Autonomous road roundabout detection and navigation system for smart vehicles and cities using laser simulator–fuzzy logic algorithms and sensor fusion

Mohammed A.H. Ali*, Musa Mailah, Waheb A. Jabbar, Khaja Moiduddin, Wadea Ameen, Hisham Alkhalefah

*Corresponding author for this work

    Research output: Contribution to journalArticlepeer-review

    17 Citations (SciVal)

    Abstract

    A real-time roundabout detection and navigation system for smart vehicles and cities using laser simulator–fuzzy logic algorithms and sensor fusion in a road environment is presented in this paper. A wheeled mobile robot (WMR) is supposed to navigate autonomously on the road in real-time and reach a predefined goal while discovering and detecting the road roundabout. A complete modeling and path planning of the road’s roundabout intersection was derived to enable the WMR to navigate autonomously in indoor and outdoor terrains. A new algorithm, called Laser Simulator, has been introduced to detect various entities in a road roundabout setting, which is later integrated with fuzzy logic algorithm for making the right decision about the existence of the roundabout. The sensor fusion process involving the use of a Wi-Fi camera, laser range finder, and odometry was implemented to generate the robot’s path planning and localization within the road environment. The local maps were built using the extracted data from the camera and laser range finder to estimate the road parameters such as road width, side curbs, and roundabout center, all in two-dimensional space. The path generation algorithm was fully derived within the local maps and tested with a WMR platform in real-time.
    Original languageEnglish
    Article number3694
    Pages (from-to)3694
    Number of pages28
    JournalSensors (Switzerland)
    Volume20
    Issue number13
    DOIs
    Publication statusPublished (VoR) - Jul 2020

    Funding

    Funding: This research was funded by Deanship of Scientific Research at King Saud University, grant number RG-1441-349. It was also supported by Universiti Malaysia Pahang, and Ministry of Higher Education (MOHE) under Research University Grants RDU 180323, RDU1803138 and RDU190804. Acknowledgments: The authors extend their appreciation to the Deanship of Scientific Research at King Saud University for funding this work through Research group number, RG-1441-349. The authors would like also to thank Universiti Malaysia Pahang (UMP) and Ministry of High Education (MOHE) for providing the research grant and facilities.

    FundersFunder number
    Ministry of High Education
    Ministry of Higher EducationRDU 180323, RDU190804, RDU1803138
    Universiti Malaysia Pahang
    Deanship of Scientific Research, King Saud UniversityRG-1441-349

      Keywords

      • Fuzzy logic
      • Laser range finder
      • Laser simulator
      • Local map
      • Odometry
      • Path panning
      • Sensor fusion
      • Wheeled mobile robot
      • Wi-Fi camera

      Fingerprint

      Dive into the research topics of 'Autonomous road roundabout detection and navigation system for smart vehicles and cities using laser simulator–fuzzy logic algorithms and sensor fusion'. Together they form a unique fingerprint.

      Cite this