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Corrigendum to Thermodynamic Analysis of Heat Transfer Reduction in Spark Ignition Using Thermal Barrier Coatings. Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering. Epub ahead of print 7 August 2023. DOI: 10.1177/09544070231189545 使用隔热涂层减少火花点火传热的热力学分析》更正。机械工程师学会论文集,D 部分:汽车工程学报》。2023年8月7日出版。DOI: 10.1177/09544070231189545
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引用次数: 0
Corrigendum to Thermodynamic Analysis of Heat Transfer Reduction in Spark Ignition Using Thermal Barrier Coatings. Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering. Epub ahead of print 7 August 2023. DOI: 10.1177/09544070231189545 使用隔热涂层减少火花点火传热的热力学分析》更正。机械工程师学会论文集,D 部分:汽车工程学报》。2023年8月7日出版。DOI: 10.1177/09544070231189545
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引用次数: 0
Research on lane-changing decision and control of autonomous vehicles based on game theory 基于博弈论的自动驾驶汽车变道决策与控制研究
Guozhen Li, Wankai Shi
Designing a secure and reliable decision-planning model for vehicle lane changing is of utmost practical significance because it is one of the most frequent driving behaviors and has a substantial impact on the safety of drivers’ lives and property. First, a Gaussian mixed Hidden Markov model (GMHMM) is trained for lane change intention recognition (LCIR), and the results reveal that the model has a great performance. This will simplify the game process and provide drivers and passengers with warnings. Second, the safety, efficiency, and comfort payoffs of vehicle lane changes are taken into account when building the game model. When building the safety payoff function, temporal collision risk and spatial collision risk of vehicles are two of them that are carefully taken into account. After that, the vehicle’s trajectory tracking control is decoupled into lateral LQR + feedforward control and longitudinal dual proportional integral derivative (PID) control based on the Frenet coordinate system. Finally, a vehicle lane change scenario is built for simulation analysis, and the effects of driving comfort factor and driving efficiency factor on lane change results are considered. The results show that the proposed game theory lane change model ensures lane change safety while satisfying human drivers’ requirements for lane change efficiency and comfort.
变道是最常见的驾驶行为之一,对驾驶员的生命财产安全有重大影响,因此设计一种安全可靠的车辆变道决策规划模型具有重要的现实意义。首先,针对变道意图识别(LCIR)训练了一个高斯混合隐马尔可夫模型(GMHMM),结果表明该模型具有很好的性能。这将简化游戏过程,并为驾驶员和乘客提供警告。其次,在建立博弈模型时考虑了车辆变道的安全性、效率和舒适性回报。在建立安全回报函数时,要仔细考虑车辆的时间碰撞风险和空间碰撞风险。然后,基于 Frenet 坐标系,将车辆的轨迹跟踪控制解耦为横向 LQR + 前馈控制和纵向双比例积分导数(PID)控制。最后,建立了车辆变道场景进行仿真分析,并考虑了驾驶舒适度系数和驾驶效率系数对变道结果的影响。结果表明,所提出的博弈论变道模型既能确保变道安全性,又能满足人类驾驶员对变道效率和舒适性的要求。
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引用次数: 0
Integrated robust control of path following and lateral stability for autonomous in-wheel-motor-driven electric vehicles 自主式轮内电机驱动电动汽车的路径跟踪和横向稳定性综合鲁棒控制
Xianjian Jin, Qikang Wang, Zeyuan Yan, Hang Yang, Guodong Yin
This paper presents an integrated robust H∞ control strategy for improving path following performance and lateral stability of autonomous in-wheel-motor-driven electric vehicles (AIEV) through integration of active front steering (AFS) and direct yaw moment control system (DYC). The AIEV system dynamics and its uncertain vehicle trajectory following system are first modeled, in which parameter uncertainties related to the physical limits of tire are considered and handled via the norm-bounded uncertainties, then the control-oriented vehicle path following augmented system with dynamic errors is developed. The resulting robust H∞ controller with AFS and DYC (RHCAD) of AIEV trajectory-following system is finally designed, and solved utilizing a set of linear matrix inequalities derived from quadratic H∞ performance and Lyapunov stability. Meanwhile, the performance index of H∞ norm from external disturbance to controlled output for AIEV path following is attenuated while other system requirements such as parameter uncertainties, system constraints are also guaranteed in controller design, and then the quadratic D-stability is also utilized to enhance the transient response of the closed-loop AIEV system. Simulations for J-shaped, single lane change and double lane change maneuvers are carried out to verify the effectiveness of the proposed controller with a high-fidelity, CarSim®, full-vehicle model. It can be concluded from the results that the proposed robust H∞ control strategy integrating AFS and DYC can improve the path following performance and lateral stability of AIEV compared with traditional linear quadratic regulator controller with AFS (LQRA) and robust H∞ controller with AFS (RHCA).
本文提出了一种集成鲁棒H∞控制策略,通过集成主动前转向(AFS)和直接偏航力矩控制系统(DYC)来提高自主轮内电机驱动电动汽车(AIEV)的路径跟随性能和横向稳定性。首先对 AIEV 系统动力学及其不确定的车辆轨迹跟踪系统进行建模,其中考虑了与轮胎物理极限相关的参数不确定性,并通过规范约束不确定性进行处理,然后开发了具有动态误差的面向控制的车辆轨迹跟踪增强系统。最后设计了 AIEV 轨迹跟随系统的鲁棒 H∞ 控制器(RHCAD),并利用从二次 H∞ 性能和 Lyapunov 稳定性推导出的一组线性矩阵不等式进行求解。同时,减弱了 AIEV 路径跟随系统从外部扰动到受控输出的 H∞ 准则性能指标,并在控制器设计中保证了其他系统要求,如参数不确定性、系统约束等,并利用二次 D 稳定性增强了闭环 AIEV 系统的瞬态响应。通过高保真的 CarSim® 全车模型,对 J 形、单线变道和双线变道操纵进行了仿真,以验证所提控制器的有效性。结果表明,与传统的带 AFS 的线性二次调节器控制器(LQRA)和带 AFS 的鲁棒 H∞ 控制器(RHCA)相比,所提出的集成 AFS 和 DYC 的鲁棒 H∞ 控制策略可以改善 AIEV 的路径跟随性能和横向稳定性。
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引用次数: 0
Analysis of intelligent and connected vehicles driving system modeling 智能互联汽车驾驶系统建模分析
Hong Zhang, Zan-Sheng Zheng, Hailiang Yu, Gang Yang, Shengdong Yuan
In response to the limitations of traditional offline static simulation modeling technology in accurately addressing the intricacies and complexities of intelligent and connected vehicles (ICVs) driving processes, this paper introduces the concept of an ICV driving system (ICVDS) model based on digital twin technology. Firstly, the paper delves into the theory of ICVDS digital twin modeling, covering aspects such as model elements and the operational mechanism of the model. The ICVDS, which relies on digital twin (DT) technology, is designed in accordance with the characteristics of ICVs, their technical requirements, and the architecture of the DT system. Subsequently, the paper explores four key areas: the modeling of driving elements, the modeling of the driving process, simulation modeling of the driving process, and a summary of modeling technology. The section on modeling driving elements primarily elucidates the methodology for creating twin models and illustrates how these models describe the system’s functionality in controlling the subject. The segment on modeling the driving process elucidates the approach to real-time data-driven modeling. The part on driving process simulation modeling explains the methodology for establishing simulation models and demonstrates how they predict the future state of the subject. Lastly, the paper introduces the construction of autonomous driving test scenarios based on ICVDS.
针对传统离线静态仿真建模技术在准确处理错综复杂的智能互联汽车(ICV)驾驶过程方面的局限性,本文提出了基于数字孪生技术的ICV驾驶系统(ICVDS)模型的概念。首先,本文深入探讨了 ICVDS 数字孪生模型的理论,包括模型要素和模型运行机制等方面。根据 ICV 的特点、技术要求和数字孪生系统的架构,设计了基于数字孪生(DT)技术的 ICVDS。随后,本文探讨了四个关键领域:驾驶要素建模、驾驶过程建模、驾驶过程仿真建模和建模技术总结。驾驶要素建模部分主要阐明了创建孪生模型的方法,并说明了这些模型如何描述系统控制主体的功能。驾驶过程建模部分阐明了实时数据驱动建模的方法。驾驶过程仿真建模部分解释了建立仿真模型的方法,并演示了这些模型如何预测主体的未来状态。最后,本文介绍了基于 ICVDS 的自动驾驶测试场景的构建。
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引用次数: 0
Vehicles with cooperative redundancy of multiple steering systems: A hybrid shaft/hydrostatic drive system 多转向系统协同冗余车辆:混合轴/静液压驱动系统
G. Kahandawa, Ian Spark, Amal Jayawardena
Cooperative redundancy of multiple steering systems are used to maximise traction, manoeuvrability and stability of a wheeled vehicle operating on difficult terrain. Cooperative redundancy is achieved if all the wheel angle steering effects and the drive wheel speed steering effects have a single theoretical instant centre. This means they all reinforce each other without conflict. This maximises energy efficiency and minimises ground damage and tyre wear. In previous work, close coupled wheel motors where used to drive the wheels. In this work, each wheel is connected to the output shaft of a reverse differential. The primary input to each differential is by means of a mechanical shaft drive which delivers power from the vehicle gearbox to each reverse differential. The secondary input to each reverse differential is provided by a hydrostatic motor which is used to correct the speed of each wheel in order to achieve cooperative redundancy. The hydrostatic motors will only be driven when the vehicle is turning. The hydrostatic motors will be stationary when the vehicle is proceeding in a straight line. Equations for the correct speed of the hydrostatic motors are derived. If the vehicle is to be capable of turning about any instant centre, the wheels must be capable of turning through a large angle range. The necessary range is 180° if the wheels can be driven in both forward and reverse directions. A mechanical drive to such wheels is only feasible if a vertical kingpin drive is involved. However, such a drive suffers from an inevitable but unwanted coupling between the turning of the wheel and the rotation of the wheel. Means of compensating for this unwanted effect are also described.
多转向系统的协同冗余用于最大限度地提高轮式车辆在困难地形上行驶时的牵引力、机动性和稳定性。如果所有车轮角度转向效果和驱动轮速度转向效果都有一个单一的理论瞬时中心,就能实现协同冗余。这意味着它们相互促进,互不冲突。这样就能最大限度地提高能效,减少地面损伤和轮胎磨损。在以前的工作中,使用紧密耦合的车轮电机来驱动车轮。在这项工作中,每个车轮都与反向差速器的输出轴相连。每个差速器的主要输入是通过机械轴传动装置,将动力从车辆变速箱输送到每个倒车差速器。每个倒车差速器的辅助输入由一个静液压马达提供,用于修正每个车轮的速度,以实现协同冗余。静液压发动机仅在车辆转弯时驱动。当车辆直线行驶时,静液压马达将处于静止状态。推导出了静液压发动机的正确速度方程。如果车辆能够围绕任意瞬间中心转动,则车轮必须能够在较大角度范围内转动。如果车轮可在前进和后退方向上驱动,则必要的角度范围为 180°。只有在使用垂直主销驱动的情况下,这种车轮的机械驱动才是可行的。然而,这种驱动方式不可避免地会在车轮转动和车轮旋转之间产生不必要的耦合。此外,还介绍了补偿这种不必要影响的方法。
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引用次数: 0
A decision-making of autonomous driving method based on DDPG with pretraining 基于预训练 DDPG 的自动驾驶决策方法
Jinlin Ma, Mingyu Zhang, Kaiping Ma, Houzhong Zhang, Guoqing Geng
Present the DDPGwP (DDPG with Pretraining) model, grounded in the framework of deep reinforcement learning, designed for autonomous driving decision-making. The model incorporates imitation learning by utilizing expert experience for supervised learning during initial training and weight preservation. A novel loss function is devised, enabling the expert experience to jointly guide the Actor network’s update alongside the Critic network while also participating in the Critic network’s updates. This approach allows imitation learning to dominate the early stages of training, with reinforcement learning taking the lead in later stages. Employing experience replay buffer separation techniques, we categorize and store collected superior, ordinary, and expert experiences. We select sensor inputs from the TORCS (The Open Racing Car Simulator) simulation platform and conduct experimental validation, comparing the results with the original DDPG, A2C, and PPO algorithms. Experimental outcomes reveal that incorporating imitation learning significantly accelerates early-stage training, reduces blind trial-and-error during initial exploration, and enhances algorithm stability and safety. The experience replay buffer separation technique improves sampling efficiency and mitigates algorithm overfitting. In addition to expediting algorithm training rates, our approach enables the simulated vehicle to learn superior strategies, garnering higher reward values. This demonstrates the superior stability, safety, and policy-making capabilities of the proposed algorithm, as well as accelerated network convergence.
介绍基于深度强化学习框架的 DDPGwP(带预训练的 DDPG)模型,该模型专为自动驾驶决策而设计。该模型在初始训练和权重保持过程中利用专家经验进行监督学习,从而将模仿学习融入其中。该模型设计了一个新颖的损失函数,使专家经验能够与批判网络一起共同指导行动者网络的更新,同时也参与批判网络的更新。这种方法允许模仿学习在训练的早期阶段占据主导地位,而强化学习则在后期阶段占据主导地位。利用经验重放缓冲区分离技术,我们对收集到的高级经验、普通经验和专家经验进行分类和存储。我们从 TORCS(开放式赛车模拟器)模拟平台上选择传感器输入,并进行实验验证,将结果与原始的 DDPG、A2C 和 PPO 算法进行比较。实验结果表明,模仿学习大大加快了早期阶段的训练速度,减少了初始探索过程中的盲目试错,提高了算法的稳定性和安全性。经验重放缓冲区分离技术提高了采样效率,减轻了算法的过度拟合。除了加快算法训练速度外,我们的方法还能让模拟车辆学习到更优越的策略,获得更高的奖励值。这证明了所提出算法的卓越稳定性、安全性和决策能力,以及加速网络收敛的能力。
{"title":"A decision-making of autonomous driving method based on DDPG with pretraining","authors":"Jinlin Ma, Mingyu Zhang, Kaiping Ma, Houzhong Zhang, Guoqing Geng","doi":"10.1177/09544070241227303","DOIUrl":"https://doi.org/10.1177/09544070241227303","url":null,"abstract":"Present the DDPGwP (DDPG with Pretraining) model, grounded in the framework of deep reinforcement learning, designed for autonomous driving decision-making. The model incorporates imitation learning by utilizing expert experience for supervised learning during initial training and weight preservation. A novel loss function is devised, enabling the expert experience to jointly guide the Actor network’s update alongside the Critic network while also participating in the Critic network’s updates. This approach allows imitation learning to dominate the early stages of training, with reinforcement learning taking the lead in later stages. Employing experience replay buffer separation techniques, we categorize and store collected superior, ordinary, and expert experiences. We select sensor inputs from the TORCS (The Open Racing Car Simulator) simulation platform and conduct experimental validation, comparing the results with the original DDPG, A2C, and PPO algorithms. Experimental outcomes reveal that incorporating imitation learning significantly accelerates early-stage training, reduces blind trial-and-error during initial exploration, and enhances algorithm stability and safety. The experience replay buffer separation technique improves sampling efficiency and mitigates algorithm overfitting. In addition to expediting algorithm training rates, our approach enables the simulated vehicle to learn superior strategies, garnering higher reward values. This demonstrates the superior stability, safety, and policy-making capabilities of the proposed algorithm, as well as accelerated network convergence.","PeriodicalId":509770,"journal":{"name":"Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140487641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Three dimensional path planning for flying car based on improved A* algorithm and Bezier curve fusion 基于改进的 A* 算法和贝塞尔曲线融合的飞行汽车三维路径规划
Jifa Yan, Tao Deng, Binhao Xu
Flying car is a new type of vehicle with high obstacle avoidance ability for urban air traffic and future smart travel. In order to plan feasible paths for flying cars in urban environments, a three dimensional path planning strategy for flying cars based on the fusion of improved A* algorithm and Bezier curves is proposed. Firstly, the search neighborhood of the A* algorithm is improved, and the node expansion is carried out by using the ground mode 9 neighborhood and the low-altitude flight mode 10 neighborhood to quickly obtain feasible path options. Secondly, the energy consumption, time and mode switching loss cost of different motion processes are considered in the heuristic function to achieve unified planning of motion paths and motion modes. Finally, the path is smoothed using piecewise Bezier curves according to the planned path. The results show that in complex maps, compared with traditional vehicles that only consider energy consumption, this strategy effectively reduces the path length by 94.5 m and reduces the weighted cost by 33.1%. Compared with the strategy that comprehensively weighs energy consumption and time, the path length is reduced by 4.31 m and the weighted cost is reduced by 13.6%.
飞行汽车是一种新型车辆,具有很强的避障能力,适用于城市空中交通和未来的智能出行。为了规划飞行汽车在城市环境中的可行路径,提出了一种基于改进 A* 算法和贝塞尔曲线融合的飞行汽车三维路径规划策略。首先,改进了 A* 算法的搜索邻域,利用地面模式 9 邻域和低空飞行模式 10 邻域进行节点扩展,快速获取可行路径方案。其次,在启发式函数中考虑不同运动过程的能耗、时间和模式切换损失成本,实现运动路径和运动模式的统一规划。最后,根据规划的路径,使用分段贝塞尔曲线对路径进行平滑处理。结果表明,在复杂地图中,与只考虑能耗的传统车辆相比,该策略有效地减少了 94.5 米的路径长度,降低了 33.1%的加权成本。与综合权衡能耗和时间的策略相比,路径长度减少了 4.31 米,加权成本降低了 13.6%。
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引用次数: 0
Thermodynamic analysis on the effect of altitude on the exhaust energy recovery of electric turbocompound engines 海拔高度对电动涡轮复合发动机废气能量回收影响的热力学分析
L. Leng, Jianghua Cheng, Lei Shi, K. Deng
The deterioration of fuel economy for turbocharged engines with altitude is an urgent problem. Turbocompounding is a promising technology to fully recover exhaust energy and reduce engine fuel consumption at off-design altitudes, but it is affected by the environmental boundary caused by altitude. In this study, the effect and mechanism of altitude on the exhaust energy recovery of turbocompound engines were revealed via thermodynamic analysis. The results show that the total system power output of the turbocompound engine is higher than that of the base engine at different altitudes, the maximum improvement percentage of which reaches up to 4.3%; and the total power output deteriorates less with increasing altitude. When the altitude increases to 4 km, the exhaust energy utilization coefficient of turbocompound engine decreases by only about 2%. Based on energy and exergy analysis, full recovery and utilization of exhaust energy contribute to improving the altitude adaptability of turbocharged engines. The maximum altitude while maintaining the engine power constant for the turbocompound engine is 4.66 km under an engine speed of 1800 r/min. Thus, the altitude range over which turbocompound diesel engines can operate efficiently is widened.
涡轮增压发动机的燃油经济性随着海拔高度的升高而下降,这是一个亟待解决的问题。涡轮复合技术是一种在非设计海拔高度充分回收废气能量、降低发动机油耗的有前途的技术,但它会受到海拔高度造成的环境边界的影响。本研究通过热力学分析,揭示了海拔高度对涡轮复合式发动机排气能量回收的影响和机理。结果表明,在不同海拔高度下,涡轮复合式发动机的系统总输出功率均高于基础发动机,最大提高比例可达 4.3%;且随着海拔高度的增加,总输出功率劣化程度降低。当海拔升至 4 千米时,涡轮复合发动机的排气能量利用系数仅下降约 2%。根据能量和放能分析,废气能量的充分回收和利用有助于提高涡轮增压发动机的海拔适应性。在发动机转速为 1800 r/min 时,涡轮复合式发动机在保持发动机功率不变的情况下的最大飞行高度为 4.66 km。因此,涡轮复合式柴油发动机可高效运行的海拔范围扩大了。
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引用次数: 0
Simulation study on the vibration durability test of an automotive plastic fuel tank based on fluid–structure coupling 基于流固耦合的汽车塑料油箱振动耐久性试验模拟研究
Wenzhu Wang, Zhenwei Zhang, Gang Liu, Juntao Wei, Jie Li
In this study a new simulation technology based on fluid-structure coupling is to solve the problem of plastic fuel tank lifting lug fracture during vibration durability test, which has not been reported in the existing literature. The basic principle of fluid-structure coupling is summarised and the finite element model (FEM) of the fuel tank system established. Modal simulation analysis is carried out, and the FEM is updated and verified via the modal test method. A harmonic response analysis of the fuel tank system is performed. Simulation results show the maximum stress at the lifting lug is 29.69 MPa in the Z-direction vibration, exceeding the allowable fatigue strength. The resonance occurred, which is consistent with the result of the vibration durability test. To enable the fuel tank to pass the vibration durability test, this study proposes to optimise the fixture, thereby enhancing the natural frequency of the entire fuel tank system and avoiding an excitation frequency of 30 Hz. Through the harmonic response analysis and test verification, the fuel tank passes the vibration durability test. Therefore, the numerical simulation method based on fluid–structure coupling and the fixture optimisation scheme adopted is feasible and can considerably shorten the test cycle and improve efficiency.
本研究采用了一种基于流固耦合的新型模拟技术,以解决塑料油箱吊耳在振动耐久性试验中断裂的问题,该问题在现有文献中尚未见报道。总结了流固耦合的基本原理,建立了油箱系统的有限元模型(FEM)。进行了模态模拟分析,并通过模态测试方法对有限元模型进行了更新和验证。对油箱系统进行了谐波响应分析。仿真结果表明,在 Z 方向振动中,吊耳处的最大应力为 29.69 兆帕,超过了允许的疲劳强度。共振发生了,这与振动耐久性试验的结果一致。为使油箱通过振动耐久性试验,本研究建议优化夹具,从而提高整个油箱系统的固有频率,避免激振频率达到 30 Hz。通过谐波响应分析和试验验证,油箱通过了振动耐久性试验。因此,基于流固耦合的数值模拟方法和采用的夹具优化方案是可行的,可以大大缩短试验周期,提高试验效率。
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引用次数: 0
期刊
Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering
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