Recurrence Relation - limit of a sequence

Click For Summary
SUMMARY

The discussion focuses on the convergence of the recurrence relation defined by the equation xn=√(5xn-1+6) with the initial condition x1=2. It is established that the sequence converges due to the slow growth rate, leading to a limit that can be determined by assuming convergence and substituting xn-1 with the limit x. The convergence criteria are clarified, indicating that if the recurrence relation's parameters fall within specific ranges, the sequence will converge to a limit, specifically λ/(1-ψ) for linear recurrence relations. The conversation also highlights the concept of attractors in relation to convergence.

PREREQUISITES
  • Understanding of recurrence relations and their definitions
  • Familiarity with convergence criteria in sequences
  • Basic knowledge of calculus, particularly limits
  • Experience with iterative methods for solving equations
NEXT STEPS
  • Explore the concept of fixed points in recurrence relations
  • Learn about the stability of fixed points and basins of attraction
  • Study the application of the Banach fixed-point theorem
  • Investigate numerical methods for evaluating convergence in sequences
USEFUL FOR

Mathematicians, computer scientists, and students studying numerical analysis or dynamical systems who are interested in understanding the behavior of recurrence relations and their convergence properties.

dumbQuestion
Messages
124
Reaction score
0
Hello,

It is my understanding that if we have a sequence defined as follows:an+1=(ψ)an + (λ)Then if ψ≥1 or ψ≤-1, the sequence diverges. If -1<ψ<1, the sequence converges to:

λ/(1-ψ)I was working problems in a book and one of the problems said that the following sequence converges:

xn=√(5xn-1+6), where x1=2Can somebody explain to me why this converges? I mean, I guess it grows at such a slow rate that eventually it converges to a set limit. But what are some ways I can determine that limit? I mean are there any tools to evaluate the convergence of recurrance relations, like basic tools we have when dealing with regular sequences? The only "tool" I know is the one I listed above and my calculus book doesn't really look at these. Or when it comes to these, do I just have to plug in the first few numbers and look for a general trend? Thanks for the advice!
 
Physics news on Phys.org
A useful trick is to suppose first of all that it does converge, to x say, then think what that would mean if you put xn-1 = x. You should then be able to calculate x (may be more than one solution). Some solutions may be attractors, i.e. if you start within a certain range - the basin of attraction - you will converge to that limit; others may not be, i.e. no matter how close you start to that solution you won't converge there. Knowing a potential limit allows you to study how the difference between a current value and the proposed limit changes with each step - does it shrink to zero?
 

Similar threads

  • · Replies 17 ·
Replies
17
Views
6K
  • · Replies 24 ·
Replies
24
Views
7K
  • · Replies 3 ·
Replies
3
Views
3K
Replies
8
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
Replies
3
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 4 ·
Replies
4
Views
3K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K