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A Generative Approach to Hull Design for a Small Watercraft 小型船舶船体设计的生成方法
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0001
A. Karczewski, J. Kozák
Abstract In the field of ocean engineering, the task of spatial hull modelling is one of the most complicated problems in ship design. This study presents a procedure applied as a generative approach to the design problems for the hull geometry of small vessels using elements of concurrent design with multi-criteria optimisation processes. Based upon widely available commercial software, an algorithm for the mathematical formulation of the boundary conditions, the data flow during processing and formulae for the optimisation processes are developed. As an example of the application of this novel approach, the results for the hull design of a sailing yacht are presented.
摘要在海洋工程领域,船体空间建模是船舶设计中最复杂的问题之一。本研究提出了一种程序,作为一种生成方法,使用多准则优化过程的并行设计元素来解决小型船舶船体几何形状的设计问题。基于广泛可用的商业软件,开发了边界条件的数学公式、处理过程中的数据流和优化过程的公式的算法。作为这种新方法应用的一个例子,给出了帆船船体设计的结果。
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引用次数: 0
Deep Learning-Based Fault Diagnosis for Marine Centrifugal Fan 基于深度学习的船用离心通风机故障诊断
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0011
Congyue Li, Yihuai Hu, Jiawei Jiang, Guo Yan
Abstract Marine centrifugal fans usually work in harsh environments. Their vibration signals are non-linear. The traditional fault diagnosis methods of fans require much calculation and have low operating efficiency. Only shallow fault features can be extracted. As a result, the diagnosis accuracy is not high. It is difficult to realize the end-to-end fault diagnosis. Combining the Complete Ensemble Empirical Mode Decomposition with Adaptive Noise (CEEMDAN) and lightweight neural network, a fault classification method is proposed. First, the CEEMDAN can decompose the vibration signal into several intrinsic modal functions (IMF). Then, the original signals can be transformed into 2-D images through pseudo-colour coding of the IMFs. Finally, they are fed into the lightweight neural network for fault diagnosis. By embedding a convolutional block attention module (CBAM), the ability of the network to extract critical feature information is improved. The results show that the proposed method can adaptively extract the fault characteristics of a marine centrifugal fan. While the model is lightweight, the overall diagnostic accuracy can reach 99.3%. As exploratory basic research, this method can provide a reference for intelligent fault diagnosis systems on ships.
船用离心风机通常工作在恶劣的环境中。它们的振动信号是非线性的。传统的风机故障诊断方法计算量大,运行效率低。只能提取浅层断层特征。因此,诊断准确率不高。实现端到端的故障诊断比较困难。将自适应噪声完全集成经验模态分解(CEEMDAN)与轻量神经网络相结合,提出了一种故障分类方法。首先,CEEMDAN可以将振动信号分解为多个内禀模态函数(IMF)。然后,通过对imf进行伪彩色编码,将原始信号转换成二维图像。最后,将其输入到轻量神经网络中进行故障诊断。通过嵌入卷积块注意模块(CBAM),提高了网络提取关键特征信息的能力。结果表明,该方法能够自适应提取船用离心风机的故障特征。虽然该模型重量轻,但整体诊断准确率可达到99.3%。作为探索性的基础研究,该方法可为船舶智能故障诊断系统提供参考。
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引用次数: 0
Performance Comparison of ToA and TDOA Based Tracking In Underwater Multipath Environments Using Bernoulli Filter 水下多径环境下基于ToA和TDOA的伯努利滤波器跟踪性能比较
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0014
A. Gunes
Abstract Underwater localization and tracking is a challenging problem and Time-of-Arrival and Time-Difference-of-Arrival approaches are commonly used. However, the performance difference between these approaches is not well understood or analysed adequately. There are some analytical studies for terrestrial applications with the assumption that the signal arrival times are not correlated. However, this assumption is not valid for underwater propagation. To present the distinct nature of the problem under the water, a high-fidelity simulation is required. In this study, Time-of-Arrival and Time-Difference-of-Arrival approaches are compared using a ray tracing based propagation model. Moreover, basic methods to mitigate the multipath propagation problem are also implemented for Bernoulli filters. Since the Bernoulli filter is a joint detection and tracking filter, the detection performance is also analysed. Comparisons are done for all combinations of filter and measurement approaches. The results can help to design underwater localization systems better suited to the needs.
摘要水下定位和跟踪是一个具有挑战性的问题,通常使用到达时间和到达时间差方法。然而,这些方法之间的性能差异并没有得到很好的理解或充分的分析。有一些针对地面应用的分析研究假设信号到达时间不相关。然而,这种假设对于水下传播是无效的。为了呈现水下问题的独特性质,需要进行高保真度模拟。在本研究中,使用基于射线追踪的传播模型对到达时间和到达时间差方法进行了比较。此外,伯努利滤波器还实现了缓解多径传播问题的基本方法。由于伯努利滤波器是一个联合检测和跟踪滤波器,因此还分析了检测性能。对滤波器和测量方法的所有组合进行了比较。研究结果有助于设计更适合需求的水下定位系统。
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引用次数: 1
Numerical Investigation of Length to Beam Ratio Effects on Ship Resistance Using Ranse Method 用量程法数值研究长梁比对船舶阻力的影响
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0002
T. Le, Nguyen Duy Anh, T. Tu, Nguyen Thi Ngoc Hoa, Vu Minh Ngoc
Abstract The paper discusses the length to beam (L/B) ratio effects on ship resistance at three different Froude numbers using unsteady RANSE simulation. First, the JBC ship model was used as an initial hull form for verification and validation of predicted ship resistance results with measured data, and then the influence of the L/B ratio on ship resistance was carried out. Ship hull forms with different L/B ratios were produced from the initial one by using the Lackenby method. The numerical results obtained show the L/B ratio’s effect on ship resistance. Increases of the L/B ratio led to gradual reduction of the total ship resistance and vice versa. Analysis of the changing of the resistance components indicates that the pressure resistance changes are considerably larger than the frictional one. Finally, the paper analyses the difference in the flow field around the hull of the ship with variation of the L/B ratio to fully understand the physical phenomenon in the change of ship resistance at different L/B parameters.
摘要本文采用非定常RANSE模拟方法,讨论了三种不同弗劳德数时舰长梁比(L/B)对舰船阻力的影响。首先以JBC船舶模型作为初始船体形式,用实测数据对预测船舶阻力结果进行验证和验证,然后进行L/B比对船舶阻力的影响。采用Lackenby法,在初始模型的基础上生成了不同L/B比的船体形状。数值计算结果显示了升液比对船舶阻力的影响。L/B比的增大导致船舶总阻力的逐渐减小,反之亦然。阻力分量的变化分析表明,压力阻力的变化比摩擦阻力的变化要大得多。最后,本文分析了随着L/B比的变化,船体周围流场的变化,以充分了解不同L/B参数下船舶阻力变化的物理现象。
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引用次数: 0
Adptive Heading Control of Underactuated Unmanned Surface Vehicle Based on Improved Backpropagation Neural Network 基于改进反向传播神经网络的欠驱动无人水面车辆自适应航向控制
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0006
Zaopeng Dong, Jiakang Li, W. Liu, Haisheng Zhang, Shijie Qi, Zheng Zhang
Abstract Aiming at the challenges to the accurate and stable heading control of underactuated unmanned surface vehicles arising from the nonlinear interference caused by the overlay and the interaction of multi interference, and also the uncertainties of model parameters, a heading control algorithm for an underactuated unmanned surface vehicle based on an improved backpropagation neural network is proposed. Based on applying optimization theory to realize that the underactuated unmanned surface vehicle tracks the desired yaw angle and maintains it, the improved momentum of weight is combined with an improved tracking differentiator to improve the robustness of the system and the dynamic property of the control. A hyperbolic tangent function is used to establish the nonlinear mappings an approximate method is adopted to summarize the general mathematical expressions, and the gradient descent method is applied to ensure the convergence. The simulation results show that the proposed algorithm has the advantages of strong robustness, strong anti-interference and high control accuracy. Compared with two commonly used heading control algorithms, the accuracy of the heading control in the complex environment of the proposed algorithm is improved by more than 50%.
摘要针对欠驱动无人水面车辆由于叠加和多干扰相互作用引起的非线性干扰以及模型参数的不确定性给其航向控制精度和稳定性带来的挑战,提出了一种基于改进的反向传播神经网络的欠驱动无人水面车辆航向控制算法。在应用优化理论实现欠驱动无人水面机器人跟踪并保持期望偏航角的基础上,将改进的重量动量与改进的跟踪微分器相结合,提高了系统的鲁棒性和控制的动态性能。采用双曲正切函数建立非线性映射,采用近似方法总结一般数学表达式,采用梯度下降法保证收敛性。仿真结果表明,该算法具有鲁棒性强、抗干扰性强、控制精度高等优点。与常用的两种航向控制算法相比,该算法在复杂环境下的航向控制精度提高了50%以上。
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引用次数: 1
Three-Dimensional Underwater Path Planning Based on Modified Potential Field Algorithm in Time-Varying Current 基于时变流中改进势场算法的三维水下路径规划
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0004
Shasha Wang, Guilin Feng, Dan Wang, Yulong Tuo
Abstract The article addresses the three-dimensional (3D) underwater path planning problem of an autonomous underwater vehicle (AUV) in a time-varying current. A modified artificial potential field algorithm combining the velocity vector synthesis method is proposed to search for the optimal path. The modified potential field (MPF) algorithm is designed to dynamically plan the non-collision path. Meanwhile, this modified method is also proved to be an effective solution to the goals not reachable with obstacles nearby (GNRON), U-shaped trap, and rotation unreachable problems. To offset the influence of time-varying current, the velocity synthesis approach is designed to adjust the AUV movement direction. Besides, considering path planning in the complex underwater environment, the multi-beam forward-looking sonar (FLS) model is used. Finally, simulation studies substantiate that the designed algorithm can implement the AUV path planning effectively and successfully in a 3D underwater environment.
摘要本文讨论了自主水下航行器(AUV)在时变电流中的三维水下路径规划问题。结合速度矢量合成方法,提出了一种改进的人工势场算法来搜索最优路径。设计了改进势场(MPF)算法来动态规划非碰撞路径。同时,该改进方法也被证明是解决障碍物附近不可达目标(GNRON)、U型陷阱和旋转不可达问题的有效方法。为了抵消时变电流的影响,设计了速度合成方法来调整AUV的运动方向。此外,考虑到复杂水下环境下的路径规划,使用了多波束前视声纳(FLS)模型。最后,仿真研究表明,所设计的算法能够在三维水下环境中有效、成功地实现AUV路径规划。
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引用次数: 0
Evaluation of the Use of M2M-Type NB-IoT and LTE Technologies for Maritime Communication Systems m2m型NB-IoT和LTE技术在海事通信系统中的应用评估
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0013
S. Gajewski, Agnieszka Czapiewska, M. Gajewska
Abstract The development of IoT (the Internet of Things) wireless transmission opens a new era in communication systems. In the next years, the development and implementation of IoT systems will be very dynamic. It can be seen that the solutions of LTE – NB-IoT (Long Term Evolution – Narrowband IoT) transmission devices are implemented in a wide range of terrestrial solutions, e.g. smart grids. This paper aims to analyse the possibility of the use of NB-IoT technology for maritime communication applications and partially, for some maritime safety solutions, based on signal coverage analysis at sea. An interesting approach is the comparison of the results of NB-IoT coverage to the classic cellular LTE-based communication systems. Proposed solutions are based on the practical implementation of a designed specialised data concentrator with implemented gateway and radio modems, for both NB-IoT technology as well as LTE. In the paper, analyses of radio link budget and propagation loss models for sea environment are presented. The coverage analysis is based on real measurements of the efficiency of transmissions using wireless modems implemented in the developed data concentrator.
物联网(IoT)无线传输的发展开启了通信系统的新时代。未来几年,物联网系统的开发和实施将是非常动态的。可以看出,LTE - NB-IoT (Long Term Evolution -窄带物联网)传输设备的解决方案在广泛的地面解决方案中实现,例如智能电网。本文旨在分析在海上通信应用中使用NB-IoT技术的可能性,以及基于海上信号覆盖分析的部分海上安全解决方案。一个有趣的方法是将NB-IoT覆盖结果与经典的基于蜂窝lte的通信系统进行比较。提出的解决方案基于设计的专用数据集中器的实际实施,该数据集中器具有实现的网关和无线电调制解调器,适用于NB-IoT技术和LTE。本文对海洋环境下的无线电链路预算和传播损耗模型进行了分析。覆盖分析是基于使用所开发的数据集中器中实现的无线调制解调器的传输效率的实际测量。
{"title":"Evaluation of the Use of M2M-Type NB-IoT and LTE Technologies for Maritime Communication Systems","authors":"S. Gajewski, Agnieszka Czapiewska, M. Gajewska","doi":"10.2478/pomr-2023-0013","DOIUrl":"https://doi.org/10.2478/pomr-2023-0013","url":null,"abstract":"Abstract The development of IoT (the Internet of Things) wireless transmission opens a new era in communication systems. In the next years, the development and implementation of IoT systems will be very dynamic. It can be seen that the solutions of LTE – NB-IoT (Long Term Evolution – Narrowband IoT) transmission devices are implemented in a wide range of terrestrial solutions, e.g. smart grids. This paper aims to analyse the possibility of the use of NB-IoT technology for maritime communication applications and partially, for some maritime safety solutions, based on signal coverage analysis at sea. An interesting approach is the comparison of the results of NB-IoT coverage to the classic cellular LTE-based communication systems. Proposed solutions are based on the practical implementation of a designed specialised data concentrator with implemented gateway and radio modems, for both NB-IoT technology as well as LTE. In the paper, analyses of radio link budget and propagation loss models for sea environment are presented. The coverage analysis is based on real measurements of the efficiency of transmissions using wireless modems implemented in the developed data concentrator.","PeriodicalId":49681,"journal":{"name":"Polish Maritime Research","volume":"30 1","pages":"126 - 134"},"PeriodicalIF":2.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45797266","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Research on MDO of Ship Propulsion Shafting Dynamics Considering the Coupling Effect of a Propeller-Shafting-Hull System 考虑螺旋桨-船体系统耦合效应的船舶推进轴系动力学MDO研究
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0009
Jinlin Liu, Zheng Gu, Shuyong Liu
Abstract Dynamic designs for ship propulsion shafting can be categorised as complex multi-disciplinary coupling systems. The traditional single disciplinary optimisation design method has become a bottleneck, restricting the further improvement of shafting design. In this paper, taking a complex propulsion shafting as the object, a dynamic analysis model of the propeller-shafting-hull system was established. In order to analyse the coupling effect of propeller hydrodynamics on shafting dynamics, the propeller’s hydrodynamic force in the wake flow field was calculated as the input for shafting alignment and vibration analysis. On this basis, the discipline decomposition and analysis of the subdisciplines in design of shafting dynamics were carried out. The coupling relationships between design variables in the subdisciplines were studied and the Multi-disciplinary Design Optimisation (MDO) framework of shafting dynamics was established. Finally, taking the hollowness of the shaft segments and the vertical displacement of bearings as design variables, combined with the optimal algorithm, the MDO of shafting dynamics, considering the coupling effect of the propeller-shafting-hull system, was realised. The results presented in this paper can provide a beneficial reference for improving the design quality of ship shafting.
船舶推进轴系的动力学设计可分为复杂的多学科耦合系统。传统的单学科优化设计方法已成为制约轴系设计进一步改进的瓶颈。本文以复杂的推进轴系为对象,建立了螺旋桨-轴系-船体系统的动力学分析模型。为了分析螺旋桨水动力对轴系动力学的耦合效应,计算了尾流流场中螺旋桨的水动力,作为轴系校中和振动分析的输入。在此基础上,对轴系动力学设计中的子学科进行了学科分解和分析。研究了各子学科设计变量之间的耦合关系,建立了轴系动力学的多学科设计优化框架。最后,以轴段的空心度和轴承的垂直位移为设计变量,结合优化算法,实现了考虑螺旋桨-轴系-船体系统耦合效应的轴系动力学MDO。本文的研究结果可为提高船舶轴系设计质量提供有益的参考。
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引用次数: 1
Dilatant-Fluid Torsional Vibration Damper for a Four-Stroke Diesel Engine Crankshaft 四冲程柴油机曲轴的膨胀流体扭振减振器
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0012
S. Kozytskyi, S.V. Kiriian
Abstract This paper presents a study of a viscous torsional vibration damper for a crankshaft of a four-stroke diesel engine. The reliable operation of a widely used silicone-type viscous damper depends on the ability of the silicone oil to absorb the energy of torsional vibrations. The non-Newtonian shear flow of the silicone oil interlayer, characterised by a reduction in the shear-rate-dependent viscosity and a moment of the drag forces, negatively affects damping characteristics. A torsional vibration damper, filled with a shear-thickening fluid, was considered and a rheological approach, based on viscosity growth with the shear rate increase, was applied. For such a damper, larger velocity gradients correspond to the higher values of a viscous force, which decreases torsional vibration. The parameter of damper effectiveness (defined by the fluid flow index, values of the damper gaps, torsional vibration amplitude and frequency) was implemented. It has been established that the efficiency of the torsional vibration damper filled with a dilatant fluid does not depend on the damper dimensions and gaps and significantly increases when a shear-thickening fluid is used instead of silicone oil or a Newtonian fluid. At higher values of the flow index, when the non-Newtonian flow becomes distinct, torsional vibrations are damped more effectively. Critical vibration amplitudes at high-velocity gradients, in turn, increase the damping effect as the moment of the drag forces and flow index are power-law related.
本文研究了一种适用于四冲程柴油机曲轴的粘性扭转减振器。广泛使用的硅酮型粘性阻尼器的可靠操作取决于硅油吸收扭转振动能量的能力。硅油夹层的非牛顿剪切流以剪切速率相关粘度和阻力矩的降低为特征,对阻尼特性产生负面影响。考虑了一种填充剪切增稠液的扭转减振器,并采用了基于粘度随剪切速率增加而增长的流变学方法。对于这样的阻尼器,较大的速度梯度对应于较高的粘性力值,这降低了扭转振动。实现了阻尼器有效性参数(由流体流动指数、阻尼器间隙值、扭转振幅和频率定义)。已经证实,填充有膨胀流体的扭转振动阻尼器的效率不取决于阻尼器的尺寸和间隙,并且当使用剪切增稠流体代替硅油或牛顿流体时,效率显著增加。在流动指数较高的情况下,当非牛顿流动变得明显时,扭转振动得到更有效的阻尼。高速度梯度下的临界振幅反过来又增加了阻尼效应,因为阻力矩和流动指数是幂律相关的。
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引用次数: 0
Consistent Design of PID Controllers for an Autopilot 自动驾驶仪PID控制器的一致性设计
IF 2 3区 工程技术 Q2 ENGINEERING, MARINE Pub Date : 2023-03-01 DOI: 10.2478/pomr-2023-0008
Z. Świder, L. Trybus, Andrzej Stec
Abstract A consistent approach to the development of tuning rules for course-keeping and path-tracking PID controllers for a ship autopilot are presented. The consistency comes from the observation that for each of the controllers the controlled plant can be modelled by an integrator with inertia. In the case of the course controller, it is the well-known Nomoto model. The PID controller may be implemented in series or parallel form, the consequence of which is a 2nd or 3rd order of the system, specified by a double or triple closed-loop time constant. The new tuning rules may be an alternative to the standard ones given in [1,2]. It is shown that, whereas the reference responses for the standard and new rules are almost the same, the new rules provide better suppression of disturbances such as wind, waves or current. The parallel controller is particularly advantageous. The path-tracking PID controller can provide better tracking accuracy than the conventional PI. Simulated path-tracking trajectories generated by a cascade control system are presented. The novelty of this research is in the theory, specifically in the development of new tuning rules for the two PID autopilot controllers that improve disturbance suppression.
摘要提出了一种一致的方法来开发船舶自动驾驶仪航向保持和路径跟踪PID控制器的调谐规则。一致性来自于对每个控制器的观察,即受控对象可以由具有惯性的积分器建模。在航向控制器的情况下,它是众所周知的Nomoto模型。PID控制器可以以串联或并联的形式实现,其结果是系统的二阶或三阶,由双闭环或三闭环时间常数指定。新的调整规则可以替代[1,2]中给出的标准规则。研究表明,尽管标准规则和新规则的参考响应几乎相同,但新规则对风、波浪或电流等扰动提供了更好的抑制。并联控制器是特别有利的。路径跟踪PID控制器可以提供比传统PI更好的跟踪精度。给出了串级控制系统产生的仿真路径跟踪轨迹。这项研究的新颖之处在于理论上,特别是为两个PID自动驾驶控制器开发了新的调节规则,以改善干扰抑制。
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引用次数: 1
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Polish Maritime Research
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