Novelty Detection for Robot Neotaxis

Details Novelty Detection for Robot Neotaxis Novelty Detection for Robot Neotaxis

2000-06-02

arxiv.org/abs/cs/0006005v1

Computer Science

Robotics

7 pages, 5 figures. In Proceedings of the Second International Conference on Neural Computation, 2000

Scientific paper

The ability of a robot to detect and respond to changes in its environment is potentially very useful, as it draws attention to new and potentially important features. We describe an algorithm for learning to filter out previously experienced stimuli to allow further concentration on novel features. The algorithm uses a model of habituation, a biological process which causes a decrement in response with repeated presentation. Experiments with a mobile robot are presented in which the robot detects the most novel stimulus and turns towards it (`neotaxis').

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