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Perception system design is a vital step in the development of an autonomous vehicle (AV). With the vast selection of available off-the-shelf schemes and seemingly endless options of sensor systems implemented in research and commercial vehicles, it can be difficult to identify the optimal system for one’s AV application. This article presents a comprehensive review of the state-of-the-art AV perception technology available today. It provides up-to-date information about the advantages, disadvantages, limits, and ideal applications of specific AV sensors; the most prevalent sensors in current research and commercial AVs; autonomous features currently on the market; and localization and mapping methods currently implemented in AV research. This information is useful for newcomers to the AV field to gain a greater understanding of the current AV solution landscape and to guide experienced researchers towards research areas requiring further development. Furthermore, this paper highlights future research areas and draws conclusions about the most effective methods for AV perception and its effect on localization and mapping. Topics discussed in the Perception and Automotive Sensors section focus on the sensors themselves, whereas topics discussed in the Localization and Mapping section focus on how the vehicle perceives where it is on the road, providing context for the use of the automotive sensors. By improving on current state-of-the-art perception systems, AVs will become more robust, reliable, safe, and accessible, ultimately providing greater efficiency, mobility, and safety benefits to the public. 相似文献
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交通是能源消纳的重要领域,其对社会能源结构的调整和节能减排具有重要的影响和带动作用。在陆路交通方面,轨道交通和小型客运车辆的电气化发展方向相对清晰,而公路货运尚无明确的技术路线。为充分利用清洁能源,减少化石能源在交通领域中的使用,发展并推广电气化公路技术,对重载卡车的蓄电池、燃料电池、混合动力3种电气化方案进行对比分析,结合卡车负载的特点,对不同电气化方案进行评估。研究融合新能源发电及并网、混合动力技术、智能驾驶技术的电气化公路技术,从车辆动力技术、供电线路、受电弓与计费、新能源并网、编组智能驾驶运行5个方面对电气化公路方案进行介绍,可以实现公路货运系统的绿色、安全、高效运行。以10公里线路电气化为例,进行规划和成本估算,构建单车和区域(或路段)电气化的运营成本计算模型,基于燃油消耗和阻力分析2种方法进行计算。对车辆购置及改装、基础设施建设、可再生能源发电、系统环保效益等4个方面进行技术分析与成本测算。从供能技术变革、商业模式和推广路线3个角度对电气化公路技术的未来推广进行论证展望。研究结果表明:电气化公路技术的应用与规模化能够带来巨大的经济与环境收益,其中的混合动力方案与架空线输电方案为面对未来可能的储能技术变革与无线输电普及打下重要的基础,提供了拓展空间,也是重载货车实现智能驾驶的重要步骤;与燃油驱动相比,电驱动百公里成本减少96元,单一重卡年运营成本减少18.8万元,百公里污染物(如:碳氧化物、氮氧化物等)均减少50%以上。 相似文献
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Several significant events between 2007 and 2009 impacted flight demands and the abilities of the three major New York area airports to handle demand. This paper assesses the results of applying a probabilistic simulation method – which isolates the individual contributions of changes in flight demand and changes in airport throughput performance to changes in flight delays – to diagnose how these different events may have caused operational changes at these airports, and in turn, how the results may be used to inform policies for appropriate countermeasures. The analysis revealed two key observations. Firstly, certain patterns in throughput performance shifts caused the most significant delays, and were more likely to have been caused by controller staffing issues rather than caps. Secondly, relatively constant average delays from one year to the next may result from significant demand drops accompanied by large throughput performance degradations at an airport. This suggests that not only operational limitations on capacity encourage airlines to reduce schedules, but that changed demands can also impact throughput performance. Overall, the analysis indicates that caps may not have provided their fully intended delay benefits. Although they successfully reduced overall flight demands at LGA and JFK, they also directly limited throughput performance at critical times, in turn limiting delay benefits. In addition, demands at the busiest times of the day appear to be relatively inelastic to these operational limitations, insofar as demand profiles at EWR and JFK remained “peaky” in 2008 and 2009. Also, the recession was largely responsible for reducing demands at the airports in 2009, but the delay benefits of this were dampened by a corresponding throughput performance degradation. Based on the above observations, a more direct demand management policy combined with policies that focus on maintaining high staffing capabilities at critical times of the day may be considered, to reduce the likelihood of major queue formation on days that do experience sustained demands. The results also suggest that a more flexible caps system, particularly during times of heavy queues, could be explored. Although airport practitioners have keen understandings of how their airports operate, without the support of quantitative analysis tools, it can be more difficult to argue the need for appropriate countermeasures. An analysis such as the one presented here can provide the detailed quantitative substantiation required to build cases for these targeted policy directives and infrastructure investments. 相似文献
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针对轨道交通车辆系统的风险网络和关键部件风险评价开展研究,以系统部件和部件连接关系作为节点和边,建立了风险网络模型,分析了节点固有风险的影响因素和计算方法.根据节点之间故障传播概率得到边的作用强度和路径风险.对节点固有风险和路径风险进行分析,得到节点综合风险,并通过幂法对节点综合风险进行求解,从而识别部件对系统的影响程度.以转向架系统为例进行综合风险计算,结果表明:部件固有风险大小不能完全决定综合风险大小,还与部件连接关系和作用强度相关;与实际经验得出的关键部件综合风险排序对比,利用本文方法得到的关键部件排序一致性与其他方法相比有明显提升. 相似文献
78.
《Vehicle System Dynamics: International Journal of Vehicle Mechanics and Mobility》2012,50(11):1720-1743
ABSTRACTElectric Vehicles (EVs) motors develop high torque at low speeds, resulting in a high rate of acceleration with the added advantage of being fitted with smaller gearboxes. However, a rapid rise of torque in EVs fitted with central drive powertrains can create undesired torsional oscillations, which are influenced by wheel slip and flexibility in the halfshaft. These torsional oscillations in the halfshaft lead to longitudinal oscillations in the vehicle, thus creating problems with regard to comfort and drivability. The significance of using wheel slip in addition to halfshaft torsion for design of anti-jerk controllers for EVs has already been highlighted in our previous research. In this research, we have designed a look-ahead model predictive controller (LA-MPC) that calculates the required motor torque demand to meet the dual objectives of increased traction and anti-jerk control. The designed LA-MPC will improve drivability and energy consumption in connected EVs. The real-time capability of the LA-MPC has been demonstrated through hardware-in-the-loop experiments. The performance of the LA-MPC has been compared to other controllers presented in the literature. A validated high-fidelity longitudinal-dynamics model of the Rav4EV, which is the test vehicle of our research has been used to evaluate the controller. 相似文献
79.
电动汽车的生产和制造需要符合相关的标准,并且还要对整车的性能进行测试,只有这样才能更好的符合汽车上路的条件。本文主要是将国标要求作为基础来对电动汽车的最高车速、滑行能力、加速性能、制动性能和爬坡能力和能量消耗率和续航里程进行测试,通过实施一定的检测试验方法和配套的相关试验设备来做好检测,并且要对测试的结果进行分析,对电动汽车的运行性能进行进一步的优化,从而推进我国电动汽车行业的更好发展和进步。 相似文献
80.
Mengxuan Song Nan Wang Timothy Gordon 《Vehicle System Dynamics: International Journal of Vehicle Mechanics and Mobility》2019,57(8):1090-1107
ABSTRACTThis paper studies the low-speed manoeuvring problem for autono-mous ground vehicles operating in complex static environments. Making use of the intrinsic property of a fluid to naturally find its way to an outflow destination, a novel guidance method is proposed. In this approach, a reference flow field is calculated numerically through Computational Fluid Dynamics, based on which both the reference path topology and the steering reference to achieve the path are derived in a single process. Steering control considers three constraints: obstacle and boundary avoidance, rigidity of the vehicle, plus the non-holonomic velocity constraints due to the steering system. The influences of the parameters used during the flow field simulation and the control algorithm are discussed through numerical cases. A divergency field is defined to evaluate the quality of the flow field in guiding the vehicle. This is used to identify any problematic branching features of the flow, and control is adapted in the neighbourhood of such branching features to resolve possible ambiguities in the control reference. Results demonstrate the effectiveness of the method in finding smooth and feasible motion paths, even in complex environments. 相似文献