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Testbed and Analysis of Highway Cut-In Scenarios for Evaluating the AEB and FCW Functions 用于评估 AEB 和 FCW 功能的高速公路切入场景试验台和分析
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-19 DOI: 10.1007/s12239-024-00146-z
Myungyeun Park, Daehwan Kim, YunSik Shin, Jayil Jeong

This study aims to provide a detailed evaluation and comparison of the performance of forward collision warning (FCW) and automatic emergency braking (AEB) systems in lane-changing scenarios, focusing on their detection range and detection angles. Real-world tests were conducted with a Tesla Model 3 and a KIA K8 to assess their detection capabilities. The experiments simulated common highway lane-changing scenarios, referencing Euro NCAP standards. Testing environments included a full-size target robot and a guided vehicle target to ensure accuracy. Preliminary tests established the test speed range and relative distances, while main tests focused on three key variables: time-to-collision (TTC) for FCW activation, TTC for AEB activation, and relative lateral positions of the target and test vehicles. The study also analyzed collisions despite FCW and AEB activation, identifying system limitations by examining deviations in TTC values and their correlation with collisions. These findings provide insights into the effectiveness and reliability of FCW and AEB systems under various conditions, aiding the advancement of ADAS technologies.

本研究旨在对前撞预警(FCW)和自动紧急制动(AEB)系统在变道场景中的性能进行详细评估和比较,重点关注其探测范围和探测角度。我们使用特斯拉 Model 3 和起亚 K8 进行了实际测试,以评估它们的检测能力。实验参照欧洲 NCAP 标准,模拟了常见的高速公路变道场景。测试环境包括一个全尺寸目标机器人和一个制导车辆目标,以确保准确性。初步测试确定了测试速度范围和相对距离,而主要测试则集中在三个关键变量上:启动 FCW 的碰撞时间 (TTC)、启动 AEB 的碰撞时间 (TTC) 以及目标和测试车辆的相对横向位置。研究还分析了在 FCW 和 AEB 启动的情况下发生的碰撞,通过检查 TTC 值的偏差及其与碰撞的相关性,确定了系统的局限性。这些发现有助于深入了解 FCW 和 AEB 系统在各种条件下的有效性和可靠性,从而推动 ADAS 技术的发展。
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引用次数: 0
Prediction Models of Overall Thermal Sensation and Comfort in Vehicle Cabin Based on Field Experiments 基于现场实验的车内整体热感和舒适度预测模型
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-18 DOI: 10.1007/s12239-024-00147-y
Xin Xu, Lanping Zhao, Zhigang Yang

Vehicle thermal comfort has received more attention due to advancements in autonomous driving and intelligent cabin technology. Prediction of thermal comfort is challenging due to the passenger compartment's complex transient non-uniform thermal environment. Many thermal comfort models are primarily based on environmental or human thermal physiology factors, but too many temperature measurements may affect driving behavior. This study analyzed the correlations between local thermal sensation (LTS), local thermal comfort (LTC), the thermal environment in an automobile's cabin, and skin temperature. The optimal combination of influencing factors was established in the prediction model of overall thermal sensation (OTS) and overall thermal comfort (OTC) in the vehicle cabin. The results indicated that breathing air and chest skin surface temperature had the best correlation with subjective human evaluation. The prediction models of OTS and OTC have good prediction performance, and their R2 values are 0.77 and 0.51, respectively. Accurately predicting the thermal comfort in the vehicle provides a valuable reference for intelligent cabin thermal environment control and automobile energy savings.

由于自动驾驶和智能座舱技术的进步,车辆热舒适性受到越来越多的关注。由于乘客舱内复杂的瞬态非均匀热环境,热舒适度预测具有挑战性。许多热舒适度模型主要基于环境或人体热生理学因素,但过多的温度测量可能会影响驾驶行为。本研究分析了局部热感觉(LTS)、局部热舒适度(LTC)、汽车舱内热环境和皮肤温度之间的相关性。在车厢内整体热感觉(OTS)和整体热舒适度(OTC)的预测模型中建立了影响因素的最佳组合。结果表明,呼吸空气和胸部皮肤表面温度与人体主观评价的相关性最好。OTS 和 OTC 预测模型具有良好的预测性能,其 R2 值分别为 0.77 和 0.51。准确预测车内热舒适度为智能座舱热环境控制和汽车节能提供了有价值的参考。
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引用次数: 0
Efficient Path Planning for Automated Valet Parking: Integrating Hybrid A* Search with Geometric Curves 自动代客泊车的高效路径规划:混合 A* 搜索与几何曲线的整合
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-14 DOI: 10.1007/s12239-024-00144-1
Gaojian Cui, Yuxi Yin, Qipei Xu, Chaolong Song, Guohua Li, Shaosong Li

An automated valet parking system, a critical element of autonomous driving technology, greatly enhances parking efficiency and reduces driver stress. In the realm of path-planning in tight spaces, traditional Hybrid A* algorithms often produce numerous invalid expansion nodes, leading to increased computational load and decreased spatial utilization efficiency. This study introduces a new path-planning approach that combines the Hybrid A* algorithm with geometric curves to overcome these challenges. Initially, the Hybrid A* algorithm conducts global path-planning to ensure the viability of the route from the parking entrance to the desired spot. Subsequently, a genetic algorithm optimizes the driving path locally, improving safety and efficiency. Finally, Bézier and clothoid curves are utilized to smooth the path, further enhancing planning efficiency and driving safety. Experimental results show that the proposed approach surpasses existing methods in terms of planning time efficiency and path quality.

自动代客泊车系统是自动驾驶技术的重要组成部分,它能大大提高泊车效率并减轻驾驶员的压力。在狭小空间的路径规划领域,传统的混合 A* 算法往往会产生大量无效的扩展节点,导致计算负荷增加和空间利用效率降低。本研究引入了一种新的路径规划方法,将混合 A* 算法与几何曲线相结合,以克服这些挑战。首先,混合 A* 算法进行全局路径规划,以确保从停车场入口到所需停车点的路线的可行性。随后,遗传算法对驾驶路径进行局部优化,从而提高安全性和效率。最后,利用贝塞尔曲线和布洛伊曲线来平滑路径,进一步提高规划效率和驾驶安全性。实验结果表明,所提出的方法在规划时间效率和路径质量方面超越了现有方法。
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引用次数: 0
Multi-physical Field Coupling Analysis of Flat Wire Motor 扁线电机的多物理场耦合分析
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-13 DOI: 10.1007/s12239-024-00155-y
Yecui Yan, Chenyang Mao, Lin Chen

To further improve the accuracy of the complex multi-physics coupling system of flat wire motors, this paper presents an improved multi-physics field modeling method, which conducts a relatively comprehensive analysis of electromagnetic(EM), temperature, flow and stress field. And the multi-field coupling global model is simplified based on the analysis of two-field coupling relationships. First, each two-field coupling sub-model of four key physical fields is analyzed by bidirectional coupling and the weak coupling way is ignored. Secondly, based on the analysis results of the two-field coupling sub-model, the coupling relationship between electromagnetic field, temperature field and flow field is simplified and the global coupling model of electromagnetic field, temperature field and flow field inside the motor is established. Finally, because the stress field of the motor rotor is unidirectional influced by the temperature field, the rotor strength of the high-speed motor is analyzed based on temperature field to stress field coupling. Compared with the calculation results of EM and temperature two-field coupling, the accuracy of electromagnetic torque under multi-field coupling is increased by 4.4%, the calculation accuracy of electromagnetic loss is also increased by 2.1%. And the calculation accuracy of the motor temperature field is increased by 4.5%.

为进一步提高扁线电机复杂多物理场耦合系统的精度,本文提出了一种改进的多物理场建模方法,对电磁场、温度场、流动场和应力场进行了较为全面的分析。并在分析两场耦合关系的基础上简化了多场耦合全局模型。首先,对四个关键物理场的各两场耦合子模型进行双向耦合分析,忽略弱耦合方式。其次,根据两场耦合子模型的分析结果,简化电磁场、温度场和流场之间的耦合关系,建立电机内部电磁场、温度场和流场的全局耦合模型。最后,由于电机转子的应力场受温度场的影响是单向的,因此基于温度场与应力场耦合分析了高速电机的转子强度。与电磁和温度两场耦合的计算结果相比,多场耦合下电磁转矩的计算精度提高了 4.4%,电磁损耗的计算精度也提高了 2.1%。电机温度场的计算精度提高了 4.5%。
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引用次数: 0
Road Feel Simulation Method with Rack Force Observer for Intelligent Vehicle Steer-by-Wire System 采用车架力观测器的智能车辆线控转向系统路感模拟方法
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-13 DOI: 10.1007/s12239-024-00158-9
Leiyan Yu, Zihua Hu, Yongpeng Cai, Zeyu Hou, Yongjun Shi, Baogui Wu, Meilan Tian

To provide the driver with a more realistic and comfortable driving experience, a novel road feel torque planning method based on rack force estimation and an active return control method for the steering wheel with disturbance observation are proposed for intelligent vehicle. First, for road feel feedback during steering, an improved reduced order extended state observer is designed to estimate the rack force, a secondary filter filters the rack force, obtaining the alignment torque, and superimposing the assist, inertia, damping, friction, and limiting torques to replicate the road feel of the electric power steering system. Second, a proportional-integral observer is designed to observe the lumped uncertainties in the steering wheel system and introduce the observation value into the backstepping controller for active return control of the steering wheel. Finally, an integral sliding mode controller is designed to control the road feel motor to achieve accurate feedback of road feel torque. The virtual simulation results show that the observation effect of the proposed observer is better, the designed road feel torque meets the requirements better; the proposed active return controller can achieve accurate return of the steering wheel, and the sliding mode controller achieves more accurate tracking of the road feel torque.

为了给驾驶员提供更真实、更舒适的驾驶体验,本文提出了一种基于齿条力估算的新型路感扭矩规划方法,以及一种具有扰动观测功能的智能汽车方向盘主动回位控制方法。首先,针对转向过程中的路感反馈,设计了一种改进的降阶扩展状态观测器来估计齿条力,通过二级滤波器过滤齿条力,获得对中扭矩,并叠加辅助扭矩、惯性扭矩、阻尼扭矩、摩擦扭矩和限制扭矩,以复制电动助力转向系统的路感。其次,设计了一个比例积分观测器来观测方向盘系统中的块状不确定性,并将观测值引入反步进控制器,以实现方向盘的主动回归控制。最后,设计了一个积分滑动模式控制器来控制路感电机,以实现路感扭矩的精确反馈。虚拟仿真结果表明,所提出的观测器的观测效果更好,设计的路感扭矩更符合要求;所提出的主动回归控制器可以实现方向盘的精确回归,滑动模式控制器实现了对路感扭矩更精确的跟踪。
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引用次数: 0
Effects of Various Bore–Stroke Ratios on Hydrogen Direct Injection Spark Ignition Engines With Variable Valve Timing Under Low-Load Conditions 低负荷条件下各种缸径-冲程比对可变气门正时氢气直喷火花点火发动机的影响
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-12 DOI: 10.1007/s12239-024-00142-3
Ki Yeon Kim, Seung-il Lee, Seung Hyun Lee, Seung Jae Kim, Kyoung Doug Min, Jeong Woo Lee

This study investigates the effects of various bore–stroke (S/B) ratios on the combustion characteristics, energy fractions, and performance of a hydrogen direct injection spark ignition engine equipped with a variable valve timing (VVT) system under low-load conditions. The experiments were conducted at S/B ratios of 1.0, 1.2, and 1.47 while maintaining a fixed displacement volume and compression ratio. The energy budget analysis focused on heat transfer loss, combustion loss, and exhaust loss to determine their effects on gross work. The results showed that as the S/B ratio increased, heat transfer loss increased due to enhanced piston speed and in-cylinder mixing, resulting in faster combustion. Combustion loss was highest at an S/B ratio 1.0 due to longer combustion duration. In contrast, exhaust loss did not show a clear trend with varying S/B ratios. The effects of fuel injection timing and excess air ratio on engine performance and emissions were investigated. The findings of this study suggest that optimizing the S/B ratio, fuel injection timing, and excess air ratio can significantly improve the thermal efficiency and emission characteristics of hydrogen engines, providing practical insights for the design and development of future hydrogen engine technologies.

本研究探讨了不同缸径-行程(S/B)比对配备可变气门正时(VVT)系统的氢气直喷火花点火发动机在低负荷条件下的燃烧特性、能量分数和性能的影响。实验是在 S/B:1.0、1.2 和 1.47 时进行的,同时保持固定的排量和压缩比。能量预算分析的重点是传热损失、燃烧损失和排气损失,以确定它们对总功的影响。结果表明,随着 S/B 比率的增加,由于活塞速度和气缸内混合的增强,导致燃烧速度加快,传热损失也随之增加。由于燃烧持续时间较长,S/B 比为 1.0 时的燃烧损失最大。相比之下,排气损失并没有随着 S/B 比的变化而呈现明显的趋势。研究还调查了燃油喷射正时和过量空气比率对发动机性能和排放的影响。研究结果表明,优化 S/B 比、燃料喷射正时和过量空气比可以显著提高氢气发动机的热效率和排放特性,为未来氢气发动机技术的设计和开发提供了实用的启示。
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引用次数: 0
Effect of Battery Pack Stiffness Depending on Battery Cell Types in Cell-to-Pack Technology 电池组刚度对电池芯对电池组技术中电池芯类型的影响
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-11 DOI: 10.1007/s12239-024-00148-x
Jong Wook Lee

High-voltage batteries used in electric vehicles use hundreds or thousands of battery cells. Because a large number of battery cells are used, installing each one into a battery pack causes many difficulties in production. Therefore, traditionally, multiple battery cells are composed of several battery modules and then assembled into a battery pack. However, recently, Cell-to-Pack (CTP) technology that configures battery cells directly into a battery pack is being developed to increase energy density of a battery pack. This is because parts needed for battery modules can be removed, which can have various advantages. Because modules are eliminated in CTP technology, the method of installing battery cells in a battery pack will also be modified and the effect battery cells have on the stiffness of a battery pack will also change. In this study, the differences in stiffness of battery packs based on CTP technology developed for various battery cell types are analyzed. In particular, battery packs with CTP technology are generated based on pouch-type battery cells and prismatic battery cells and how each type of battery cell changes the stiffness of a battery pack is analyzed.

电动汽车中使用的高压电池使用成百上千个电池单元。由于使用了大量电池芯,将每个电池芯安装到电池组中会给生产带来很多困难。因此,传统的做法是将多个电池单元组成多个电池模块,然后组装成电池组。不过,最近正在开发将电池单元直接配置到电池组中的电池组对电池组(Cell-to-Pack,CTP)技术,以提高电池组的能量密度。这是因为可以去掉电池模块所需的部件,从而具有各种优势。由于 CTP 技术取消了模块,电池组中电池单元的安装方法也将随之改变,电池单元对电池组刚度的影响也将随之改变。本研究分析了基于 CTP 技术开发的各种电池芯类型的电池组在刚度上的差异。特别是根据袋式电池芯和棱柱电池芯生成采用 CTP 技术的电池组,并分析每种电池芯如何改变电池组的刚度。
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引用次数: 0
Improving the Performance of Natural Gas Engine at High Altitude Based on Response Surface Method and NSGA-II Optimization 基于响应面法和 NSGA-II 优化提高天然气发动机在高海拔地区的性能
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-09-10 DOI: 10.1007/s12239-024-00150-3
Zhiqiang Yu, Zongyu Yue, Shouzhen Zhang, Dezhong Ning, Yufeng Qin, Li Sheng, Zunqing Zheng, Mingfa Yao

Natural gas is an emerging alternative fuel for internal combustion engines in the transportation sector. However, the performance of natural gas engines can be significantly affected by changes in atmospheric pressure and temperature at high altitudes. To address this issue and enhance the performance of natural gas engines in plateau environments, a study focused on a two-stage turbocharged heavy-duty spark-ignition natural gas engine and its performance improvement is conducted targeting at operating altitude of 4000 m. A one-dimensional model of the engine is firstly developed and validated against experimental data at varying altitudes. The experimental and simulated data suggest engine power loss of 3% and 18% at 2500 m and 4000 m altitudes, respectively. Then, a response surface model of the engine is constructed employing the Box–Behnken experimental design method, considering optimization factors such as the compression ratio (CR), spark timing (ST), and bypass valve equivalent diameter (BVED). The objectives of the optimization are to enhance power, reduce brake specific fuel consumption (BSFC) and minimize nitrogen oxide (NOx) emissions. Finally, while adhering to engine durability constraints, the NSGA-II optimization algorithm is utilized for the multi-objective optimization. The optimization results demonstrate that at an altitude of 4000 m, the engine power recovers to approximately 86% of that at sea level, with a slight increase in BSFC and a decrease in NOx emissions. Therefore, this proposed engine optimization method effectively restores the performance of natural gas engines at high altitudes.

天然气是运输业中一种新兴的内燃机替代燃料。然而,天然气发动机的性能会受到高海拔地区大气压力和温度变化的显著影响。为解决这一问题并提高天然气发动机在高原环境下的性能,我们以工作海拔 4000 米的两级涡轮增压重型火花点火式天然气发动机及其性能改进为研究对象,首先建立了发动机的一维模型,并根据不同海拔高度下的实验数据进行了验证。实验和模拟数据表明,在海拔 2500 米和 4000 米时,发动机功率损失分别为 3% 和 18%。然后,考虑到压缩比 (CR)、火花正时 (ST) 和旁通阀等效直径 (BVED) 等优化因素,采用方框-贝肯实验设计法构建了发动机的响应面模型。优化的目标是提高功率、降低制动比油耗(BSFC)和减少氮氧化物(NOx)排放。最后,在遵守发动机耐用性约束条件的同时,利用 NSGA-II 优化算法进行多目标优化。优化结果表明,在海拔 4000 米时,发动机功率恢复到海平面时的约 86%,BSFC 略有增加,NOx 排放有所减少。因此,所提出的发动机优化方法能有效恢复天然气发动机在高海拔地区的性能。
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引用次数: 0
Experimental Study on the Combustion and Emission Characteristics of Methanol/Gasoline Fuels in Direct Injection Miller Cycle Gasoline Engines 直喷式米勒循环汽油发动机中甲醇/汽油燃料的燃烧和排放特性实验研究
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-29 DOI: 10.1007/s12239-024-00126-3
Manzheng Shu, Zongfa Liu, Fugui Wu, Yu Qiu, Jinyuan Pan

This study explores the thermal efficiency of high compression ratio Miller cycle engines and the impact of methanol and methanol/gasoline blends on combustion and emissions. Comparative experiments were conducted to investigate the thermal efficiencies of the Miller cycle compared to the conventional Otto cycle at different compression ratios and how methanol affects combustion and emissions. The results show that under high-speed and high-load conditions, the Miller cycle offers higher thermal efficiency and better tolerance to high compression ratios than the Otto cycle. In experiments conducted at 2000 rpm and 0.66 MPa GIMEP, using the Miller cycle with compression ratios of 11.5 and 14.5 increased thermal efficiency by about 0.6 and 0.8 percentage points compared to the Otto cycle. Using methanol/gasoline blends can advance the combustion phase without changing the load, further improving the engine’s thermal efficiency. Burning pure methanol under heavy load significantly improves combustion; it increases in-cylinder pressure by about 30%, thermal efficiency by 7.2 percentage points, and NOx emissions by 80% compared to gasoline. Furthermore, using methanol fuel significantly increases nucleation mode particles and decreases accumulation mode particles, with peak values shifting to smaller diameters.

本研究探讨了高压缩比米勒循环发动机的热效率以及甲醇和甲醇/汽油混合物对燃烧和排放的影响。通过对比实验,研究了米勒循环与传统奥托循环在不同压缩比下的热效率对比,以及甲醇对燃烧和排放的影响。结果表明,在高速和高负荷条件下,米勒循环比奥托循环具有更高的热效率和对高压缩比更好的耐受性。在转速为 2000 rpm、GIMEP 为 0.66 MPa 的实验中,与奥托循环相比,米勒循环在压缩比为 11.5 和 14.5 时的热效率分别提高了约 0.6 和 0.8 个百分点。使用甲醇/汽油混合物可以在不改变负荷的情况下提前燃烧阶段,从而进一步提高发动机的热效率。与汽油相比,在重负荷下燃烧纯甲醇可显著改善燃烧;与汽油相比,它可使缸内压力增加约 30%,热效率提高 7.2 个百分点,氮氧化物排放量减少 80%。此外,使用甲醇燃料可显著增加成核模式颗粒,减少积聚模式颗粒,峰值向直径更小的方向移动。
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引用次数: 0
A Comprehensive Driving Decision-Making Methodology Based on Deep Reinforcement Learning for Automated Commercial Vehicles 基于深度强化学习的综合驾驶决策方法,适用于自动驾驶商用车辆
IF 1.6 4区 工程技术 Q3 ENGINEERING, MECHANICAL Pub Date : 2024-08-26 DOI: 10.1007/s12239-024-00135-2
Weiming Hu, Xu Li, Jinchao Hu, Yan Liu, Jinying Zhou

Effective driving decision-making significantly enhances the safety of automated commercial vehicles. Different from small passenger vehicles mainly focusing on anti-collision, the inducements of collision and rollover for commercial vehicles are coupled with each other. However, these factors are not considered together which results in a limitation in the safety performance. This paper proposes a novel comprehensive driving decision-making methodology based on deep reinforcement learning (CDDM-DRL) for automated commercial vehicles in expressway scenarios. The CDDM-DRL consists of two parts. First, a feature encoding network is designed to encode hierarchical features from traffic situations and driving conditions, which can provide more useful feature information. Then an actor–critic network incorporating ensemble methods is developed to learn and provide effective driving actions, such as whether to turn and when to turn. Finally, extensive simulations in common and challenging scenarios with different traffic densities were performed. Experimental results show that our proposed method is better than some classical DRL methods in terms of time headway, backward clearance, lateral acceleration, etc. Moreover, it can prevent collision and rollover simultaneously, and realize safe driving decision-making for automated commercial vehicles.

有效的驾驶决策可大大提高自动驾驶商用车辆的安全性。与以防碰撞为主的小型乘用车不同,商用车辆的碰撞和侧翻诱因是相互关联的。然而,这些因素没有被一并考虑,导致安全性能受到限制。本文提出了一种基于深度强化学习的新型综合驾驶决策方法(CDDM-DRL),适用于高速公路场景下的自动驾驶商用车辆。CDDM-DRL 包括两个部分。首先,设计了一个特征编码网络,对交通状况和驾驶条件中的分层特征进行编码,从而提供更有用的特征信息。然后,开发了一个包含集合方法的行为批判网络,以学习和提供有效的驾驶操作,如是否转弯和何时转弯。最后,我们在不同交通密度的常见场景和具有挑战性的场景中进行了大量模拟。实验结果表明,我们提出的方法在时间车距、后退间隙、横向加速度等方面都优于一些经典的 DRL 方法。此外,它还能同时防止碰撞和侧翻,实现自动驾驶商用车辆的安全驾驶决策。
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引用次数: 0
期刊
International Journal of Automotive Technology
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