2023Unpublished venueRequires access

A Simplified Hindmarsh-Rose Model Based on Power-Flow Analysis

Sebastian Jenderny, Karlheinz Ochs, Matthew I. Gibson, Philipp Hövel

Open publisher page 2 citations

Abstract

The Hindmarsh-Rose model is known as a neuron model that can display various neuronal dynamics such as spiking and bursting. Circuit implementations are mostly based on operational amplifiers and transistors, while a theoretical, equivalent electrical circuit of this widely used model has only been recently proposed. This circuit provides a good tool for analyzing the importance of the individual circuit elements with respect to the overall behavior, but contains several highly nonlinear circuit elements. For this reason, we propose a simplified, equivalent circuit by investigating the power flows of the nonlinear circuit elements. As a result, we obtain a circuit where a resistor remains as the only nonlinear circuit element. Simulation results verify the circuit’s ability to still generate spiking and bursting dynamics. Moreover, a bifurcation analysis reveals that there exist clearly separable spiking and bursting regimes. This allows for a well controllable behavior of the simplified circuit.

About this research paper

What this paper is about

The Hindmarsh-Rose model is known as a neuron model that can display various neuronal dynamics such as spiking and bursting. Circuit implementations are mostly based on operational amplifiers and transistors, while a theoretical, equivalent electrical circuit of this widely used model has only been recently proposed. This circuit provides a good tool for analyzing the importance of the individual circuit elements with respect to the overall behavior, but contains several highly nonlinear circuit elements. For this reason, we propose a simplified, equivalent circuit by investigating the power flows of the nonlinear circuit elements. As a result, we obtain a circuit where a resistor remains as the only nonlinear circuit element. Simulation results verify the circuit’s ability to still generate spiking and bursting dynamics. Moreover, a bifurcation analysis reveals that there exist clearly separable spiking and bursting regimes. This allows for a well controllable behavior of the simplified circuit.

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OpenAlex reports 2 citations for this work. Citation counts describe recorded attention and do not establish research quality.

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Available abstract

The Hindmarsh-Rose model is known as a neuron model that can display various neuronal dynamics such as spiking and bursting. Circuit implementations are mostly based on operational amplifiers and transistors, while a theoretical, equivalent electrical circuit of this widely used model has only been recently proposed. This circuit provides a good tool for analyzing the importance of the individual circuit elements with respect to the overall behavior, but contains several highly nonlinear circuit elements. For this reason, we propose a simplified, equivalent circuit by investigating the power flows of the nonlinear circuit elements. As a result, we obtain a circuit where a resistor remains as the only nonlinear circuit element. Simulation results verify the circuit’s ability to still generate spiking and bursting dynamics. Moreover, a bifurcation analysis reveals that there exist clearly separable spiking and bursting regimes. This allows for a well controllable behavior of the simplified circuit.

Key concepts: Rose (mathematics), Power flow, Computer science, Flow (mathematics), Power (physics), Control theory (sociology), Electric power system, Mathematics

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