Wednesday, August 6, 2025

Linear Difference Equations

What are linear difference equations?

Linear difference equations are equations that define a sequence recursively, meaning each term in the sequence is expressed as a linear combination of previous terms. They are the discrete-time analog of linear differential equations.

General Form

A linear difference equation of order $n$ has the form:

$$ a_n y_{k+n} + a_{n-1} y_{k+n-1} + \cdots + a_1 y_{k+1} + a_0 y_k = f(k) $$

  • $y_k$ is the sequence (dependent variable).
  • $a_0, a_1, \ldots, a_n$ are constants (or sometimes functions of $k$).
  • $f(k)$ is a known function (can be zero for homogeneous equations).

Types

  1. Homogeneous linear difference equation: when $f(k) = 0$.
  2. Non-homogeneous: when $f(k) \neq 0$.
  3. Constant-coefficient: when all $a_i$ are constants.
  4. Variable-coefficient: when some $a_i$ depend on $k$.

Examples

  1. First-order homogeneous:

    $$ y_{k+1} - 3y_k = 0 $$

    Solution: $y_k = C \cdot 3^k$

  2. Second-order non-homogeneous:

    $$ y_{k+2} - 4y_{k+1} + 4y_k = 2^k $$

Applications

  • Time series analysis (e.g., AR models)
  • Population modeling
  • Control theory
  • Signal processing
  • Numerical algorithms

Would you like help solving a specific example?

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