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Tuesday, September 28, 2021

09-27-2021-1946 - linear time-invariant system (LTI system)

Kyle McDonald and Jonas Jongejan — Wonderspaces

In system analysis, among other fields of study, a linear time-invariant system (LTI system) is a system that produces an output signal from any input signal subject to the constraints of linearity and time-invariance; these terms are briefly defined below. These properties apply (exactly or approximately) to many important physical systems, in which case the response y(t)of the system to an arbitrary input x(t) can be found directly using convolutiony(t) = x(t) ∗ h(t)where h(t) is called the system's impulse response and ∗ represents convolution (not to be confused with multiplication, as is frequently employed by the symbol in computer languages). What's more, there are systematic methods for solving any such system (determining h(t)), whereas systems not meeting both properties are generally more difficult (or impossible) to solve analytically. A good example of an LTI system is any electrical circuit consisting of resistors, capacitors, inductors and linear amplifiers.[2]

Linear time-invariant system theory is also used in image processing, where the systems have spatial dimensions instead of, or in addition to, a temporal dimension. These systems may be referred to as linear translation-invariant to give the terminology the most general reach. In the case of generic discrete-time (i.e., sampled) systems, linear shift-invariant is the corresponding term. LTI system theory is an area of applied mathematics which has direct applications in electrical circuit analysis and design, signal processing and filter design, control theory, mechanical engineering, image processing, the design of measuring instruments of many sorts, NMR spectroscopy[citation needed], and many other technical areas where systems of ordinary differential equations present themselves.

Block diagram illustrating the superposition principle and time invariance for a deterministic continuous-time SISO system. The system satisfies the superposition principle and is time-invariant if and only if  for all time , for all real constants  and  and for all inputs and .[1] Click image to expand it.

 https://en.wikipedia.org/wiki/Linear_time-invariant_system




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