A hovercraft robot that uses insect-inspired visual autocorrelation for motion control in a corridor
- Creators
- Fuller, Sawyer B.
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Murray, Richard M.
Abstract
In this paper we are concerned with the challenge of flight control of computationally-constrained micro-aerial vehicles that must rely primarily on vision to navigate confined spaces. We turn to insects for inspiration. We demonstrate that it is possible to control a robot with inertial, flight-like dynamics in the plane using insect-inspired visual autocor-relators or "elementary motion detectors" (EMDs) to detect patterns of visual optic flow. The controller, which requires minimal computation, receives visual information from a small omnidirectional array of visual sensors and computes thrust outputs for a fan pair to stabilize motion along the centerline of a corridor. To design the controller, we provide a frequency-domain analysis of the response of an array of correlators to a flat moving wall. The model incorporates the effects of motion parallax and perspective and provides a means for computing appropriate inter-sensor angular spacing and visual blurring. The controller estimates the state of robot motion by decomposing the correlator response into harmonics, an analogous operation to that performed by tangential cells in the fly. This work constitutes the first-known demonstration of control of non-kinematic inertial dynamics using purely correlators.
Additional Information
© 2011 IEEE. This work supported by the Institute for Collaborative Biotechnologies through grant DAAD19-03-D-0004 from the U.S. Army Research Office and a National Science Foundation Fellowship to S. Fuller. The authors would like to acknowledge Andrew Straw for insightful discussion regarding correlators and optic flow estimation.Additional details
- Eprint ID
- 94153
- Resolver ID
- CaltechAUTHORS:20190326-141247340
- Army Research Office (ARO)
- DAAD19-03-D-0004
- NSF Graduate Research Fellowship
- Created
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2019-03-27Created from EPrint's datestamp field
- Updated
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2021-11-16Created from EPrint's last_modified field