A Simplified Hindmarsh-Rose Model Based on Power-Flow Analysis
Sebastian Jenderny, Karlheinz Ochs, Matthew I. Gibson, Philipp Hövel
Abstract
Sebastian Jenderny, Karlheinz Ochs, Matthew I. Gibson, Philipp Hövel
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.
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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