Real-Time terrain estimation based on multi-scale radial basis function for unmanned ground vehicle

Yi Yang, Zhili Wang, Xinghe Li, Mengyin Fu

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

3 Citations (Scopus)

Abstract

Accurate terrain estimation is essential for unmanned ground vehicle (UGV) to achieve autonomous navigation. However, some existing approaches are difficult to reconstruct the 3D surface in real-Time because of serious amount of computation. A method of environmental terrain estimation based on multi-scale radial basis function with a 3D lidar mounted on a moving vehicle was proposed in this paper. By combining kernel template with terrain grid map, the approach is applicable to the non-uniform density distribution of laser point cloud with the increasing detection range and improves the efficiency of calculation. What's more,the estimation of culverts and trees will be more accurate if treat the point cloud in separate layers for suspended obstacles problem. All terrain estimation approaches were verified with good performance in an interactive system, which is set up with Virtual Robot Experimentation Platform (VREP) and actual vehicle.

Original languageEnglish
Title of host publication2016 IEEE International Conference on Information and Automation, IEEE ICIA 2016
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages659-664
Number of pages6
ISBN (Electronic)9781509041022
DOIs
Publication statusPublished - 24 Jan 2017
Event2016 IEEE International Conference on Information and Automation, IEEE ICIA 2016 - Ningbo, China
Duration: 1 Aug 20163 Aug 2016

Publication series

Name2016 IEEE International Conference on Information and Automation, IEEE ICIA 2016

Conference

Conference2016 IEEE International Conference on Information and Automation, IEEE ICIA 2016
Country/TerritoryChina
CityNingbo
Period1/08/163/08/16

Keywords

  • 3D lidar
  • Multi-scale radial basis function
  • Terrain estimation
  • UGV

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