Proving Limit of y[n] for Newton-Raphson Method

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Discussion Overview

The discussion revolves around proving the limit of the sequence defined by the Newton-Raphson method for approximating the square root of a value, specifically focusing on the function y[n] = (1/2)(y[n-1] + x[n]/y[n-1]) where x[n] = a * u[n]. The participants seek to analytically demonstrate that as n approaches infinity, y[n] converges to sqrt(a).

Discussion Character

  • Exploratory
  • Mathematical reasoning
  • Homework-related

Main Points Raised

  • One participant requests guidance on how to analytically prove the limit of y[n] as n approaches infinity.
  • Another participant suggests that the limiting behavior implies the difference between successive terms approaches zero, proposing to set y[n] equal to y[n-1] to explore this further.
  • A participant seeks clarification on the implication of taking the limit, questioning how to handle the circular nature of the function.
  • Further clarification is provided that if the limit exists, it can be expressed as a quadratic equation in y.

Areas of Agreement / Disagreement

Participants express uncertainty regarding the approach to take when dealing with the limit and the circular nature of the function. There is no consensus on the method for proving the limit, and the discussion remains unresolved.

Contextual Notes

Participants have not fully explored the implications of the quadratic equation derived from the limit, and there may be missing assumptions regarding the convergence of the sequence.

dduardo
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Can someone get me going in the right direction.

For the given function:

y[n] = (1/2)(y[n-1] + x[n]/y[n-1])

where x[n] = a * u[n] (u[n] is the unit step function)

and y[-1] = 1

prove that y[n] as n -> infinity is equal to sqrt(a)

-----------

I know that this is the Newton-Raphson Method, but how do I go about analytically proving the above.

I've tried writing out a few terms and seeing if there is a pattern, but couldn't find anything.

The inside looks like a accumulator and tried to do a subsitution, but that didn't work.

Any help would be appreciated.
 
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When you see limiting behavior, it means that the differencebetween successive terms gets smaller and smaller. In the infinite limit, the difference between successive terms should be 0.

So, set y[n] = y[n-1] and see what happens.
 
I think I need a little more information.

So you are saying lim n-> inf (y[n] - y[n-1]) = 0 ? But since I'm dealing with a circular function how would I go about taking the limit?
 
dduardo said:
I think I need a little more information.

So you are saying lim n-> inf (y[n] - y[n-1]) = 0 ?
Yes, does it seem reasonable to you that this should be true ?

But since I'm dealing with a circular function how would I go about taking the limit?

There really isn't much to do. Let's call [itex]\lim_{n \rightarrow \infty} y[n] \equiv y[/itex]

Then you have [tex]y = \frac {y}{2} + \frac {x}{2y}[/tex]

This gives you a quadratic in y.
 
Ok, now I understand. Thanks
 

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