A mobile robot navigation with use of CUDA parallel architecture
Barbara Siemiątkowska , Jacek Szklarski , Michał Gnatowski , Adam Borkowski , Piotr Węclewski
AbstractIn this article we present a navigation system of a mobile robot based on parallel calculations. It is assumed that the robot is equipped with a 3D laser range scanner. The system is essentially based on a dual grid-object, where labels are attached to detected objects (such maps can be used in navigation based on semantic information). We use a classical SMPA (Sense - Model - Plan - Act) architecture for navigation, however, some steps concerning object detection, planning and localization are parallelized in order to speed up the entire process. The CUDA (Compute Unified Device Architecture) technology allows us to execute our algorithms on many processing units with use of a inexpensive graphics card which makes it possible to apply the proposed navigation system in a real time.
|Journal series||Journal of Automation, Mobile Robotics and Intelligent Systems, ISSN 1897-8649, (B 7 pkt)|
|Keywords in English||navigation neural network parallel computing|
|ASJC Classification||; ;|
|Publication indicators||= 2.0; : 2016 = 0.942|
|Citation count*||2 (2014-12-28)|
* presented citation count is obtained through Internet information analysis and it is close to the number calculated by the Publish or Perish system.