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Validation Challenges in Data for Different Diesel Engine Performance Regimes Utilising HVO Fuel: A Study on the Application of Artificial Neural Networks for Emissions Prediction 使用高纯氧化物燃料的不同柴油发动机性能状态的数据验证挑战:关于应用人工神经网络进行排放预测的研究
Pub Date : 2024-04-21 DOI: 10.3390/machines12040279
J. Matijošius, Alfredas Rimkus, A. Gruodis
Artificial neural networks (ANNs) provide supervised learning via input pattern assessment and effective resource management, thereby improving energy efficiency and predicting environmental fluctuations. The advanced technique of ANNs forecasts diesel engine emissions by collecting measurements during trial sessions. This study included experimental sessions to establish technical and ecological indicators for a diesel engine across several operational scenarios. VALLUM01, a novel tool, has been created with a user-friendly interface for data input/output, intended for the purposes of testing and prediction. There was a comprehensive collection of 12 input parameters and 10 output parameters that were identified as relevant and sufficient for the objectives of training, validation, and prediction. The proper value ranges for transforming into fuzzy sets for input/output to an ANN were found. Given that the ANN’s training session comprises 1,000,000 epochs and 1000 perceptrons within a single-hidden layer, its effectiveness can be considered high. Many statistical distributions, including Pearson, Spearman, and Kendall, validate the prediction accuracy. The accuracy ranges from 96% on average, and in some instances, it may go up to 99%.
人工神经网络(ANN)通过输入模式评估和有效的资源管理提供监督学习,从而提高能源效率并预测环境波动。人工神经网络的先进技术通过在试验过程中收集测量数据来预测柴油发动机的排放。这项研究包括实验环节,以确定柴油发动机在几种运行情况下的技术和生态指标。VALLUM01 是一种新型工具,具有用户友好的数据输入/输出界面,用于测试和预测。VALLUM01 全面收集了 12 个输入参数和 10 个输出参数,这些参数被确定为与训练、验证和预测目标相关且足够。我们找到了将输入/输出转换为模糊集的适当值范围。鉴于方差网络的训练过程包括 1,000,000 个历时和单个隐藏层内的 1000 个感知器,其有效性可以被认为是很高的。许多统计分布(包括皮尔逊、斯皮尔曼和肯德尔)都验证了预测的准确性。准确率平均为 96%,有时甚至高达 99%。
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引用次数: 0
An Investigation of Real-Time Robotic Polishing Motion Planning Using a Dynamical System 使用动力系统进行机器人实时抛光运动规划的研究
Pub Date : 2024-04-21 DOI: 10.3390/machines12040278
Xinqing Wang, Xin Wang, Zhen Yang, Yupeng Zou
When addressing the technical challenges of achieving precise force tracking during the local polishing process of polishing robots, controlling the contact state between the robot and the workpiece surface is essential. To this end, a contact motion-planning strategy based on dynamic systems is designed to generate trajectory routes during local polishing. The trajectory simulation of the local modulation dynamic system is achieved through the employment of the support vector regression (SVR) algorithm with a Gaussian kernel, facilitating the learning process. The feasibility and stability of planning local paths are validated using the local modulation dynamic system. To maintain a constant contact force between the end-effector polishing robot and the workpiece, an integral adaptive impedance control strategy is utilized, enabling the robot’s compliant control. Subsequently, an experimental system for the polishing robot is constructed in order to verify the effectiveness of the motion-planning system. The experimental results demonstrate that the proposed motion-planning approach is applicable in practical polishing processes, ensuring smooth contact and maintaining the desired contact force when scanning nonlinear surfaces, and thus showcasing stability and practicality.
在解决抛光机器人局部抛光过程中实现精确力跟踪的技术难题时,控制机器人与工件表面之间的接触状态至关重要。为此,设计了一种基于动态系统的接触运动规划策略,用于生成局部抛光过程中的轨迹路线。通过使用带有高斯核的支持向量回归(SVR)算法,实现了局部调制动态系统的轨迹模拟,从而促进了学习过程。利用局部调制动态系统验证了规划局部路径的可行性和稳定性。为了保持末端执行器抛光机器人与工件之间恒定的接触力,采用了整体自适应阻抗控制策略,实现了机器人的顺从控制。随后,为了验证运动规划系统的有效性,我们构建了抛光机器人实验系统。实验结果表明,所提出的运动规划方法适用于实际抛光过程,在扫描非线性表面时可确保平滑接触并保持所需的接触力,从而体现出稳定性和实用性。
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引用次数: 0
Research on Dynamic Characteristic Coefficients of Integral Squeeze Film Damper 积分挤压薄膜阻尼器的动态特性系数研究
Pub Date : 2024-04-20 DOI: 10.3390/machines12040274
Wei Yan, Jinlong Lu, Jiabao Pan, Jinduo Liu, Chengming Fuyang, Dongdong Ye
Integral squeeze film damper (ISFD) is a new type of structure that appeared on the basis of traditional squeeze film damper (SFD). Since the oil film in ISFD is a segmented structure without annular flow, the nonlinearity of the oil film force has been improved to a great extent. The dynamic characteristic coefficients of ISFD have a close relationship with its damping performance. This work investigates and studies the dynamic characteristic parameters of ISFD by means of numerical analysis and experimental validation techniques in order to examine the dynamic features and unveil the damping mechanism. The ISFD solid and fluid analysis models are created, and the computational fluid dynamics (CFD) and mechanical performance analyses are completed. The force acting on the ISFD’s S-type elastomer under excitation conditions is revealed in the mechanical property analysis, and the flow characteristics of the internal oil film are investigated in the CFD analysis. It is discovered that the ISFD has good linear damping and stiffness characteristics, and numerical analytical values for the ISFD’s damping and stiffness coefficients are obtained. By constructing a bi-directional excitation test rig, the experimental values of the ISFD stiffness coefficient and damping coefficient are determined. These values are in close agreement with the results of the numerical analysis, confirming the accuracy of the ISFD’s numerical analysis conclusions.
整体挤压膜阻尼器(ISFD)是在传统挤压膜阻尼器(SFD)基础上出现的一种新型结构。由于 ISFD 中的油膜是无环流的分段式结构,因此在很大程度上改善了油膜力的非线性。ISFD 的动态特性系数与其阻尼性能关系密切。本研究通过数值分析和实验验证技术对 ISFD 的动态特性参数进行了研究,以考察其动态特性并揭示其阻尼机理。建立了 ISFD 固体和流体分析模型,并完成了计算流体动力学(CFD)和机械性能分析。机械性能分析揭示了激励条件下作用在 ISFD S 型弹性体上的力,而 CFD 分析则研究了内部油膜的流动特性。研究发现 ISFD 具有良好的线性阻尼和刚度特性,并获得了 ISFD 阻尼和刚度系数的数值分析值。通过构建双向激励试验台,确定了 ISFD 的刚度系数和阻尼系数的实验值。这些数值与数值分析的结果非常吻合,证实了 ISFD 数值分析结论的准确性。
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引用次数: 0
Anti-Offset Multicoil Underwater Wireless Power Transfer Based on a BP Neural Network 基于 BP 神经网络的反偏移多线圈水下无线电力传输
Pub Date : 2024-04-20 DOI: 10.3390/machines12040275
You Fu, Haodong Tang, Jianan Luo, Zhouhua Peng
Autonomous underwater vehicles (AUVs) are now widely used in both civilian and military applications; however, wireless charging underwater often faces difficulties such as disturbances from ocean currents and errors in device positioning, making proper alignment of the charging devices challenging. Misalignment between the primary and secondary coils can significantly impact the efficiency and power of the wireless charging system energy transfer. To address the issue of misalignment in wireless charging systems, this paper proposes a multiple transfer coil wireless power transfer (MTCWPT) system based on backpropagation (BP) neural network control combined with nonsingular terminal sliding mode control (NTSMC) to enhance further the system robustness and efficiency. To achieve WPT in the ocean, a coil shielding case structure was equipped. In displacement experiments, the proposed multi-transmitting coil system could achieve stable power transfer of 40 W and efficiency of over 78.5% within a displacement range of 8 cm. The system robustness was also validated. This paper presents a new AUV energy supply solution based on MTCWPT. The proposed MTCWPT system can significantly improve the navigation performance of AUVs.
目前,自主潜水器(AUV)已广泛应用于民用和军用领域;然而,水下无线充电往往面临着各种困难,例如洋流的干扰和设备定位的误差,这使得充电设备的正确对准具有挑战性。初级线圈和次级线圈之间的不对准会严重影响无线充电系统能量传输的效率和功率。为解决无线充电系统中的错位问题,本文提出了一种基于反向传播(BP)神经网络控制结合非奇异终端滑模控制(NTSMC)的多传输线圈无线功率传输(MTCWPT)系统,以进一步提高系统的鲁棒性和效率。为了在海洋中实现 WPT,配备了线圈屏蔽箱结构。在位移实验中,所提出的多发射线圈系统可在 8 厘米的位移范围内实现 40 W 的稳定功率传输,效率超过 78.5%。系统的鲁棒性也得到了验证。本文提出了一种基于 MTCWPT 的新型 AUV 能源供应解决方案。所提出的 MTCWPT 系统可显著提高 AUV 的导航性能。
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引用次数: 0
A Liquid Nitrogen Cooling Circulation Unit: Its Design and a Performance Study 液氮冷却循环装置:设计与性能研究
Pub Date : 2024-04-18 DOI: 10.3390/machines12040271
Jianjie Yao, Xiangyou Lu, Yuanlai Xie, Qianxu Wang, Xiao Liu
A liquid nitrogen cooling circulating unit is a necessary condition for the stable operation of a cryogenic oscillator, which can provide a stable working environment for the oscillator. In this paper, according to the user’s functional requirements and performance parameters, a closed cooling system with supercooled liquid nitrogen as the medium was designed using SOLIDWORKS 2021 software, which can provide a suitable working environment for the cryogenic oscillator. Combined with the system heat load analysis, theoretical calculation for and the design of the coil heat exchanger, one of the core pieces of equipment of the unit, were carried out. The performance of the designed nitrogen exhaust heater was studied using FLUENT 2021 software, and the velocity field and temperature field of the nitrogen exhaust heater were analyzed. The results show that the outlet temperature of the nitrogen exhaust heating device can reach up to 310 K, and the outlet flow rate of the heating device is 0.01528 kg/s. The experiments on the liquid nitrogen circulating unit using the simulated load equipment show that the refrigeration power of the unit can reach a design index of 600 W, and the temperature of the liquid nitrogen at the liquid outlet of the unit can reach 77.8 K. The experiments also show that the unit meets the design requirements.
液氮冷却循环装置是低温振荡器稳定运行的必要条件,可以为振荡器提供稳定的工作环境。本文根据用户的功能要求和性能参数,利用 SOLIDWORKS 2021 软件设计了以过冷液氮为介质的闭式冷却系统,可为低温振荡器提供合适的工作环境。结合系统热负荷分析,对机组核心设备之一的盘管换热器进行了理论计算和设计。使用 FLUENT 2021 软件研究了所设计的排氮加热器的性能,并分析了排氮加热器的速度场和温度场。结果表明,氮气排气加热装置的出口温度最高可达 310 K,加热装置的出口流速为 0.01528 kg/s。利用模拟负载设备对液氮循环装置进行的实验表明,该装置的制冷功率可达到 600 W 的设计指标,装置出液口的液氮温度可达 77.8 K。
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引用次数: 0
RBF-Based Fractional-Order SMC Fault-Tolerant Controller for a Nonlinear Active Suspension 基于 RBF 的分数阶 SMC 非线性主动悬架容错控制器
Pub Date : 2024-04-18 DOI: 10.3390/machines12040270
Weipeng Zhao, Liang Gu
Active suspension control technologies have become increasingly significant in improving suspension performance for driving stability and comfort. An RBF-based fractional-order SMC fault-tolerant controller is developed in this research to guarantee ride comfort and handling stability when faced with the partial loss of actuator effectiveness due to failure. To obtain better control performance, fractional-order theory and the RBF algorithm are discussed to solve the jitter vibration problem in SMC, and the RBF is exploited to obtain a more appropriate switching gain. First, a half-nonlinear active suspension model and a fault car model are presented. Then, the design process of the RBF-based fractional-order SMC fault-tolerant controller is described. Next, a simulation is presented to demonstrate the effectiveness of the proposed strategy. According to the simulation, the proposed method can improve performance in the case of a healthy suspension, and the fault-tolerant controller can guarantee the capabilities when actuators go wrong.
主动悬架控制技术在改善悬架性能以提高驾驶稳定性和舒适性方面的作用日益显著。本研究开发了一种基于 RBF 的分数阶 SMC 容错控制器,以保证在执行器因故障而部分失效时的驾乘舒适性和操控稳定性。为了获得更好的控制性能,本文讨论了分数阶理论和 RBF 算法来解决 SMC 中的抖动振动问题,并利用 RBF 算法获得了更合适的开关增益。首先,介绍了半非线性主动悬架模型和故障车模型。然后,介绍了基于 RBF 的分数阶 SMC 容错控制器的设计过程。然后,通过仿真证明了所提策略的有效性。根据仿真结果,在悬架健康的情况下,所提出的方法可以提高性能,而容错控制器可以保证执行器出错时的能力。
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引用次数: 0
Ultra-Compact Orthoplanar Spring via Euler-Spiral Flexures 通过欧拉螺旋挠性实现超紧凑正平面弹簧
Pub Date : 2024-04-18 DOI: 10.3390/machines12040273
Jacob Sutton, Collin Ynchausti, Kyle Dahl, S.P. Magleby, Larry L. Howell, Brian D. Jensen
Orthoplanar springs are single-component compliant mechanisms that can be fabricated from sheet material and undergo deflection orthogonal to the plane of the mechanism. They are useful in applications where spatial constraints are significant. An Euler spiral is a curve whose curvature is linearly proportional to the arc length allowing for the curve to assume a flat position under a load. In this work, orthoplanar spring and Euler-spiral concepts are synthesized to create a single-component spring mechanism that lies flat under a load. Where traditional planar springs under a load will take on an out-of-plane contour, the Euler-spiral orthoplanar spring lies completely flat under a load. The relationship between the load needed to flatten the orthoplanar Euler-spiral spring and its physical geometry is examined. A use case where the Euler-spiral orthoplanar spring is utilized as a deployment mechanism for a mid-flight emerging antenna on the surface of a flight body is presented.
正平面弹簧是一种单组分顺应机构,可由薄片材料制成,并可承受与机构平面正交的变形。它们适用于空间限制较大的应用场合。欧拉螺旋是一种曲率与弧长成正比的曲线,它允许曲线在负载作用下保持平直。在这项工作中,正平面弹簧和欧拉螺旋概念被综合在一起,创造出一种在载荷作用下保持平直的单组分弹簧机构。传统的平面弹簧在载荷作用下会出现平面外轮廓,而欧拉螺旋正平面弹簧在载荷作用下则完全平直。我们研究了使欧拉螺旋正平面弹簧变平所需的载荷与其物理几何形状之间的关系。介绍了利用欧拉螺旋正交弹簧作为飞行体表面上的飞行中新兴天线的部署机制的使用案例。
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引用次数: 0
Robust Combined Adaptive Passivity-Based Control for Induction Motors 基于被动性的感应电机鲁棒组合自适应控制
Pub Date : 2024-04-18 DOI: 10.3390/machines12040272
J. Travieso-Torres, A. Ricaldi-Morales, N. Aguila-Camacho
The need for industrial and commercial machinery to maintain high torque while accurately following a variable angular speed is increasing. To meet this demand, induction motors (IMs) are commonly used with variable speed drives (VSDs) that employ a field-oriented control (FOC) scheme. Over the last thirty years, IMs have been replacing independent connection direct current motors due to their cost-effectiveness, reduced maintenance needs, and increased efficiency. However, IMs and VSDs exhibit nonlinear behavior, uncertainties, and disturbances. This paper proposes a robust combined adaptive passivity-based control (CAPBC) for this class of nonlinear systems that applies to angular rotor speed and stator current regulation inside an FOC scheme for IMs’ VSDs. It uses general Lyapunov-based design energy functions and adaptive laws with σ-modification to assure robustness after combining control and monitoring variables. Lyapunov’s second method and the Barbalat Lemma prove that the control and identification error tends to be zero over time. Moreover, comparative experimental results with a standard proportional–integral controller (PIC) and direct APBC show the proposed CAPBC’s effectiveness and robustness under normal and changing conditions.
工业和商业机械越来越需要在保持高扭矩的同时,精确地跟踪可变角速度。为满足这一需求,感应电机(IM)通常与采用面向现场控制(FOC)方案的变速驱动器(VSD)配合使用。在过去的三十年中,感应电动机因其成本效益高、维护需求少和效率高,已逐渐取代了独立连接的直流电动机。然而,IM 和 VSD 表现出非线性行为、不确定性和干扰。本文针对这类非线性系统提出了一种稳健的基于自适应被动性的组合控制(CAPBC),适用于 IMs' VSD 的 FOC 方案中的转子角速度和定子电流调节。它使用基于 Lyapunov 的通用设计能量函数和具有 σ 修正的自适应法则,以确保在结合控制和监控变量后的鲁棒性。Lyapunov 第二方法和 Barbalat 定理证明,控制和识别误差随着时间的推移趋于零。此外,与标准比例积分控制器(PIC)和直接 APBC 的对比实验结果表明,所提出的 CAPBC 在正常和不断变化的条件下均具有有效性和鲁棒性。
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引用次数: 0
Three-Dimensional Modeling for Mechanical Analysis of Hydropower Generators with Floating Rotor Rim 用于浮动转子轮缘水力发电机机械分析的三维建模
Pub Date : 2024-04-17 DOI: 10.3390/machines12040268
D. Rondon, Simon Pääjärvi, J. Aidanpää, R. Gustavsson, Peter Jeppsson
Hydropower generators withstand multiple forces from diverse sources during operation. To ensure their stability and safe performance, numerical tools are developed to characterize their dynamic properties. Traditionally, generators are assumed to be rigid in rotordynamic analyses. However, the measurements in power stations challenge this assumption. This article proposes a novel approach to modeling hydropower generators with floating rotor rims using a three-dimensional (3-D) Finite Element Method, aiming to study their dynamic performance and properties, including natural frequencies, the modes of vibrations, and expansion due to centrifugal and electromagnetic forces, with the goal of improving the reliability of modern designs. Both this approach and employing a two-dimensional (2-D) model using curved beams result in similar in-plane natural frequencies and the expansion of the rotor rim due to centrifugal forces. However, the 3-D model can be used to calculate the out-of-plane natural frequencies and modes, to model the dynamics of complex geometries, and to perform stress evaluation and fatigue analysis.
水力发电机在运行过程中会承受来自不同来源的多种力。为确保其稳定性和安全性能,我们开发了数值工具来描述其动态特性。传统上,发电机在旋转动力学分析中被假定为刚性的。然而,发电站的测量结果对这一假设提出了挑战。本文提出了一种使用三维(3-D)有限元方法对具有浮动转子轮缘的水力发电机进行建模的新方法,旨在研究其动态性能和特性,包括固有频率、振动模式以及离心力和电磁力引起的膨胀,目的是提高现代设计的可靠性。这种方法和使用弧形梁的二维(2-D)模型都会产生类似的平面内固有频率以及离心力导致的转子边缘膨胀。不过,三维模型可用于计算平面外固有频率和模态,建立复杂几何形状的动力学模型,以及进行应力评估和疲劳分析。
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引用次数: 0
A Study on the Cavitation Effect of Elastic Material with Textured Surfaces under Fluid Lubrication Conditions 流体润滑条件下带有纹理表面的弹性材料的气蚀效应研究
Pub Date : 2024-04-17 DOI: 10.3390/machines12040267
Haocheng Sun, Z. Yan, Shibo Wu, Ze Liu, Yuanyuan Jiang
This study investigates the effect of the elastic surface micro-texture on the cavitation and lubrication characteristics of the friction pairs through theoretical and experimental research. Through numerical simulations and experiments, the influences of the elastic modulus and sliding speed on the lubrication performance of the friction pair are studied. The results show that under certain speed and load conditions, the friction coefficient of the elastic texture is smaller, and the lubrication performance is better than that of the rigid texture. Increasing the sliding speed and texture spacing properly can improve the lubrication performance of elastic friction pairs. In addition, as the elastic modulus decreases, the elastic deformation and oil film thickness increase, and the cavitation phenomenon becomes more significant. Thus, the lubrication performance of the friction pair is improved.
本研究通过理论和实验研究,探讨了弹性表面微观纹理对摩擦副空化和润滑特性的影响。通过数值模拟和实验,研究了弹性模量和滑动速度对摩擦副润滑性能的影响。结果表明,在一定的速度和载荷条件下,弹性纹理的摩擦系数较小,润滑性能优于刚性纹理。适当提高滑动速度和纹理间距可以改善弹性摩擦副的润滑性能。此外,随着弹性模量的降低,弹性变形和油膜厚度增加,气蚀现象也会变得更加明显。因此,摩擦副的润滑性能得到改善。
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引用次数: 0
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