linear time invariant system
A linear time invariant system (LTI) is a linear dynamical system T(p),
y(k) | =T(p)u(k), |
with parameter p that is time independent. y(k) denotes the system output and u(k) denotes the input. The independent variable k can be denoted as time, index for a discrete sequences or differential operaters (e.g. such as s in Laplace domain or ω in frequency domain).
For example, for a simple mass-spring-dashpot system, the system parameter p can be selected as the mass m, spring constant k and damping coefficient d. The input u to the said system can be chosen as the force applied to the mass and the output y can be chosen as the mass’s displacement.
LTI system has the following properties.
- Linearity:
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If y1=Tx1 and y2=Tx2, then
T{αx1+βx2}=αy1+βy2 - Time Invariance:
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If y(k)=Tx(k), then
y(k+δk)=Tx(k+δk) - Associative:
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T1⋅(T2⋅T3)=(T1⋅T2)⋅T3 - Commutative:
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T1⋅T2=T2⋅T1
A LTI system can be represented with the following:
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•
Transfer function of Laplace transform
variable s, which is commonly used in control systems design.
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Transfer function of Fourier transform
variable ω, which is commonly used in communication theory and signal processing.
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Transfer function of z-transform
variable z-1, which is commonly used in digital signal processing (DSP).
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•
State-space equations, which is commonly used in modern control theory and mechanical systems.
Note that all transfer functions are LTI systems, but not all state-space equations are LTI systems.
Title | linear time invariant system |
---|---|
Canonical name | LinearTimeInvariantSystem |
Date of creation | 2013-03-22 14:22:25 |
Last modified on | 2013-03-22 14:22:25 |
Owner | Mathprof (13753) |
Last modified by | Mathprof (13753) |
Numerical id | 11 |
Author | Mathprof (13753) |
Entry type | Definition |
Classification | msc 93A10 |
Synonym | LTI |
Related topic | Controllability |
Related topic | Observability |
Related topic | SystemDefinitions |