验结果进行比较与讨论,定性与定量研究两者结果的差异性。研究表明,传统的二维长峰不规则波假设会夸大船舶的波浪载荷的预报结果,使船体结构设计偏于保守。 展开更多
关键词 短峰波 三维海浪 不规则波 船舶运动 水弹性 波浪载荷 VOF波模型 流固耦合
在线阅读 下载PDF
Wash Waves Generated by High Speed Displacement Ships
8
作者 周利兰 高高 R.H.M.Huijsmans 《China Ocean Engineering》 SCIE EI CSCD 2015年第5期757-770,共14页
It is difficult to compute far-field waves in a relative large area by using one wave generation model when a large calculation domain is needed because of large dimensions of the waterway and long distance of the req... It is difficult to compute far-field waves in a relative large area by using one wave generation model when a large calculation domain is needed because of large dimensions of the waterway and long distance of the required computing points. Variation of waterway bathymetry and nonlinearity in the far field cannot be included in a ship fixed process either. A coupled method combining a wave generation model and wave propagation model is then used in this paper to simulate the wash waves generated by the passing ship. A NURBS-based higher order panel method is adopted as the stationary wave generation model; a wave spectrum method and Boussinesq-type equation wave model are used as the wave propagation model for the constant water depth condition and variable water depth condition, respectively. The waves calculated by the NURBS-based higher order panel method in the near field are used as the input for the wave spectrum method and the Boussinesq-type equation wave model to obtain the far-field waves. With this approach it is possible to simulate the ship wash waves including the effects of water depth and waterway bathymetry. Parts of the calculated results are validated experimentally, and the agreement is demonstrated. The effects of ship wash waves on the moored ship are discussed by using a diffraction theory method. The results indicate that the prediction of the ship induced waves by coupling models is feasible. 展开更多
关键词 wash waves wave generation model wave spectrum method Boussinesq type equation wave model motions of moored ship
在线阅读 下载PDF
双吊舱船舶运动建模与仿真 被引量:1
9
作者 韩冰 林昀和 +1 位作者 陈宇航 彭周华 《系统仿真学报》 北大核心 2025年第6期1352-1365,共14页
面向大连海事大学智能研究与实训两用船“新红专”轮的自主航行控制需求,开展该双吊舱船舶运动模型的设计工作。采用MMG模型结构,分别计算船体流体粘性力、单/双桨推力、作用于双吊舱的流体动力。以实船试航记录与螺旋桨敞水试验数据为... 面向大连海事大学智能研究与实训两用船“新红专”轮的自主航行控制需求,开展该双吊舱船舶运动模型的设计工作。采用MMG模型结构,分别计算船体流体粘性力、单/双桨推力、作用于双吊舱的流体动力。以实船试航记录与螺旋桨敞水试验数据为依据,通过数据拟合辅助求取直航阻力,提出基于仿真旋回试验与PSO算法求取部分水动力系数的方法,对现有经验公式结果进行修正。所建模型的操纵性能指标与实船数据相近,MAPE为7.05%。基于该机理建模与数据驱动结合的方法建立的“新红专”轮三自由度MMG模型,结构完整且准确性高。 展开更多
关键词 智能船舶 MMG模型 船舶运动数学模型 粒子群优化 吊舱式全回转推进装置
原文传递
Fast Ferry Smoothing Motion via Intelligent PD Controller 被引量:1
10
作者 Mounia Ticherfatine Qidan Zhu 《Journal of Marine Science and Application》 CSCD 2018年第2期273-279,共7页
A novel type of control law was adopted to reduce the vertical acceleration of a fast ferry as well as the motion sickness incidence suffered by the passengers onboard by means of a submerged T-foil.Considering the sy... A novel type of control law was adopted to reduce the vertical acceleration of a fast ferry as well as the motion sickness incidence suffered by the passengers onboard by means of a submerged T-foil.Considering the system changing characteristics under high disturbances,a model-free approach was adopted.In addition,an upgraded proportional-derivative(PD)controller with correction terms resulting from a fast-online estimation of the system dynamics was designed.The overall controller,known as intelligent PD(i-PD)controller,was tested,and the obtained results were compared with those of a classic PD controller.The controllers were also tested in a changing environment and at different operating velocities.The results confirmed the effectiveness of the i-PD controller to smooth the motions with low computational cost control schemes.Furthermore,thanks to ability of the i-PD controller to continually update the estimated dynamics of the system,it showed a better reduction in both vertical motions and the seasickness level of the passengers with the needed robustness under external disturbances and system changing parameters. 展开更多
关键词 model-FREE CONTROL INTELLIGENT PD Pitchmotion ship CONTROL T-foil SMOOTHING motion
在线阅读 下载PDF
超大型船舶码头舾装作业抗台系泊模型试验研究
11
作者 李小军 闻鸣 +2 位作者 诸云鹏 陈达 郭殿禹 《海洋工程》 北大核心 2025年第4期89-99,共11页
舾装船舶由于其吃水浅、受风面积大,在系靠泊过程中遭遇台风时极易出现缆绳断裂情况。针对15000 TEU舾装集装箱船开展物理模型试验,测量超大型舾装船舶在台风条件下,不同风、浪、流组合工况中的船舶运动量、缆绳系缆力和护舷撞击力。结... 舾装船舶由于其吃水浅、受风面积大,在系靠泊过程中遭遇台风时极易出现缆绳断裂情况。针对15000 TEU舾装集装箱船开展物理模型试验,测量超大型舾装船舶在台风条件下,不同风、浪、流组合工况中的船舶运动量、缆绳系缆力和护舷撞击力。结果表明:对于系泊系统的动力因素,波浪的影响程度大于风和水流,其中,周期较波高影响更显著,在实际系泊中应予以更多关注;采用加强系缆能够显著降低运动量和系缆力,使各位置系缆力分配更均匀,从而降低断缆风险;对于舾装船舶,横荡和纵荡主要受低频波浪激励,其余自由度运动响应主要受入射波的峰值周期影响。此外,以系缆力为控制标准,对舾装船舶的抗台允许系靠泊条件进行了评估,试验结果可为确保舾装船舶系靠泊安全提供依据。 展开更多
关键词 舾装船舶 台风 船舶运动量 系缆力 物理模型试验
在线阅读 下载PDF
基于人工智能的船智能航行控制系统设计
12
作者 郑金明 罗冠 《舰船科学技术》 北大核心 2025年第11期185-189,共5页
船舶航行环境存在风速与水流等复杂干扰,导致其失稳且偏离预设航迹,为此,设计基于人工智能的船智能航行控制系统。通过智能感知模块采集船舶航行速度、航向、环境等数据,由数据处理分析模块依据数据创建船舶运动模型及坐标系,通过智能... 船舶航行环境存在风速与水流等复杂干扰,导致其失稳且偏离预设航迹,为此,设计基于人工智能的船智能航行控制系统。通过智能感知模块采集船舶航行速度、航向、环境等数据,由数据处理分析模块依据数据创建船舶运动模型及坐标系,通过智能控制模块的径向基神经网络设计智能控制器,对船舶航行中存在扰动因素下航向与航速的智能控制,船舶根据期望航行轨迹航行。实验结果显示,该系统可实现船舶稳定与扰动非稳态航行下的精准高效航向与航速控制,控制后的航行轨迹能够快速与预设轨迹相吻合,并保持持续稳定的航行轨迹跟踪,控制效果可靠。 展开更多
关键词 人工智能 船智能航行 径向基神经网络 船舶运动模型 航行轨迹
在线阅读 下载PDF
基于运动平台的舰船操纵模拟器关键技术综述
13
作者 彭利坤 王晨宇 +3 位作者 吕帮俊 陈佳 黄斌 潘炜 《舰船科学技术》 北大核心 2025年第16期1-6,共6页
本文综述基于运动平台国内外舰船操纵模拟器的发展现状,总结分析六自由度运动平台的反解、控制策略,不同模拟器洗出算法的侧重点和性能指标,舰船运动数学模型的参数化与非参数化建模等关键技术。通过对现有研究的分析,指出未来基于运动... 本文综述基于运动平台国内外舰船操纵模拟器的发展现状,总结分析六自由度运动平台的反解、控制策略,不同模拟器洗出算法的侧重点和性能指标,舰船运动数学模型的参数化与非参数化建模等关键技术。通过对现有研究的分析,指出未来基于运动平台的舰船操纵模拟器的发展将会朝着更智能化、沉浸式方向发展,为进一步研发高逼真度舰船操纵模拟器提供有益参考。 展开更多
关键词 舰船操纵模拟器 运动平台 洗出算法 舰船操纵数学模型
在线阅读 下载PDF
规则波中船舶操纵运动预报的灰箱建模研究
14
作者 韩阳 郝立柱 +3 位作者 师超 潘子英 鲁江 顾民 《中国舰船研究》 北大核心 2025年第1期47-57,共11页
[目的]针对船舶操纵运动实时准确预报的需求,开展规则波中船舶操纵运动预报的灰箱建模研究。[方法]建立船舶操纵运动方程,以表征操纵运动机理。应用泰勒级数展开方法近似静水水动力,采用经验公式估算规则波中二阶定常波浪漂移力,形成规... [目的]针对船舶操纵运动实时准确预报的需求,开展规则波中船舶操纵运动预报的灰箱建模研究。[方法]建立船舶操纵运动方程,以表征操纵运动机理。应用泰勒级数展开方法近似静水水动力,采用经验公式估算规则波中二阶定常波浪漂移力,形成规则波中船舶操纵运动预报的数学模型。采用傅里叶变换方法解决不同频率的操纵与耐波运动数据分离问题,基于操纵运动数据和深度神经网络(DNN)技术,构建静水水动力修正及二阶定常波浪漂移力模型,并将其代入操纵运动机理方程,形成融合机理与数据的规则波中船舶操纵运动预报灰箱模型。然后以ONRT为研究对象,分别应用灰箱模型和数学模型预报规则波中船舶操纵运动。[结果]结果显示,对于所有运动工况,仿真单位时间步长耗时平均约2~3ms,灰箱模型预报结果与试验数据相比其相对精度均值达94.83%,相比数学模型预报精度平均提高了4.50%。[结论]灰箱预报模型可以作为规则波中船舶操纵运动预报的有效方法,能为真实海洋环境中船舶操纵运动的实时预报奠定基础。 展开更多
关键词 船舶 操纵性 操纵运动 灰箱建模 多层神经网络 傅里叶变换 ONRT
在线阅读 下载PDF
基于长短期记忆模型的船舶横摇运动预测 被引量:1
15
作者 李荣宗 张超群 杨邵渊 《上海船舶运输科学研究所学报》 2025年第1期1-7,24,共8页
为提升船舶运动姿态主动补偿控制能力,针对现有船舶横摇运动预测模型存在的精度低和不适合在复杂环境中应用等问题,提出一种基于长短期记忆(Long Short-Term Memory, LSTM)模型的船舶横摇运动预测模型。利用某研究与实训两用船在海上航... 为提升船舶运动姿态主动补偿控制能力,针对现有船舶横摇运动预测模型存在的精度低和不适合在复杂环境中应用等问题,提出一种基于长短期记忆(Long Short-Term Memory, LSTM)模型的船舶横摇运动预测模型。利用某研究与实训两用船在海上航行过程中采集的横摇运动数据训练该模型,训练时将均方根误差作为损失函数,采用Adam优化器进行权重优化。采用该模型对实际的船舶横摇运动进行预测,并将其与采用自回归积分滑动平均(Autoregressive Integrated Moving Average, ARIMA)模型预测所得结果相对比,验证该模型能在复杂的船舶航行工况下保持良好的预测精度。研究结果表明,该基于LSTM模型的船舶横摇运动预测模型能更好地捕捉船舶横摇数据的非线性和非平稳特性,提供更准确的预测结果。 展开更多
关键词 船舶 横摇运动预测 长短期记忆(LSTM)模型 自回归模型
在线阅读 下载PDF
超标横流作用下航道尺度加宽研究及应用 被引量:2
16
作者 陈浩东 童思陈 +2 位作者 张莹 孙开 王祥 《人民长江》 北大核心 2025年第1期156-163,共8页
支流入汇常导致支流口干流航道局部横流加大,进而影响船舶通航安全。为研究超标横流入汇对干流航道尺度的影响,采用Fortran语言自主开发了平面二维水流数学模型和船舶操纵运动数学模型,对模型的合理性和可靠性进行验证后,通过模拟横流... 支流入汇常导致支流口干流航道局部横流加大,进而影响船舶通航安全。为研究超标横流入汇对干流航道尺度的影响,采用Fortran语言自主开发了平面二维水流数学模型和船舶操纵运动数学模型,对模型的合理性和可靠性进行验证后,通过模拟横流作用下的船舶运动,研究了超标横流对船舶横漂速度和漂角的影响,提出了超标横流安全范围和航道定量加宽值。实例应用表明:在传统航道尺度设计下,当支流口超标横流范围较小时可通过调整舵角实现航行安全;而当超标横流范围较大时则难以保障船舶安全通航,需进行河道加宽设计。提出的超标横流条件下航道加宽确定方法基本合理,对船舶操纵运动和航道设计具有一定参考价值。 展开更多
关键词 超标横流 航道加宽 水流数学模型 船舶操纵运动数学模型 支流入汇
在线阅读 下载PDF
基于改进型野马优化算法的船舶参数辨识方法 被引量:1
17
作者 綦志刚 张昊 +1 位作者 李冰 鲁喆 《中国舰船研究》 北大核心 2025年第1期85-95,共11页
[目的]传统的参数辨识方法难以完成多维度、多自由度的综合参数辨识,为实时获取船舶的复杂参数和姿态信息,保证船舶在航行时的稳定性和安全性,将改进型野马优化算法(IWHO)引入船舶参数辨识方法,与传统的船舶辨识方法相结合,提高船舶参... [目的]传统的参数辨识方法难以完成多维度、多自由度的综合参数辨识,为实时获取船舶的复杂参数和姿态信息,保证船舶在航行时的稳定性和安全性,将改进型野马优化算法(IWHO)引入船舶参数辨识方法,与传统的船舶辨识方法相结合,提高船舶参数辨识精度。[方法]建立船舶纵向运动模型,引入动态惯性权重设计对野马优化算法进一步优化,完成船舶纵向参数辨识方法设计。[结果]通过对比分析采用不同算法时船舶辨识模型的跟踪效果,以及在不同海浪遭遇角下的船舶参数辨识结果,发现改进型野马优化算法的辨识误差为1%左右,远低于其他算法,表明基于该算法的辨识模型能更精确地跟踪航行时的船舶姿态。[结论]该辨识方法可实时为船舶航行提供精确的参数,提高船舶航行时的可操作性。 展开更多
关键词 船舶运动建模 辨识方法设计 野马优化算法 动态惯性权重 参数辨识
在线阅读 下载PDF
基于L1-GPR的船舶航向航迹控制方法研究 被引量:1
18
作者 李诗杰 何家伟 +2 位作者 刘佳仑 刘泰序 徐诚祺 《中国舰船研究》 北大核心 2025年第1期278-288,共11页
[目的]智能船舶在航行过程中由于环境干扰的影响,模型参数的不确定性影响会导致船舶运动控制精度不高,为提高船舶控制算法对干扰的自适应能力,提出一种控制方法。[方法]基于L1自适应控制算法和高斯过程回归(GPR),提出一种欠驱动船舶的... [目的]智能船舶在航行过程中由于环境干扰的影响,模型参数的不确定性影响会导致船舶运动控制精度不高,为提高船舶控制算法对干扰的自适应能力,提出一种控制方法。[方法]基于L1自适应控制算法和高斯过程回归(GPR),提出一种欠驱动船舶的航向航迹控制方法,并利用Lyapunov控制函数推导控制律,以证明闭环控制系统一致全局渐近稳定。利用GPR对船舶航行过程中的突发干扰和环境干扰进行建模,并通过与自适应律结合的方式达到快速消除干扰影响的效果。[结果]考虑突发干扰和时变扰动的航向与航迹控制仿真实验结果表明,L1-GPR控制相比传统的L1自适应控制其平均绝对航向误差可减少约9.88%和23.2%,最大绝对航向误差可减少约8.49%和12.1%,能够有效减少环境干扰影响,快速达到稳定状态。[结论]所提航向航迹控制方法能够有效抵抗航行过程中的各种干扰。 展开更多
关键词 船舶 运动控制 模型参考自适应控制 高斯过程回归 航向控制 航迹控制
在线阅读 下载PDF
基于LSTM预训练-Transformer修正的船舶运动极短期预报 被引量:1
19
作者 张睿 孟帅 +2 位作者 张小卿 刘震 封培元 《船舶工程》 北大核心 2025年第4期37-45,共9页
[目的]为减少Transformer模型复杂度和推理时间,提高船舶运动极短期预报精度,[方法]提出将传统LSTM模型和改进的LSTM-OneShot模型进行预训练,借用梯度提升决策树(GBDT)算法和集成学习思路,基于Transformer模型引入注意力机制来修正预报... [目的]为减少Transformer模型复杂度和推理时间,提高船舶运动极短期预报精度,[方法]提出将传统LSTM模型和改进的LSTM-OneShot模型进行预训练,借用梯度提升决策树(GBDT)算法和集成学习思路,基于Transformer模型引入注意力机制来修正预报残差。采用某远洋船在三级海况下时历数据进行试验。[结果]研究发现:1)在船舶运动曲线预报方面,Transformer修正可显著提高LSTM模型预报精度。在预报时长2s时,拟合优度系数R^(2)可从0.807提高到0.940;Transformer修正在一定程度上可提高LSTM-OneShot模型预报精度。在预报时长2 s时,R^(2)可从0.938提高到0.941;Transformer修正的LSTM-OneShot模型整体表现最佳。2)在船舶运动包络线预报方面,包络线的周期性在可行的输入序列时间不显著,多层感知机提取的历史特征成为干扰信息,导致LSTM-OneShot模型预报结果明显不如传统LSTM模型。在预报时长2s时,R^(2)从0.938降低至0.881;注意力机制修正可以显著提高传统的LSTM模型预报精度。在预报时长2 s时,R^(2)从0.938提高到0.963;注意力机制修正在一定程度上可提高LSTM-OneShot模型的预报精度,但是无法从根本上去除多层感知机带来的干扰信息。在预报时长2s时,R^(2)可从0.881提高到0.887;Transformer修正的传统LSTM模型整体表现最佳。[结论]研究成果可为船舶运动极短期预报提供一定参考。 展开更多
关键词 船舶运动 极短期预报 长短期记忆循环神经网络 Transformer模型 注意力机制
原文传递
基于自优化神经网络的船舶运动模型辨识 被引量:1
20
作者 张浩晢 杨智博 +2 位作者 焦绪国 吕成兴 朱齐丹 《智能系统学报》 北大核心 2025年第3期571-583,共13页
精确的船舶运动模型是船舶自主系统的核心。为提高船舶运动建模精度,引入了改进的雪融优化器(improved snow ablation optimizer,ISAO);提出一种结合双向时间卷积网络(bidirectional temporal convolutional network,Bi-TCN)与注意力机... 精确的船舶运动模型是船舶自主系统的核心。为提高船舶运动建模精度,引入了改进的雪融优化器(improved snow ablation optimizer,ISAO);提出一种结合双向时间卷积网络(bidirectional temporal convolutional network,Bi-TCN)与注意力机制(attention mechanism,AM)的网络模型,即BITCA。进一步地,将ISAO与BITCA相结合,建立ISAO-BITCA船舶运动辨识混合模型。该模型利用Bi-TCN深度挖掘船舶运动序列在双向时间及空间维度下的隐藏特征,并引入AM以减少信息损失;基于ISAO,自主搜索并优化了BITCA模型的超参数组合。仿真实验结果表明,经过ISAO优化的BITCA模型在船舶航向角、偏航角速度、横摇角和总速度预测上的均方根误差(root mean square error,RMSE)分别降低了54.1%、28.21%、5.88%和40%,为船舶运动模型的准确辨识提供了一种有效手段。 展开更多
关键词 船舶运动建模 改进雪融优化器 双向时间卷积网络 注意力机制 优化 超参数 预测 辨识
在线阅读 下载PDF
上一页 1 2 14 下一页 到第
使用帮助 返回顶部