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Commutative, associative, distributive properties

Short answer

An LTI system is linear and time-invariant, described by y=x*h. Convolution is commutative (x*h=h*x), associative ((x*h1)*h2=x*(h1*h2), so cascades combine as h1*h2), and distributive (x*(h1+h2)=x*h1+x*h2, so parallel systems add as h1+h2).

What is LTI system? Explain the commutative, associative and distributive properties of discrete time LTI systems.

LTI system

A linear time-invariant (LTI) system obeys superposition (linearity) and its behaviour does not change with time (a shifted input gives an equally shifted output). It is fully described by its impulse response h[n]h[n], and

y[n]=x[n]∗h[n]=∑k=−∞∞x[k] h[n−k]y[n]=x[n]*h[n]=\sum_{k=-\infty}^{\infty}x[k]\,h[n-k]

1. Commutative property

x[n]∗h[n]=h[n]∗x[n]x[n]*h[n]=h[n]*x[n]

Proof: in ∑kx[k]h[n−k]\sum_k x[k]h[n-k] put m=n−km=n-k: it becomes ∑mh[m]x[n−m]=h[n]∗x[n]\sum_m h[m]x[n-m]=h[n]*x[n]. Meaning: the roles of input and impulse response can be swapped without changing the output.

2. Associative property

{x[n]∗h1[n]}∗h2[n]=x[n]∗{h1[n]∗h2[n]}\{x[n]*h_1[n]\}*h_2[n]=x[n]*\{h_1[n]*h_2[n]\}

Meaning: two LTI systems in cascade are equivalent to a single system with h[n]=h1[n]∗h2[n]h[n]=h_1[n]*h_2[n]. With the commutative property, the order of the cascade can also be changed.

 x -->[h1]-->[h2]--> y
   ==  x -->[h1*h2]--> y
   ==  x -->[h2]-->[h1]--> y

3. Distributive property

x[n]∗{h1[n]+h2[n]}=x[n]∗h1[n]+x[n]∗h2[n]x[n]*\{h_1[n]+h_2[n]\}=x[n]*h_1[n]+x[n]*h_2[n]

Proof: ∑kx[k](h1[n−k]+h2[n−k])=∑kx[k]h1[n−k]+∑kx[k]h2[n−k]\sum_k x[k](h_1[n-k]+h_2[n-k])=\sum_k x[k]h_1[n-k]+\sum_k x[k]h_2[n-k]. Meaning: two LTI systems in parallel (same input, outputs added) are equivalent to one system with h=h1+h2h=h_1+h_2.

       +-->[h1]--+
 x ----+         (+)--> y   ==  x -->[h1+h2]--> y
       +-->[h2]--+

Example

h1=δ[n]+δ[n−1]h_1=\delta[n]+\delta[n-1], h2=δ[n]−δ[n−1]h_2=\delta[n]-\delta[n-1]:

  • cascade: h1∗h2=δ[n]−δ[n−2]h_1*h_2=\delta[n]-\delta[n-2];
  • parallel: h1+h2=2δ[n]h_1+h_2=2\delta[n].

These properties let a block diagram of many LTI systems be reduced to a single equivalent h[n]h[n].

✓ Answer checked by Claude Opus 5.5 (high effort)

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