Decentralized fuzzy control of multiple nonholonomic vehicles

Citation
Bj. Driessen et al., Decentralized fuzzy control of multiple nonholonomic vehicles, J INTEL ROB, 26(1), 1999, pp. 65-78
Citations number
18
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS
ISSN journal
09210296 → ACNP
Volume
26
Issue
1
Year of publication
1999
Pages
65 - 78
Database
ISI
SICI code
0921-0296(199909)26:1<65:DFCOMN>2.0.ZU;2-B
Abstract
This work considers the problem of controlling multiple nonholonomic vehicl es so that they converge to a scent source without colliding with each othe r. Since the control is to be implemented on a simple 8-bit microcontroller , fuzzy control rules are used to simplify a linear quadratic regulator con trol design. The inputs to the fuzzy controllers for each vehicle are the n oisy direction to the source, the distance to the closest neighbor vehicle, and the direction to the closest vehicle. These directions are discretized into four values: forward, behind, left, and right; and the distance into three values: near, far, and gone. The values of the control at these discr ete values are obtained based on the collision-avoidance repulsive forces a nd an attractive force towards the goal. A fuzzy inference system is used t o obtain control values from a small number of discrete input values. Simul ation results are provided which demonstrate that the fuzzy control law per forms well compared to the exact controller. In fact, the fuzzy controller demonstrates improved robustness to noise.