Leaky integrator

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File:Leakyintegrator.png
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.[1]

Equation

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The equation is of the form

dx/dt=Ax+C

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

General solution

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

x(t)=keAt+CA

where k is a constant encoding the initial condition.

References

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  1. ^ Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).