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自动驾驶开源数据体系:现状与未来
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作者 李弘扬 李阳 +16 位作者 王晖杰 曾嘉 徐慧琳 蔡品隆 陈立 严骏驰 徐丰 熊璐 王井东 朱福堂 许春景 汪天才 夏飞 穆北鹏 彭志辉 林达华 乔宇 《中国科学:信息科学》 CSCD 北大核心 2024年第6期1283-1318,共36页
随着自动驾驶技术的不断成熟与应用,系统性梳理开源自动驾驶数据集有利于产业生态良性循环.现有自动驾驶数据集可大致分为两代,第一代数据集的传感模态复杂度相对较低、数据集规模相对较小,且大多局限于感知级任务,以发布于2012年的KITT... 随着自动驾驶技术的不断成熟与应用,系统性梳理开源自动驾驶数据集有利于产业生态良性循环.现有自动驾驶数据集可大致分为两代,第一代数据集的传感模态复杂度相对较低、数据集规模相对较小,且大多局限于感知级任务,以发布于2012年的KITTI为代表.相比于第一代数据集,第二代数据集的特征为传感模态复杂度较高、数据集规模与多样性较丰富、所设置任务从感知扩展到预测、规控上,以2019年前后提出的nuScenes,Waymo为代表.本文联合学术界、产业界同仁,首次系统性梳理了国内外70余种开源自动驾驶数据集,对如何构建高质量数据集、数据在算法闭环体系中发挥的核心作用、如何利用生成式大模型规模化生产数据等进行了总结.此外,就未来第三代自动驾驶数据集应该具备的特质和数据规模,以及需要解决的科学与技术问题,进行了详细分析与讨论.希望本文的归纳与展望能促进新一代自动驾驶数据集与生态体系的建设、推动关键领域自主原创与科技自强的发展. 展开更多
关键词 自动驾驶 数据算法闭环 基础模型 数据集与挑战赛
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Hybrid cooperative intersection management for connected automated vehicles and pedestrians
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作者 pinlong cai Jia He Yikang Li 《Journal of Intelligent and Connected Vehicles》 EI 2023年第2期91-101,共11页
Connected Automated Vehicles(CAVs)have drawn much attention in recent years.High reliable automatic technologies can help CAVs to follow given trajectories well.However,safety and efficiency are hard to be ensured sin... Connected Automated Vehicles(CAVs)have drawn much attention in recent years.High reliable automatic technologies can help CAVs to follow given trajectories well.However,safety and efficiency are hard to be ensured since the interactions between CAVs and pedestrians are complex problems.Thus,this study focuses on cooperative intersection management for CAVs and pedestrians.To avoid the effects of uncertainty about pedestrian behaviors,an indirect way is to use pedestrians’signal lights to guide the movements of pedestrians,and such lights with communication devices can share information with CAVs to make decisions together.In time domains,a general conflict-free rule is established depending on the positions of CAVs and crosswalks.Geometric analysis with coordinate calculation is used to accurately determine the feasible vehicle trajectories and the reasonable periods for signal lights turning green.Four control strategies for the same conditions are compared in simulation experiments,and their performances are analyzed.We demonstrate that the proposed cooperative strategy not only balances the benefits of vehicles and pedestrians but also improves the traffic efficiency at the intersection. 展开更多
关键词 connected automated vehicle intersection pedestrian crosswalk cooperative management
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