Generating chaos with neural-network-differential-equation for intelligent fish-catching robot

Haruhiro Inukai, Mamoru Minami, Akira Yanou

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

We have been investigating a method to compose some intelligent robot. Continuous catching and releasing experiment of several fishes induces the fishes to find some escaping strategies such as staying stationarily at corners of the pool. To make fish-catching robot intelligent more than fish's adapting and escaping abilities, we have proposed a chaos-generator comprising Neural-Network-Differential-Equation(NNDE) and an evolving mechanism to have the system generate chaotic trajectories as many as possible. We believe that the fish could not be adaptive enough to escape from chasing net with chaos motions since unpredictable chaotic motions of net may go beyond the fish's adapting abilities to the net motions. In this report we confirmed that the proposed system can generate plural chaos by examining chaotic characters of chaos trajectories generated by NNDE through Lyapunov number, Poincare return map, initial value sensitivity, fractal dimension and bifurcation map.

Original languageEnglish
Title of host publication2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Print)9781479978625
DOIs
Publication statusPublished - Sep 8 2015
Event10th Asian Control Conference, ASCC 2015 - Kota Kinabalu, Malaysia
Duration: May 31 2015Jun 3 2015

Other

Other10th Asian Control Conference, ASCC 2015
CountryMalaysia
CityKota Kinabalu
Period5/31/156/3/15

Fingerprint

Chaos theory
Fish
Differential equations
Robots
Neural networks
Intelligent robots
Trajectories
Bifurcation (mathematics)
Chaotic systems
Fractal dimension
Experiments

ASJC Scopus subject areas

  • Control and Systems Engineering

Cite this

Inukai, H., Minami, M., & Yanou, A. (2015). Generating chaos with neural-network-differential-equation for intelligent fish-catching robot. In 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015 [7244530] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ASCC.2015.7244530

Generating chaos with neural-network-differential-equation for intelligent fish-catching robot. / Inukai, Haruhiro; Minami, Mamoru; Yanou, Akira.

2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015. Institute of Electrical and Electronics Engineers Inc., 2015. 7244530.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Inukai, H, Minami, M & Yanou, A 2015, Generating chaos with neural-network-differential-equation for intelligent fish-catching robot. in 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015., 7244530, Institute of Electrical and Electronics Engineers Inc., 10th Asian Control Conference, ASCC 2015, Kota Kinabalu, Malaysia, 5/31/15. https://doi.org/10.1109/ASCC.2015.7244530
Inukai H, Minami M, Yanou A. Generating chaos with neural-network-differential-equation for intelligent fish-catching robot. In 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015. Institute of Electrical and Electronics Engineers Inc. 2015. 7244530 https://doi.org/10.1109/ASCC.2015.7244530
Inukai, Haruhiro ; Minami, Mamoru ; Yanou, Akira. / Generating chaos with neural-network-differential-equation for intelligent fish-catching robot. 2015 10th Asian Control Conference: Emerging Control Techniques for a Sustainable World, ASCC 2015. Institute of Electrical and Electronics Engineers Inc., 2015.
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