Sequences and Series: Solving recurrence systems
Sequences and Series: Solving recurrence systems
Understanding Recurrence Systems
- A recurrence system is system of equations where the result of one equation is used as an input for the next.
- Recurrence systems are often used in modelling sequences and series.
- The order of a recurrence system is the number of steps back it depends on. A system depending on the previous two steps is second order, and so on.
- The simplest form of a recurrence system is the first order linear recurrence relation:
a(n) = pa(n-1) + q
, where p and q are constants. - A higher order recurrence system could look like this:
a(n) = pa(n-1) + qa(n-2) + r
, where p, q, and r are constants, and this is a second order system.
Solving Recurrence Systems
- Solving a recurrence system involves finding a general term
a(n)
that can calculate any term in the sequence without referring to previous terms. - The foundation of solving recurrence system lies in understanding the concept of a characteristic equation. The characteristic equation of the recurrence relation
a(n) = pa(n-1) + qa(n-2)
isr^2 - pr - q = 0
. - The roots of the characteristic equation provide valuable information about the solution to the recurrence system.
- When both roots are real and distinct,
r1
andr2
, the general form of the solution isa(n) = kr1^n + lr2^n
. - When the characteristic equation has repeated roots,
r1
, the general form of the solution isa(n) = (kr + l)n^r
. - When the roots are complex, arranged as
p ± qi
, the general solution isa(n) = r^n[kcos(nθ) + lsin(nθ)]
, wherer = sqrt(p^2 + q^2)
andθ = tan^-1(q/p)
. - Constants
k
andl
can be found by using the initial conditions of the problem.
Solving Recurrence Systems with Non-Homogeneous Terms
- In many realistic situations, the sequence is subjected to forces external to the system, leading to non-homogeneous recurrence relations.
- The procedure to solve such systems involves finding the complementary function (solution of the homogeneous part) and a particular solution (solution of the non-homogeneous part).
- We find the final solution by adding together the complementary function and the particular solution.
Applications of Recurrence Systems
- Recurrence systems, due to their inherent iterative nature, are useful in modelling various practical phenomena including population growth, economic behaviours, and biological processes.
- Being able to solve recurrence systems opens up the ability to analyse complex dynamic systems in several fields including mathematics, physics, economics, and computer science.