Lane Geometry Perception and the Characterization of Its Associated Uncertainty

Author:

Lin Chiu-Feng1,Ulsoy A. Galip1,LeBlanc David J.1

Affiliation:

1. Department of Mechanical Engineering and Applied Mechanics, 2250 G. G. Brown, The University of Michigan, Ann Arbor, MI 48109-2125

Abstract

This paper addresses the reconstruction of down-range road geometry from imaging sensors for application to motor vehicle active safety systems. This study assumes measurements of lane marker locations in the previewed scene are available from an imaging sensor. An algorithm is developed to extend the perception range of a single-far-field sensor to alleviate the field of view problem. Two steady-state Kalman filters and a least square curve fitting scheme are developed to compute estimates of the road geometry. Simulations are used to compare the performance of the different road modeling schemes for different roadway scenarios, providing insights useful for selecting model-based road geometry estimation techniques. Finally, an algorithm to characterize the uncertainty in road geometry perception is proposed and validated.

Publisher

ASME International

Subject

Computer Science Applications,Mechanical Engineering,Instrumentation,Information Systems,Control and Systems Engineering

Reference29 articles.

1. Behringer, R., 1995, “Detection of Discontinuities of Road Curvature Change by GLR,” Proc. IEEE Intelligent Vehicles 95 Symposium, Detroit, Sept.

2. Birch, S., 1995, “New Technology Directions at Ford,” Automotive Engineering, pp. 69–71, May.

3. Brown, R. G., 1983, Introduction To Random Signal Analysis And Kalman Filtering, Wiley.

4. Chen, M., Jochem, T., and Pomerleau, D., 1995, “AURORA: A Vision-based Road Departure Warning System,” Proc. 1995 IEEE Symposium on Intelligent Robots and Systems, pp. 243–248, Pittsburgh, PA, Aug.

5. Conte, S. D., and de Boor, C., 1977, Elementary Numerical Analysis, McGraw-Hill.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3