Existence and stability of local excitations in homogeneous neural fields |
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Authors: | K. Kishimoto S. Amari |
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Affiliation: | (1) Faculty of Engineering, University of Tokyo, 113 Tokyo, Japan |
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Abstract: | Summary Dynamics of excitation patterns is studied in one-dimensional homogeneous lateral-inhibition type neural fields. The existence of a local excitation pattern solution as well as its waveform stability is proved by the use of the Schauder fixed-point theorem and a generalized version of the Perron-Frobenius theorem of positive matrices to the function space. The dynamics of the field is in general multi-stable so that the field can keep short-term memory. |
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Keywords: | Neural field Waveform stability Lateral inhibition Dynamics of pattern formation Perron-Frobenius theorem |
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