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Linear system
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==The convolution integral== The output of any general continuous-time linear system is related to the input by an integral which may be written over a doubly infinite range because of the causality condition: <math display="block"> y(t) = \int_{-\infty}^{t} h(t,t') x(t')dt' = \int_{-\infty}^{\infty} h(t,t') x(t') dt' </math> If the properties of the system do not depend on the time at which it is operated then it is said to be '''time-invariant''' and {{mvar|h}} is a function only of the time difference {{math|1=''Ο'' = ''t'' β ''t' ''}} which is zero for {{math|''Ο'' < 0}} (namely {{math|''t'' < ''t' ''}}). By redefinition of {{mvar|h}} it is then possible to write the input-output relation equivalently in any of the ways, <math display="block"> y(t) = \int_{-\infty}^{t} h(t-t') x(t') dt' = \int_{-\infty}^{\infty} h(t-t') x(t') dt' = \int_{-\infty}^{\infty} h(\tau) x(t-\tau) d \tau = \int_{0}^{\infty} h(\tau) x(t-\tau) d \tau </math> Linear time-invariant systems are most commonly characterized by the Laplace transform of the impulse response function called the ''transfer function'' which is: <math display="block">H(s) =\int_0^\infty h(t) e^{-st}\, dt.</math> In applications this is usually a rational algebraic function of {{mvar|s}}. Because {{math|''h''(''t'')}} is zero for negative {{mvar|t}}, the integral may equally be written over the doubly infinite range and putting {{math|1=''s'' = ''iΟ''}} follows the formula for the ''frequency response function'': <math display="block"> H(i\omega) = \int_{-\infty}^{\infty} h(t) e^{-i\omega t} dt </math>
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