Stereo Based 3D Perception for Obstacle Avoidance in Autonomous Wheelchair Navigation

被引:0
|
作者
Gomes, Bruno [1 ,2 ]
Torres, Jose [1 ,2 ]
Sobral, Pedro [1 ,2 ]
Sousa, Armando [2 ]
Reis, Luis Paulo [2 ]
机构
[1] Univ Fernando Pessoa, FCT, ISUS Unit, Porto, Portugal
[2] Univ Porto, LIACC, Porto, Portugal
关键词
D O I
10.1007/978-3-031-21065-5_27
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In recent years, scientific and technological advances in robotics, have enabled the development of disruptive solutions for human interaction with the real world. In particular, the application of robotics to support people with physical disabilities, improved their life quality with a high social impact. This paper presents a stereo image based perception solution for autonomous wheelchairs navigation. It was developed to extend the Intellwheels project, a development platform for intelligent wheelchairs. The current version of Intellwheels relies on a planar scanning sensor, the Laser Range Finder (LRF), to detect the surrounding obstacles. The need for robust navigation capabilities means that the robot is required to precept not only obstacles but also bumps and holes on the ground. The proposed stereo-based solution, supported in passive stereo ZED cameras, was evaluated in a 3D simulated world scenario designed with a challenging floor. The performance of the wheelchair navigation with three different configurations was compared: first, using a LRF sensor, next with an unfiltered stereo camera and finally, applying a stereo camera with a speckle filter. The LRF solution was unable to complete the planned navigation. The unfiltered stereo camera completed the challenge with a low navigation quality due to noise. The filtered stereo camera reached the target position with a nearly optimal path.
引用
收藏
页码:321 / 332
页数:12
相关论文
共 50 条
  • [1] Field Based Navigation for 3D Obstacle Avoidance
    Wickramaratna, Sajila D.
    Udage, Akila S.
    Jayasekara, Roshan T.
    Kariyapperuma, Dilhan A.
    Abeysiriwardhana, W. A. Shanaka P.
    Abeykoon, A. M. Harsha S.
    [J]. 2ND INTERNATIONAL MERCON 2016 MORATUWA ENGINEERING RESEARCH CONFERENCE, 2016, : 391 - 396
  • [2] Autonomous wheelchair navigation with real time obstacle detection using 3D sensor
    Baklouti, Emna
    Ben Amor, Nader
    Jallouli, Mohamed
    [J]. AUTOMATIKA, 2016, 57 (03) : 761 - 773
  • [3] 3d Sonar for Navigation and Obstacle Avoidance
    Bowles, I.
    Markowski, Z.
    [J]. TRANSNAV-INTERNATIONAL JOURNAL ON MARINE NAVIGATION AND SAFETY OF SEA TRANSPORTATION, 2010, 4 (01) : 61 - 64
  • [4] Real Time Image Processing Based Obstacle Avoidance and Navigation System for Autonomous Wheelchair Application
    Lee, Yoon Ket
    Lim, Jay Ming
    Eu, Kok Seng
    Goh, Yeh Huann
    Tew, Yiqi
    [J]. 2017 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC 2017), 2017, : 380 - 385
  • [5] Particle filter localization and real time obstacle avoidance control based on 3D perception for wheelchair mobile robot
    Baklouti, Emna
    Ben Amor, Nader
    Jallouli, Mohamed
    [J]. 2016 IEEE 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS (IS), 2016, : 735 - 740
  • [6] 3D Path Planning and Stereo-based Obstacle Avoidance for Rotorcraft UAVs
    Hrabar, Stefan
    [J]. 2008 IEEE/RSJ INTERNATIONAL CONFERENCE ON ROBOTS AND INTELLIGENT SYSTEMS, VOLS 1-3, CONFERENCE PROCEEDINGS, 2008, : 807 - 814
  • [7] NAVIGATION WITH OBSTACLE AVOIDANCE OF AN AUTONOMOUS SAILBOAT
    Petres, Clement
    Romero-Ramirez, Miguel-Angel
    Plumet, Frederic
    [J]. FIELD ROBOTICS, 2012, : 86 - 93
  • [8] A robotic intelligent wheelchair system based on obstacle avoidance and navigation functions
    Alshraideh, Mohammed
    Mahafzah, Basel A.
    Al-Sharaeh, Saleh
    Hawamdeh, Ziad M.
    [J]. JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 2015, 27 (04) : 471 - 482
  • [9] Autonomous mobile robot navigation coupling fuzzy logic and reactive DVZ 3D obstacle avoidance control
    Baklouti, Emna
    Jallouli, Mohamed
    Ben Amor, Nader
    Titi, Sondes
    Nafti, Ahlem
    [J]. 2015 INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (INISTA) PROCEEDINGS, 2015, : 197 - 202
  • [10] Obstacle Avoidance-Based Autonomous Navigation of a Quadrotor System
    Alanezi, Mohammed A.
    Haruna, Zaharuddeen
    Sha'aban, Yusuf A.
    Bouchekara, Houssem R. E. H.
    Nahas, Mouaaz
    Shahriar, Mohammad S.
    [J]. DRONES, 2022, 6 (10)