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Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering最新文献

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Multi-objective crashworthiness optimization for a newly developed 3D re-entrant auxetic structure using response surface method and MOPSO algorithm 利用响应面法和 MOPSO 算法对新开发的三维重入式辅助结构进行多目标耐撞性优化
Majid Lotfi, Abolfazl Masoumi
With the quick advancement of the vehicle industry, attention to automobile safety has increased. Crash boxes, which are placed in front of the side rails, play an essential role in preventing much damage to the front part of the car and also protecting passengers. Improving and optimizing these crash boxes’ energy absorption properties is necessary. In this study, a new structure of three-dimensional re-entrant auxetic has been presented for use as a crash box. Quasi-static uniaxial loading has been investigated experimentally and numerically. With the validation of the numerical simulation, the response surface method was implemented to investigate the value and type of different parameters’ effect on peak load and specific absorbed energy. Variables of the base and re-entrant strut thicknesses ( t1) and ( t2), the length of the base to re-entrant strut ( L/H), and the re-entrant angle ( θ) were considered in three levels. Through ANOVA analysis in Design-Expert software, it was found that the parameters t2 and θ had the highest effect on the peak load, energy absorption, specific energy absorption, and mean crashing force responses. With the increasing of t2 and θ, all responses increase and decrease, respectively. Also, multi-objective optimization based on minimum peak load and maximum specific energy absorption was performed by the desirability function method in Design-Expert software and the Multi-Objective Particle Swarm Optimization (MOPSO) algorithm. The proposed optimized structure exhibits enhanced energy absorption when compared to the optimized cylindrical auxetic structure and the thin-walled circular structure within the peak load range below 80 kN. Therefore, the proposed structure due to low peak load, uniformity collapse in the force-displacement diagrams, and stability of the structure during compression loading, can be used as the crash box.
随着汽车工业的快速发展,人们对汽车安全的关注度也越来越高。防撞箱安装在侧护栏前方,在防止汽车前部严重受损和保护乘客方面发挥着至关重要的作用。改进和优化这些防撞箱的能量吸收性能十分必要。本研究提出了一种可用作防撞箱的新型三维重入式辅助结构。对准静态单轴载荷进行了实验和数值研究。在数值模拟验证的基础上,采用响应面法研究了不同参数的值和类型对峰值载荷和比吸收能量的影响。基座和再入支柱厚度(t1)和(t2)、基座到再入支柱的长度(L/H)以及再入角(θ)这三个变量被分为三个级别。通过 Design-Expert 软件的方差分析发现,参数 t2 和 θ 对峰值载荷、能量吸收、比能量吸收和平均碰撞力响应的影响最大。随着 t2 和 θ 的增大,所有响应分别增大和减小。此外,还利用 Design-Expert 软件中的可取函数法和多目标粒子群优化(MOPSO)算法进行了基于最小峰值载荷和最大比能量吸收的多目标优化。在低于 80 kN 的峰值载荷范围内,与优化的圆柱形辅助结构和薄壁圆形结构相比,拟议的优化结构具有更强的能量吸收能力。因此,所提出的结构由于峰值载荷低、力-位移图中的均匀塌陷以及压缩载荷时结构的稳定性,可用作碰撞箱。
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引用次数: 0
An individualized robust stability control strategy for active front steering vehicles 主动前转向车辆的个性化鲁棒稳定性控制策略
Han Zhang, Yuan Li, Weimei Quan, Wanzhong Zhao
To improve the vehicle stability and driver steering performance, this paper presents an individualized yaw stability control strategy based on H∞ robust control for active front steering (AFS) vehicles. A driver-vehicle system, including a driver steering model and a vehicle dynamics model with AFS, is formed. To analyze the steering characteristics of different drivers, a set of driving data of 36 drivers is collected, and the driver’s characteristics parameters are identified by using the particle swarm optimization (PSO) algorithm. A general evaluation function considering the trajectory tracking performance, vehicle stability, driver workloads, and driver’s characteristics parameters are established to evaluate the comprehensive steering performance. To accomplish the personalized control of vehicle yaw stability, an individualized H∞ robust yaw stability controller is presented by adjusting the gain of the weighting function according to the general evaluation of each driver. Driver-in-the-loop experiment is conducted based on the Matlab/Simulink-CarSim®-Prescan co-simulation platform, and the results demonstrates that the proposed control strategy can provide driver with individualized driving assistance while improving the overall driving performance and reducing the driver’s workloads.
为了提高车辆稳定性和驾驶员转向性能,本文提出了一种基于 H∞ 鲁棒控制的主动前转向(AFS)车辆个性化偏航稳定性控制策略。本文建立了一个驾驶员-车辆系统,包括驾驶员转向模型和带有 AFS 的车辆动力学模型。为了分析不同驾驶员的转向特性,收集了一组 36 名驾驶员的驾驶数据,并利用粒子群优化(PSO)算法确定了驾驶员的特性参数。建立了考虑轨迹跟踪性能、车辆稳定性、驾驶员工作量和驾驶员特征参数的一般评价函数,以评价综合转向性能。为了实现车辆偏航稳定性的个性化控制,根据每个驾驶员的总体评价,通过调整加权函数的增益,提出了个性化的 H∞ 鲁棒偏航稳定性控制器。基于 Matlab/Simulink-CarSim®-Prescan 协同仿真平台进行了驾驶员在环实验,结果表明所提出的控制策略可以为驾驶员提供个性化的驾驶辅助,同时提高整体驾驶性能并降低驾驶员的工作负荷。
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引用次数: 0
Low-stiffness comfort shift characteristics of a permanent magnet two-speed transmission for low-speed EV 用于低速电动汽车的永磁双速变速器的低刚度舒适换档特性
Junliang Du, Dawei Liu, Tingzhi Ren
Jerk during shift in mechanical two-speed transmissions often have a serious impact on driving comfort. Within this paper, a proposed two-speed permanent magnet transmission is presented for low-speed electric vehicles, which utilizes magnetic non-contact transmission. This transmission is composed of a magnetic drive mechanism, a clutch, and a selectable one-way clutch. Then, a mathematical model is established for the magnetic-machine composite transmission based on the principles of magnetic field modulation and the concentrated parameter method. Additionally, a shift method that operates without power interruption is presented. Finally, the process of shifting is simulated for permanent magnet drive systems with varying magnetic coupling stiffness in a MATLAB/Simulink environment. The resulting torque calculations are compared with those obtained from the commercial software Maxwell. Simulation results indicate that the two-speed permanent magnet transmission does not experience power interruption during upshifting. Less jerk when shifting gears. Low magnetic coupling stiffness can reduce high-frequency vibration and enhance shift comfort. The findings from the torque calculations obtained through the proposed model align with those obtained from the commercial software Maxwell.
机械式双速变速器换挡时的抖动往往会严重影响驾驶舒适性。本文提出了一种适用于低速电动汽车的双速永磁变速器,它采用磁性非接触式传动。该变速器由磁力传动机构、离合器和可选单向离合器组成。然后,根据磁场调制原理和集中参数法,建立了磁机复合变速器的数学模型。此外,还介绍了一种无动力中断的换挡方法。最后,在 MATLAB/Simulink 环境中模拟了具有不同磁耦合刚度的永磁传动系统的换挡过程。计算得出的扭矩与商用软件 Maxwell 得出的扭矩进行了比较。仿真结果表明,双速永磁传动系统在升档过程中不会出现动力中断。换挡时的颠簸较小。低磁耦合刚度可减少高频振动,提高换挡舒适性。通过拟议模型获得的扭矩计算结果与商用软件麦克斯韦获得的结果一致。
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引用次数: 0
Rule-based torque vectoring distribution strategy combined with slip ratio control to improve the handling stability of distributed drive electric vehicles 基于规则的扭矩矢量分配策略与滑移比控制相结合,提高分布式驱动电动汽车的操控稳定性
Caixia Huang, Xin Wu, Chenxi Wu, Jiande Wang, Xiong Shu
This study presents a hierarchical control system of handling stability for distributed drive electric vehicles. The desired direct yaw moment (DYM), determined by the upper-level controller, regulates the sideslip angle and yaw rate according to the robust H∞ control strategy. Meanwhile, the lower-level controller proposed in this research consists of a rule-based torque vectoring distribution and wheel slip ratio control. The proposed rule-based torque vectoring distribution strategy (TVDS) permits drive pattern switching based on the wheel slip ratio and preferentially employs the balanced torque vectoring distribution strategy to achieve DYM, wherein the distributed braking torque is achieved by motor regenerative braking. Here, the wheel with serious slipping was managed in a four-wheel drive pattern by the slip ratio controller. Then, the distribution strategies used for differential braking and proposed rule-based torque vectoring with and without slip ratio control were compared and analyzed in vehicle states and actuator outputs, respectively, by setting CarSim/MATLAB cosimulation under two driving conditions. Results demonstrate that the proposed rule-based TVDS can improve handling stability, energy efficiency, and riding comfort. Wheel locking can be successfully avoided by actuating the wheel slip ratio control, subsequently reducing the road adhesion requirements and improving vehicle handling stability and trajectory tracking accuracy.
本研究提出了分布式驱动电动汽车操纵稳定性的分层控制系统。由上层控制器确定的所需直接偏航力矩(DYM)根据鲁棒 H∞ 控制策略调节侧滑角和偏航率。同时,本研究提出的下级控制器包括基于规则的扭矩矢量分配和车轮滑移率控制。所提出的基于规则的扭矩矢量分配策略(TVDS)允许根据车轮滑移率切换驱动模式,并优先采用平衡扭矩矢量分配策略来实现 DYM,其中分布式制动扭矩通过电机再生制动来实现。在这里,滑移比控制器以四轮驱动模式管理滑移严重的车轮。然后,通过在两种驾驶条件下设置 CarSim/MATLAB cosimulation,对差速制动所使用的分配策略和有滑移率控制和无滑移率控制的基于规则的扭矩矢量分配进行了比较和分析。结果表明,所提出的基于规则的 TVDS 可以提高操控稳定性、能效和驾乘舒适性。通过启动车轮滑移比控制,可以成功避免车轮抱死,从而降低了对路面附着力的要求,提高了车辆的操纵稳定性和轨迹跟踪精度。
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引用次数: 0
Effective measures to improve thermal efficiency of medium-sized diesel engine in practical application: Energy-exergy analysis and test verification 在实际应用中提高中型柴油机热效率的有效措施:能效分析与测试验证
Haozhong Huang, Yi Wang, Chengzhong Zhou, Xiaoyu Guo, Kong Xing
As the fourth stage of China’s fuel consumption limits for heavy commercial approaches, engine manufacturers are facing huge challenges. Here, the impact of different strategies on brake thermal efficiency (BTE) was studied through experiments and simulations, and the main energy loss items were obtained based on energy and exergy analysis. According to experimental results, the removal of exhaust gas recirculation (EGR) mainly reduced exhaust losses, resulting in a 0.5% increase in BTE at 1200 r/min. Turbocharger scheme 2, with a high flow rate and high efficiency, was beneficial in reducing pumping losses. Owing to consistent brake power, simultaneously increasing the compression ratio and peak firing pressure can reduce the exhaust losses and combustion irreversibility. When fuel injection quantity was constant, the use of high flow injectors could advance CA50, thereby increasing output power and reducing exhaust losses. Finally, the actual development of the new engine was completed, and the test results showed that the maximum BTE reached 46.9%, and CO and soot emissions were reduced by 74.2% and 78.3%, respectively. Therefore, for medium-sized diesel engines, adopting the non-EGR route, using high flow turbochargers and injectors, and increasing compression ratio can effectively improve BTE and reduce carbon emissions.
随着中国第四阶段重型商用车油耗限值的临近,发动机制造商面临着巨大的挑战。本文通过实验和模拟研究了不同策略对制动热效率(BTE)的影响,并根据能量和放能分析得出了主要的能量损失项目。实验结果表明,取消废气再循环(EGR)主要减少了排气损失,使 BTE 在 1200 r/min 时提高了 0.5%。高流量和高效率的涡轮增压器方案 2 有利于减少泵送损失。由于制动功率稳定,同时提高压缩比和峰值点火压力可减少排气损失和燃烧不可逆性。在燃油喷射量不变的情况下,使用大流量喷油器可使 CA50 提前,从而提高输出功率并减少排气损失。最后,新发动机的实际开发工作已经完成,测试结果表明,最大 BTE 达到 46.9%,CO 和烟尘排放量分别减少了 74.2% 和 78.3%。因此,对于中型柴油发动机而言,采用非 EGR 路线、使用大流量涡轮增压器和喷油器以及提高压缩比可以有效提高 BTE 并减少碳排放。
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引用次数: 0
A unified stiffness model of rolling lobe air spring with nonlinear structural parameters and air pressure dependence of rubber bellows 具有非线性结构参数和橡胶波纹管气压依赖性的统一滚动叶空气弹簧刚度模型
Jun-Jie Chen, Zi-Qi Huang, Hong-Jiang Liu, Guangqi Qiu, Yingkui Gu
The structural parameters of the rolling lobe air spring and the mechanical characteristic of rubber bellows are the key factors affecting the stiffness and mechanical characteristic of the rolling lobe air spring. Aiming at the prediction difficulties of structural parameters of the rolling lobe air spring with the composite curved contour piston and the modeling complexity of the hysteretic mechanical characteristic of rubber bellows under variable pressure conditions, the geometrical method is applied to derive the structural parameters models of the rolling lobe air spring with the composite curved contour piston. A new pressure factor is introduced and the Coulomb frictional pressure perturbation model and the fractional derivative Kelvin-Voigt pressure perturbation model are reconstructed to accurately describe the hysteretic mechanical characteristic of rubber bellows under variable pressure conditions. A unified pressure equation is constructed to characterize the evolution of model parameters under variable pressure conditions. Furthermore, a hysteretic mechanical characteristic pressure perturbation model (abbreviated as HMCPP model) of rubber bellows under variable pressure conditions is put forward. Finally, a unified stiffness model of the rolling lobe air spring including prediction models of nonlinear structural parameters and a HMCPP model of rubber bellows is built. Taking a certain type of rolling lobe air spring as the test sample A, the structural parameters tests and static/dynamic characteristic tests of sample A are carried out based on the MTS852.05 test bench, which verified the accuracy of the unified stiffness model of the rolling lobe air spring. The research results provide theoretical support for the mechanical characteristic matching and air pressure precise control of the rolling lobe air spring under variable pressure conditions.
滚动叶空气弹簧的结构参数和橡胶波纹管的力学特性是影响滚动叶空气弹簧刚度和力学特性的关键因素。针对复合曲面活塞滚动叶空气弹簧结构参数预测的困难性和变压条件下橡胶波纹管滞后力学特性建模的复杂性,应用几何方法推导了复合曲面活塞滚动叶空气弹簧的结构参数模型。引入新的压力因子,重构库仑摩擦压力扰动模型和分数导数开尔文-伏依格特压力扰动模型,以精确描述变压条件下橡胶波纹管的滞后力学特性。构建了统一的压力方程,以描述变压条件下模型参数的演变特征。此外,还提出了变压条件下橡胶波纹管的滞后机械特性压力扰动模型(简称 HMCPP 模型)。最后,建立了包括非线性结构参数预测模型和橡胶波纹管 HMCPP 模型在内的统一的滚动叶空气弹簧刚度模型。以某型滚动叶空气弹簧为试验样本 A,基于 MTS852.05 试验台对样本 A 进行了结构参数试验和静态/动态特性试验,验证了滚动叶空气弹簧统一刚度模型的准确性。研究结果为变压条件下滚动叶空气弹簧的机械特性匹配和气压精确控制提供了理论支持。
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引用次数: 0
Bionic topology optimization design and multi-objective optimization of guide arm 仿生拓扑优化设计和导向臂的多目标优化
Yifan Zhu, Fengxiang Xu, Xianglin Deng, Xiaoqiang Niu, Zhen Zou
Lightweight design is universally recognized as a critical criterion for many engineering problems. In addition to the well-developed topology optimization (TO) method, structural bionics is also considered an effective approach to developing innovative structure designs with lightweight. In the process of natural evolution, bamboo has developed a unique hollow structure with ingenious mechanical properties. Inspired by these characteristics, this paper selected bamboo as a bionic prototype to carry out bionic structure optimization of guide arm. First, the initial guide arm was modeled and simulated for its mechanical behavior. Secondly, similarity analysis between bamboo and guide arm was performed from three aspects, and the parametric bionic guide arm model was established step by step. Then, the key parameters affecting the performance of the bionic guide arm were verified by the parameter sensitivity analysis method. The multi-objective optimization was carried out with the minimum of the total mass and the maximum deformation of guide arm as the optimization objectives. The optimal solution of Pareto solution set was determined by multi-objective decision methods of the Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS) and Gray Relational Analysis (GRA). Finally, finite element (FE) method was used to make a comparison between the initial model and the optimal bionic model in terms of mechanical performance. According to the results, under the premise of the mass of the optimized bionic model decreased by 17.44%, the maximum deformation was decreased by 9.24%, the equivalent stress was decreased by 17.33%, and the first-order frequency was increased by 22.92%. Comparison results showed that the proposed bionic model provided the best lightweight solution for guide arm. This study reveals that structural bionics provides a new solution for the lightweight design of guide arm and similar beam structural components.
轻量化设计被公认为许多工程问题的关键标准。除了成熟的拓扑优化(TO)方法,结构仿生学也被认为是开发创新轻质结构设计的有效方法。竹子在自然进化过程中形成了独特的中空结构,具有巧妙的力学性能。受其启发,本文选择竹子作为仿生原型,对导向臂进行仿生结构优化。首先,对初始导臂进行建模,模拟其力学行为。其次,从三个方面分析了竹子与导向臂的相似性,并逐步建立了仿生导向臂的参数化模型。然后,通过参数敏感性分析方法验证了影响仿生导臂性能的关键参数。以导臂总质量最小和变形量最大为优化目标,进行了多目标优化。通过与理想解相似度排序优选法(TOPSIS)和灰色关系分析法(GRA)等多目标决策方法确定了帕累托解集的最优解。最后,使用有限元(FE)方法对初始模型和最优仿生模型的机械性能进行了比较。结果表明,在质量减少 17.44% 的前提下,优化仿生模型的最大变形量减少了 9.24%,等效应力减少了 17.33%,一阶频率提高了 22.92%。比较结果表明,所提出的仿生模型为导向臂提供了最佳的轻量化解决方案。这项研究表明,结构仿生学为导向臂和类似梁结构部件的轻量化设计提供了一种新的解决方案。
{"title":"Bionic topology optimization design and multi-objective optimization of guide arm","authors":"Yifan Zhu, Fengxiang Xu, Xianglin Deng, Xiaoqiang Niu, Zhen Zou","doi":"10.1177/09544070231217565","DOIUrl":"https://doi.org/10.1177/09544070231217565","url":null,"abstract":"Lightweight design is universally recognized as a critical criterion for many engineering problems. In addition to the well-developed topology optimization (TO) method, structural bionics is also considered an effective approach to developing innovative structure designs with lightweight. In the process of natural evolution, bamboo has developed a unique hollow structure with ingenious mechanical properties. Inspired by these characteristics, this paper selected bamboo as a bionic prototype to carry out bionic structure optimization of guide arm. First, the initial guide arm was modeled and simulated for its mechanical behavior. Secondly, similarity analysis between bamboo and guide arm was performed from three aspects, and the parametric bionic guide arm model was established step by step. Then, the key parameters affecting the performance of the bionic guide arm were verified by the parameter sensitivity analysis method. The multi-objective optimization was carried out with the minimum of the total mass and the maximum deformation of guide arm as the optimization objectives. The optimal solution of Pareto solution set was determined by multi-objective decision methods of the Technique for Order Preference by Similarity to an Ideal Solution (TOPSIS) and Gray Relational Analysis (GRA). Finally, finite element (FE) method was used to make a comparison between the initial model and the optimal bionic model in terms of mechanical performance. According to the results, under the premise of the mass of the optimized bionic model decreased by 17.44%, the maximum deformation was decreased by 9.24%, the equivalent stress was decreased by 17.33%, and the first-order frequency was increased by 22.92%. Comparison results showed that the proposed bionic model provided the best lightweight solution for guide arm. This study reveals that structural bionics provides a new solution for the lightweight design of guide arm and similar beam structural components.","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":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139382204","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
The effects of design parameters on the dynamic performance, in-cylinder pressure and electrical power generation of a free piston linear engine 设计参数对自由活塞直线发动机动态性能、气缸内压力和发电量的影响
N. Hung, Ocktaeck Lim
Operation of a free piston linear engine is modeled based on the combination of three mathematical models, including a piston dynamic model, a linear alternator model and a thermodynamic model. The simulated in-cylinder pressure, piston velocity, and electric power output are compared with the corresponding experimental results to validate the models mentioned above. The influences of the design parameters, including cylinder dimension ( Le), number of coil turns ( N), and air gap ( g) between the translator and stator, on the dynamic performance, in-cylinder pressure and electric power generation of the free piston linear engine are studied. The study results show that the reduction of Le has a benefit for improving the piston dynamic performance and output electric power, however it also reduced the cylinder pressure. The increase of number of coil turns N results in the reduction of the peak piston velocity, displacement, acceleration, and pressure in the cylinder, however, it increases the output electric power of the free piston linear engine. The peak piston velocity, displacement, acceleration, and pressure in the cylinder are considerably decreased when g is reduced. However, the reduction of g has a benefit to improve the output electric power of the free piston linear engine. The energy conversion efficiency can be maximized when g and Le are reduced, and N is increased.
自由活塞线性发动机的运行模型是基于三个数学模型的组合,包括活塞动态模型、线性交流发电机模型和热力学模型。模拟的气缸内压力、活塞速度和电力输出与相应的实验结果进行了比较,以验证上述模型。研究了气缸尺寸(Le)、线圈匝数(N)和定子与译子之间的气隙(g)等设计参数对自由活塞直线发动机的动态性能、缸内压力和发电量的影响。研究结果表明,减少 Le 对改善活塞动态性能和输出电功率有好处,但同时也降低了气缸压力。增加线圈匝数 N 会导致活塞峰值速度、位移、加速度和气缸压力降低,但会增加自由活塞直线发动机的输出电功率。当 g 减小时,气缸中的活塞峰值速度、位移、加速度和压力都会大大降低。然而,g 值的减小有利于提高自由活塞式直线发动机的输出功率。当 g 和 Le 减小,N 增大时,能量转换效率可达到最大。
{"title":"The effects of design parameters on the dynamic performance, in-cylinder pressure and electrical power generation of a free piston linear engine","authors":"N. Hung, Ocktaeck Lim","doi":"10.1177/09544070231209079","DOIUrl":"https://doi.org/10.1177/09544070231209079","url":null,"abstract":"Operation of a free piston linear engine is modeled based on the combination of three mathematical models, including a piston dynamic model, a linear alternator model and a thermodynamic model. The simulated in-cylinder pressure, piston velocity, and electric power output are compared with the corresponding experimental results to validate the models mentioned above. The influences of the design parameters, including cylinder dimension ( Le), number of coil turns ( N), and air gap ( g) between the translator and stator, on the dynamic performance, in-cylinder pressure and electric power generation of the free piston linear engine are studied. The study results show that the reduction of Le has a benefit for improving the piston dynamic performance and output electric power, however it also reduced the cylinder pressure. The increase of number of coil turns N results in the reduction of the peak piston velocity, displacement, acceleration, and pressure in the cylinder, however, it increases the output electric power of the free piston linear engine. The peak piston velocity, displacement, acceleration, and pressure in the cylinder are considerably decreased when g is reduced. However, the reduction of g has a benefit to improve the output electric power of the free piston linear engine. The energy conversion efficiency can be maximized when g and Le are reduced, and N is increased.","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":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139383767","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
Edge-enhanced Graph Attention Network for driving decision-making of autonomous vehicles via Deep Reinforcement Learning 通过深度强化学习用于自动驾驶汽车驾驶决策的边缘增强图注意网络
Yuchuan Qiang, Xiaolan Wang, Xintian Liu, Yansong Wang, Weiwei Zhang
Despite the rapid advancement in the field of autonomous driving vehicles, developing a safe and sensible decision-making system remains a challenging problem. The driving decision-making module is one of the most essential sections of the entire autonomous driving system, and the decision generated from it can significantly impinge the lives and property of passengers. Complicated interactions among traffic participants have the most profound impact on the decision-making process, yet the interactions are often simplified or overlooked due to their complexity and implicit nature. To address this issue, this work proposes an Edge-Enhanced Graph Attention Reinforcement Learning (EGARL) framework that aims to make rational driving decisions by comprehensively modeling the interactions among agents. EGARL comprises three core components: a graphical representation of the traffic scenario that covers both topological and interactive information; an Edge-enhanced Graph Attention Network (E-GAT) that utilizes the graphical representation to extract interactive features by comprehensively considering nodes and edges of the graph; and a deep reinforcement learning method that generates driving decisions based on the current state and features extracted from E-GAT. Experimental results demonstrate the satisfying performance of EGARL. Our proposed framework can contribute to the development of intelligent transportation systems, enhancing the safety and efficiency of driving.
尽管自动驾驶汽车领域发展迅速,但开发一个安全、合理的决策系统仍然是一个具有挑战性的问题。驾驶决策模块是整个自动驾驶系统中最重要的部分之一,它所产生的决策会严重影响乘客的生命和财产安全。交通参与者之间复杂的互动对决策过程的影响最为深远,但由于其复杂性和隐含性,这些互动往往被简化或忽略。为解决这一问题,本研究提出了边缘增强图注意强化学习(EGARL)框架,旨在通过全面建模代理之间的互动,做出合理的驾驶决策。EGARL 由三个核心部分组成:涵盖拓扑和交互信息的交通场景图形表示法;边缘增强图注意力网络(E-GAT),该网络利用图形表示法,通过综合考虑图中的节点和边缘来提取交互特征;以及深度强化学习方法,该方法可根据当前状态和从 E-GAT 中提取的特征生成驾驶决策。实验结果表明,EGARL 的性能令人满意。我们提出的框架有助于开发智能交通系统,提高驾驶的安全性和效率。
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引用次数: 0
Novel air duct designs to estimate the windshield demisting issue for a commercial vehicle 估算商用车辆挡风玻璃除雾问题的新型风道设计
Safak Akgunlu, Onur Özcan, Aykut Bacak, Alisan Gonul, Tolga Taner, A. S. Dalkılıç
This study is about the fog on the windshields of passenger buses because it makes it hard for drivers to see, which is dangerous. The goal of the research is to come up with an effective way to spread the produced mist. According to the study, the air duct design, which is connected to the car’s defroster and defrosting system by Kraft hoses, has to be upgraded. The analysis identifies areas in which the current air duct design might be enhanced and then makes design modifications to create a superior design. By conducting climatic chamber experiments on a vehicle equipped with the first air duct design and tracking the actual air velocity values at the nozzle tips, the success of the new technique is assessed. The boundary conditions for the analysis are the observed values. The study involves the utilization of a commercially available software package to conduct investigations on both the original and modified air duct designs. The software package employs a k-ε turbulence model that is known to produce reliable results. The data demonstrate that the adjustments made in light of the comparison produced beneficial effects. The maximum air velocities were increased by 23%, while the pressure loss values of the left and right fans were reduced by 2.5% and 2.9%, respectively, due to the modification of the air duct. Significant energy was saved because of the decrease in fan pressure loss, which led to decreases in the power consumption of the left and right fans of 4.2% and 4.7%, respectively. This comparison shows that the newly built air ducts actually increased the flow rate at the system’s fan outlets by 40%.
这项研究是关于客车挡风玻璃上的雾气,因为这种雾气会让司机看不清东西,非常危险。研究的目的是找到一种有效的方法来扩散产生的雾气。根据这项研究,通过卡夫软管与汽车除霜器和除霜系统相连的空气管道设计必须升级。分析确定了当前空气管道设计可能需要改进的地方,然后对设计进行修改,以创造出更优越的设计。通过在装有第一种空气管道设计的车辆上进行气候室实验,并跟踪喷嘴顶端的实际空气流速值,对新技术的成功与否进行了评估。分析的边界条件是观测值。研究中使用了一个市售软件包,对原始和修改后的空气管道设计进行调查。该软件包采用了已知结果可靠的 k-ε 湍流模型。数据表明,根据比较结果进行的调整产生了有益的效果。由于对风道进行了改造,最大风速提高了 23%,而左侧和右侧风机的压力损失值分别降低了 2.5% 和 2.9%。由于风扇压力损失的减少,节省了大量能源,使左、右风扇的耗电量分别减少了 4.2% 和 4.7%。这一对比表明,新建的风道实际上将系统风扇出口的流速提高了 40%。
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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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