Difference between revisions of "Power Series and Functions"

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(Created page with "<strong>Interval and Radius of Convergence</strong> * [https://www.youtube.com/watch?v=B-5o0JdUWTo Power Series Part 1] Video by Math is Power 4U * [https://www.youtube.com/w...")
 
 
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<strong>Interval and Radius of Convergence</strong>
 
  
* [https://www.youtube.com/watch?v=B-5o0JdUWTo Power Series Part 1] Video by Math is Power 4U
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The study of '''power series''' is aimed at investigating series which can approximate some function over a certain interval.
* [https://www.youtube.com/watch?v=A9JIdi0fQHs Power Series Part 2] Video by Math is Power 4U
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* [https://www.youtube.com/watch?v=Dp7nRR_tMNo Ex 1: Interval of Convergence for a Power Series] Video by Math is Power 4U
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==Motivations==
* [https://www.youtube.com/watch?v=n3Bg8Ep7ZxY Ex 2: Interval of Convergence for a Power Series] Video by Math is Power 4U
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Elementary calculus (differentiation) is used to obtain information on a line which touches a curve at one point (i.e. a tangent). This is done by calculating the gradient, or slope of the curve, at a single point. However, this does not provide us with reliable information on the curve's actual ''value'' at given points in a wider interval. This is where the concept of power series becomes useful.
* [https://www.youtube.com/watch?v=KD8Dh8eRGfY Ex 3: Interval of Convergence for a Power Series] Video by Math is Power 4U
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* [https://www.youtube.com/watch?v=_dygDdNYNiQ Ex 4: Interval of Convergence for a Power Series] Video by Math is Power 4U
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===An example===
* [https://www.youtube.com/watch?v=_MATUA9rE4I Ex 5: Interval of Convergence for a Power Series] Video by Math is Power 4U
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* [https://www.youtube.com/watch?v=8JidUtBf-js Ex 6: Interval of Convergence for a Power Series] Video by Math is Power 4U
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Consider the curve of <math>y=\cos(x)</math> , about the point <math>x=0</math> . A naïve approximation would be the line <math>y=1</math> . However, for a more accurate approximation, observe that <math>\cos(x)</math> looks like an inverted parabola around <math>x=0</math> - therefore, we might think about which parabola could approximate the shape of <math>\cos(x)</math> near this point. This curve might well come to mind:
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:<math>y=1-\frac{x^2}{2}</math>
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In fact, this is the best estimate for <math>\cos(x)</math> which uses polynomials of degree 2 (i.e. a highest  term of <math>x^2</math>) - but how do we know this is true? This is the study of power series: finding optimal approximations to functions using polynomials.
 +
 
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==Definition==
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A ''power series'' (in one variable) is a infinite series of the form
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:<math>f(x)=a_0(x-c)^0+a_1(x-c)^1+a_2(x-c)^2+\cdots</math> (where <math>c</math> is a constant)
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or, equivalently,
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:<math>f(x)=\sum_{n=0}^\infty a_n(x-c)^n</math>
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==Radius of convergence==
 +
When using a power series as an alternative method of calculating a function's value, the equation
 +
:<math>f(x)=\sum_{n=0}^\infty a_n(x-c)^n</math>
 +
can only be used to study <math>f(x)</math> where the power series converges - this may happen for a finite range, or for all real numbers.
 +
 
 +
The size of the interval (around its center) in which the power series converges to the function is known as the ''radius of convergence''.
 +
 
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===An example===
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:<math>\frac{1}{1-x}=\sum_{n=0}^\infty x^n</math> (a geometric series)
 +
this converges when <math>|x|<1</math> , the range <math>f(x)-1<x<1</math> , so the radius of convergence - centered at 0 - is '''1'''. It should also be observed that at the ''extremities'' of the radius, that is where <math>x=1</math> and <math>x=-1</math> , the power series does not converge.
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===Another example===
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:<math>e^x=\sum_{n=0}^\infty\frac{x^n}{n!}</math>
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Using the ratio test, this series converges when the ratio of successive terms is less than one:
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:<math>\lim_{n\to\infty}\left|\frac{x^{n+1}}{(n+1)!}\frac{n!}{x^n}\right|<1</math>
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:<math>=\lim_{n\to\infty}\left|\frac{x^nx^1}{n!(n+1)}\frac{n!}{x^n}\right|<1</math>
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:<math>=\lim_{n\to\infty}\left|\frac{x}{n+1}\right|<1</math>
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which is always true - therefore, this power series has an infinite radius of convergence. In effect, this means that the power series can ''always'' be used as a valid alternative to the original function, <math>e^x</math> .
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===Abstraction===
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If we use the ratio test on an arbitrary power series, we find it converges when
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:<math>\lim_{n\to\infty}\frac{|a_{n+1}x|}{|a_n|}<1</math>
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and diverges when
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:<math>\lim_{n\to\infty}\frac{|a_{n+1}x|}{|a_n|}>1</math>
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The radius of convergence is therefore
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:<math>r=\lim_{n\to\infty}\frac{|a_n|}{|a_{n+1}|}</math>
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If this limit diverges to infinity, the series has an infinite radius of convergence.
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==Differentiation and Integration==
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Within its radius of convergence, a power series can be differentiated and integrated term by term.
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:<math>\frac{d}{dx}\left[\sum_{n=0}^\infty a_nx^n\right]=\sum_{n=0}^\infty a_{n+1}(n+1)(x-c)^n</math>
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:<math>\int\sum_{n=0}^\infty a_n(x-c)^ndx=\sum_{n=1}^\infty\frac{a_{n-1}(x-c)^n}{n}+k</math>
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Both the differential and the integral have the same radius of convergence as the original series.
 +
 
 +
This allows us to sum exactly suitable power series. For example,
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:<math>\frac{1}{1+x}=1-x+x^2-x^3\pm\cdots</math>
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This is a geometric series, which converges for <math>|x|<1</math> . Integrating both sides, we get
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:<math>\ln(1+x)=x-\frac{x^2}{2}+\frac{x^3}{3}\pm\cdots</math>
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which will also converge for <math>|x|<1</math> . When <math>x=-1</math> this is the harmonic series, which ''diverges''; when <math>x=1</math> this is an alternating series with diminishing terms, which ''converges'' to <math>\ln(2)</math> - this is testing the extremities.
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It also lets us write series for integrals we cannot do exactly such as the error function:
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:<math>e^{-x^2}=\sum(-1)^n\frac{x^{2n}}{n!}</math>
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The left hand side can not be integrated exactly, but the right hand side can be.
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:<math>\int\limits_0^z e^{-x^2}dx=\sum\frac{(-1)^n z^{2n+1}}{(2n+1)n!}</math>
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This gives us a series for the sum, which has an infinite radius of convergence, letting us approximate the integral as closely as we like.
 +
 
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Note that this is not a power series, as the power of <math>z</math> is not the index.
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 +
==Resources==
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===Interval and Radius of Convergence===
 +
 
 +
* [https://www.youtube.com/watch?v=B-5o0JdUWTo Power Series Part 1] Video by James Sousa, Math is Power 4U
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* [https://www.youtube.com/watch?v=A9JIdi0fQHs Power Series Part 2] Video by James Sousa, Math is Power 4U
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* [https://www.youtube.com/watch?v=Dp7nRR_tMNo Ex 1: Interval of Convergence for a Power Series] Video by James Sousa, Math is Power 4U
 +
* [https://www.youtube.com/watch?v=n3Bg8Ep7ZxY Ex 2: Interval of Convergence for a Power Series] Video by James Sousa, Math is Power 4U
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* [https://www.youtube.com/watch?v=KD8Dh8eRGfY Ex 3: Interval of Convergence for a Power Series] Video by James Sousa, Math is Power 4U
 +
* [https://www.youtube.com/watch?v=_dygDdNYNiQ Ex 4: Interval of Convergence for a Power Series] Video by James Sousa, Math is Power 4U
 +
* [https://www.youtube.com/watch?v=_MATUA9rE4I Ex 5: Interval of Convergence for a Power Series] Video by James Sousa, Math is Power 4U
 +
* [https://www.youtube.com/watch?v=8JidUtBf-js Ex 6: Interval of Convergence for a Power Series] Video by James Sousa, Math is Power 4U
  
 
* [https://www.youtube.com/watch?v=01LzAU__J-0 Interval and Radius of Convergence for a Series Ex 1] Video by Patrick JMT
 
* [https://www.youtube.com/watch?v=01LzAU__J-0 Interval and Radius of Convergence for a Series Ex 1] Video by Patrick JMT
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* [https://www.youtube.com/watch?v=EGni2-m5yxM Finding the Radius and Interval of Convergence] Video by The Organic Chemistry Tutor
 
* [https://www.youtube.com/watch?v=EGni2-m5yxM Finding the Radius and Interval of Convergence] Video by The Organic Chemistry Tutor
  
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===Representing Functions as Power Series===
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* [https://www.youtube.com/watch?v=Sw7PcBTgE0A Representing a Function as a Geometric Power Series (Part 1)] Video by James Sousa, Math is Power 4U
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* [https://www.youtube.com/watch?v=DyJetBjvT4M Representing a Function as a Geometric Power Series (Part 2)] Video by James Sousa, Math is Power 4U
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* [https://www.youtube.com/watch?v=CIDaNHGcQ08 Ex 1: Find a Power Series to Represent a Rational Function] Video by James Sousa, Math is Power 4U
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* [https://www.youtube.com/watch?v=Ps06EgRs3tI Ex 2: Find a Power Series to Represent a Rational Function] Video by James Sousa, Math is Power 4U
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* [https://www.youtube.com/watch?v=ALxAnRKG_1c Ex 3: Find a Power Series to Represent a Rational Function] Video by James Sousa, Math is Power 4U
 +
 +
* [https://www.youtube.com/watch?v=XWGPjZK0Yzw Power Series Representation of Functions] Video by Patrick JMT
 +
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* [https://www.youtube.com/watch?v=wrDo-4bwB-8 Power Series Representation, Radius and Interval of Convergence] Video by Krista King
 +
 +
* [https://www.youtube.com/watch?v=54yldObvvwY Power Series Representation of Functions] Video by The Organic Chemistry Tutor
  
<strong>Representing Functions as Power Series</strong>
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==Licensing==
 +
Content obtained and/or adapted from:
 +
* [https://en.wikibooks.org/wiki/Calculus/Power_series Power series, Wikibooks: Calculus] under a CC BY-SA license

Latest revision as of 13:37, 29 October 2021

The study of power series is aimed at investigating series which can approximate some function over a certain interval.

Motivations

Elementary calculus (differentiation) is used to obtain information on a line which touches a curve at one point (i.e. a tangent). This is done by calculating the gradient, or slope of the curve, at a single point. However, this does not provide us with reliable information on the curve's actual value at given points in a wider interval. This is where the concept of power series becomes useful.

An example

Consider the curve of , about the point . A naïve approximation would be the line . However, for a more accurate approximation, observe that looks like an inverted parabola around - therefore, we might think about which parabola could approximate the shape of near this point. This curve might well come to mind:

In fact, this is the best estimate for which uses polynomials of degree 2 (i.e. a highest term of ) - but how do we know this is true? This is the study of power series: finding optimal approximations to functions using polynomials.

Definition

A power series (in one variable) is a infinite series of the form

(where is a constant)

or, equivalently,

Radius of convergence

When using a power series as an alternative method of calculating a function's value, the equation

can only be used to study where the power series converges - this may happen for a finite range, or for all real numbers.

The size of the interval (around its center) in which the power series converges to the function is known as the radius of convergence.

An example

(a geometric series)

this converges when , the range , so the radius of convergence - centered at 0 - is 1. It should also be observed that at the extremities of the radius, that is where and , the power series does not converge.

Another example

Using the ratio test, this series converges when the ratio of successive terms is less than one:

which is always true - therefore, this power series has an infinite radius of convergence. In effect, this means that the power series can always be used as a valid alternative to the original function, .

Abstraction

If we use the ratio test on an arbitrary power series, we find it converges when

and diverges when

The radius of convergence is therefore

If this limit diverges to infinity, the series has an infinite radius of convergence.

Differentiation and Integration

Within its radius of convergence, a power series can be differentiated and integrated term by term.

Both the differential and the integral have the same radius of convergence as the original series.

This allows us to sum exactly suitable power series. For example,

This is a geometric series, which converges for . Integrating both sides, we get

which will also converge for . When this is the harmonic series, which diverges; when this is an alternating series with diminishing terms, which converges to - this is testing the extremities.

It also lets us write series for integrals we cannot do exactly such as the error function:

The left hand side can not be integrated exactly, but the right hand side can be.

This gives us a series for the sum, which has an infinite radius of convergence, letting us approximate the integral as closely as we like.

Note that this is not a power series, as the power of is not the index.

Resources

Interval and Radius of Convergence

Representing Functions as Power Series

Licensing

Content obtained and/or adapted from: