DocumentCode
1164157
Title
A Spike-Latency Model for Sonar-Based Navigation in Obstacle Fields
Author
Horiuchi, Timothy K.
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of Maryland, College Park, MD, USA
Volume
56
Issue
11
fYear
2009
Firstpage
2393
Lastpage
2401
Abstract
The rapid control of sonar-guided vehicles through obstacle fields has been a goal of robotics for decades. How sensory data are represented strongly affects how obstacles and goal information can be combined to select a direction of travel. Many approaches combine attractive and repulsive effects to steer; we have implemented an algorithm that first evaluates the desirability of different directions followed by a winner-take-all (WTA) mechanism to guide steering. We describe a neuromorphic VLSI implementation of this algorithm using the inherent echo delay of obstacles to produce a range-dependent gain in a ldquorace-to-first-spikerdquo neural WTA circuit.
Keywords
VLSI; automatic guided vehicles; collision avoidance; mobile robots; neural chips; sonar tracking; inherent echo delay; neuromorphic VLSI implementation; obstacle fields; race-to-first-spike neural WTA circuit; range-dependent gain; sonar-based navigation; sonar-guided vehicle control; spike-latency model; winner-take-all mechanism; Collision avoidance; echolocation; neuromorphic VLSI; obstacles; spike latency; spike timing; step inhibition; winner-take-all (WTA);
fLanguage
English
Journal_Title
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher
ieee
ISSN
1549-8328
Type
jour
DOI
10.1109/TCSI.2009.2015597
Filename
4785183
Link To Document