Implementation of Hebb's rules in a network of excitable chemical cells coupled by pulses
A network of four excitable cells with the Belousov-Zhabotinsky (BZ) reaction is considered both theoretically and experimentally. All cells are coupled by pulses with time delays τ nj between the moment of a spike in cell # n and the moment of the corresponding perturbation of an addressee (cell #...
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Veröffentlicht in: | Physical chemistry chemical physics : PCCP 2023-07, Vol.25 (26), p.1742-17428 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | A network of four excitable cells with the Belousov-Zhabotinsky (BZ) reaction is considered both theoretically and experimentally. All cells are coupled by pulses with time delays
τ
nj
between the moment of a spike in cell #
n
and the moment of the corresponding perturbation of an addressee (cell #
j
). The coupling strengths of all connections except the coupling strength
C
12
between cells #1 and #2 are constant. Cell #1 is periodically perturbed (with period
T
ex
) and sends pulses to cell #2. The value of
C
12
is controlled by pulses from two other cells (with indexes #5 and #6; cells with indexes #3 and #4 are absent in the considered network), provided the pulses from cell #5 increase
C
12
, while the pulses from cell #6 decrease
C
12
. Cells #5 and #6 are mutually coupled by inhibitory pulses. Depending on the relations between the values of
τ
nj
, there are three dynamic modes in the network: (i) the coupling strength
C
12
increases stepwise, which is the "Hebb mode", (ii) the
C
12
decreases stepwise, which is the "anti-Hebb mode", and (iii) the
C
12
remains almost unchanged within some small adjustable range, which is the meander mode. The ability to tune the
C
12
via
"Hebb" and "anti-Hebb" modes introduces memory in the chemical network and, consequently, a mechanism of learning can be realized. The theoretical network is implemented experimentally using four microcells with the BZ reaction provided the pulse coupling between microcells is realized using optical links.
A network of four excitable cells with the Belousov-Zhabotinsky (BZ) reaction that performs Hebbian regulation of the coupling strength. |
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ISSN: | 1463-9076 1463-9084 |
DOI: | 10.1039/d3cp01238g |