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基于改进Unet的起重机攀爬机器人车道识别 被引量:2
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作者 赵章焰 沈齐越 《起重运输机械》 2022年第12期64-68,共5页
起重机攀爬机器人是一种代替人力检测起重机的机械设备。为解决起重机攀爬机器人自动寻路的车道识别问题,文中设计了一种针对起重机金属结构特点优化,将MobilenetV2作为特征提取部分与Unet网络相结合的M2-Unet卷积神经网络。用攀爬机器... 起重机攀爬机器人是一种代替人力检测起重机的机械设备。为解决起重机攀爬机器人自动寻路的车道识别问题,文中设计了一种针对起重机金属结构特点优化,将MobilenetV2作为特征提取部分与Unet网络相结合的M2-Unet卷积神经网络。用攀爬机器人在门式起重机上采集1979张图像数据,由专业标注软件Labelme制作成数据集进行训练与测试,并使用其他2种主流的语义分割网络在相同的数据集上作对比实验。实验结果表明,相较于其他2种图像分割网络,改进的M2-Unet卷积神经网络的分割准确率最高;M2-Unet网络对测试集479张图片的平均识别准确率在96%以上,平均运行时间远小于0.5 s,能同时满足起重机攀爬机器人车道识别任务的实时性和精度要求。 展开更多
关键词 起重机攀爬机器人 自建数据集 车道识别 Unet神经网络
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Real-Time Trajectory Planning for On-road Autonomous Tractor-Trailer Vehicles
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作者 shen qiyue WANG Bing WANG Chunxiang 《Journal of Shanghai Jiaotong university(Science)》 EI 2021年第5期722-730,共9页
Tractor-trailer vehicles,which are composed of a car-like tractor towing a passive trailer,have been widely deployed in the transportation industry,and trajectory planning is a critical step in enabling such a system ... Tractor-trailer vehicles,which are composed of a car-like tractor towing a passive trailer,have been widely deployed in the transportation industry,and trajectory planning is a critical step in enabling such a system to drive autonomously.Owing to the properties of being highly nonlinear and nonholonomic with complex dynamics,the tractor-trailer system poses great challenges to the development of motion-planning algorithms.In this study,an indirect trajectory planning framework for a tractor-trailer vehicle under on-road driving is presented to deal with the problem that the traditional planning framework cannot consider the feasibility and quality simultaneously in real-time trajectory generation of the tractor-trailer vehicle.The indirect planning framework can easily handle complicated tractor-trailer dynamics and generate high-quality,obstacle-free trajectory using quintic polynomial spline,speed profile optimization,forward simulation,and properly designed cost functions.Simulations under different driving scenarios and trajectories with different driving requirements are conducted to validate the performance of the proposed framework. 展开更多
关键词 trajectory planning tractor-trailer vehicle forward simulation on-road driving
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