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
- Homogeneous linear difference equation: when $f(k) = 0$.
- Non-homogeneous: when $f(k) \neq 0$.
- Constant-coefficient: when all $a_i$ are constants.
- Variable-coefficient: when some $a_i$ depend on $k$.
Examples
-
First-order homogeneous:
$$ y_{k+1} - 3y_k = 0 $$
Solution: $y_k = C \cdot 3^k$
-
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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