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Leaky integrator

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Mathematic equation
A graph of a solution to a leaky integrator; the input changes at T=5.

In mathematics, a leaky integrator equation is a specific differential equation, used to describe a component or system that takes the integral of an input, but gradually leaks a small amount of input over time. It appears commonly in hydraulics, electronics, and neuroscience where it can represent either a single neuron or a local population of neurons.

Equation

The equation is of the form

d x / d t = − A x + C {\displaystyle dx/dt=-Ax+C}

where C is the input and A is the rate of the 'leak'.

General solution

The equation is a nonhomogeneous first-order linear differential equation. For constant C its solution is

x ( t ) = k e − A t + C A {\displaystyle x(t)=ke^{-At}+{\frac {C}{A}}}

where k {\displaystyle k} is a constant encoding the initial condition.

References

  1. Eliasmith, Anderson, Chris, Charles (2003). Neural Engineering. Cambridge, Massachusetts: MIT Press. pp. 81. ISBN 9780262050715.{{cite book}}: CS1 maint: multiple names: authors list (link)
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