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Time-invariant system

 
Sci-Tech Dictionary: time-invariant system
(′tīm in′ver·ē·ənt ′sis·təm)

(control systems) A system in which all quantities governing the system's behavior remain constant with time, so that the system's response to a given input does not depend on the time it is applied.


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Wikipedia: Time-invariant system
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A time-invariant system is one whose output does not depend explicitly on time. That is, treating time as the independent variable, it is an autonomous system.

If the input signal x produces an output y then any time shifted input, t \mapsto x(t + \delta), results in a time-shifted output t \mapsto y(t + \delta).

Formally, if S is the shifting operator (Sδx(t) = x(t − δ)), then the operator T is called time-invariant, if

T(Sδx) = Sδ(Tx).

This property can be satisfied if the transfer function of the system is not a function of time except expressed by the input and output. This property can also be stated in another way in terms of a schematic

If a system is time-invariant then the system block is commutative with an arbitrary delay.

Contents

Simple example

To demonstrate how to determine if a system is time-invariant then consider the two systems:

  • System A: y(t) = t\cdot x(t)
  • System B: y(t) = 10\cdot x(t)
  • System C: y(t) = x(10 \cdot t)

Since system A explicitly depends on t outside of x(t) and y(t) it is not time-invariant (i.e. time-variant). System B does not depend explicitly on t, so it is time-invariant. System C is not time-invariant because a time shift will result in a scaled shift.

Formal example

A more formal proof of the previous example is now presented. For this proof, the second definition will be used.

System A:

Start with a delay of the input x_d(t) = \,\!x(t + \delta)
y_1(t) = t\, x_d(t) = t\, x(t + \delta)
Now delay the output by δ
y(t) = t\, x(t)
y_2(t) = \,\!y(t + \delta) = (t + \delta) x(t + \delta)
Clearly y_1(t) \,\!\ne y_2(t), therefore the system is not time-invariant.

System B:

Start with a delay of the input
y_1(t) = 10 \,x_d(t)= 10 \,x(t + \delta)
Now delay the output by δ
y_2(t) = y(t + \delta) = 10 \,x(t+\delta)
y_1(t) = \,\!y_2(t), therefore the system is time-invariant.

System C:

Start with a delay of the input
y_1(t) = x_d(10 \cdot t) = x(10 \cdot t + \delta)
Now delay the output by δ
y_2(t) = \,\!y(t + \delta) = x(10\cdot(t + \delta ))
Clearly y_1(t) \,\!\ne y_2(t), therefore the system is not time-invariant.

Although there are many other proofs, this is the easiest.

Abstract example

We can denote the shift operator by \mathbb{T}_r where r is the amount by which a vector's index set should be shifted. For example, the "advance-by-1" system

x(t+1) = \,\!\delta(t+1) * x(t)

can be represented in this abstract notation by

\tilde{x}_1 = \mathbb{T}_1 \, \tilde{x}

where \tilde{x} is a function given by

\forall t \in \mathbb{R}\ \tilde{x} = x(t)

with the system yielding the shifted output

\forall t \in \mathbb{R}\ \tilde{x}_1 = x(t + 1)

So \mathbb{T}_1 is an operator that advances the input vector by 1.

Suppose we represent a system by an operator \mathbb{H}. This system is time-invariant if it commutes with the shift operator, i.e.,

\forall r\ \mathbb{T}_r \, \mathbb{H} = \mathbb{H} \, \mathbb{T}_r

If our system equation is given by

\tilde{y} = \mathbb{H} \, \tilde{x}

then it is time-invariant if we can apply the system operator \mathbb{H} on \tilde{x} followed by the shift operator \mathbb{T}_r, or we can apply the shift operator \mathbb{T}_r followed by the system operator \mathbb{H}, with the two computations yielding equivalent results.

Applying the system operator first gives

\mathbb{T}_r \, \mathbb{H} \, \tilde{x} = \mathbb{T}_r \, \tilde{y} = \tilde{y}_r

Applying the shift operator first gives

\mathbb{H} \, \mathbb{T}_r \, \tilde{x} = \mathbb{H} \, \tilde{x}_r

If the system is time-invariant, then

\mathbb{H} \, \tilde{x}_r = \tilde{y}_r

See also


 
 

 

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