How to find the expectation value of cos x

Click For Summary
SUMMARY

The expectation value of cos(4x) for a continuous variable x uniformly distributed according to the probability density function f(x) = 4e^(-4x) is calculated using the integral I = ∫(0 to ∞) 4e^(-4x)cos(4x)dx, yielding a result of 1/2. The discussion highlights the importance of using a valid probability density function, as the original f(x) presented was incorrect. Participants clarified that the limits of the trigonometric functions at infinity are bounded, leading to the conclusion that the expectation value can be determined correctly despite the initial confusion regarding the function's validity.

PREREQUISITES
  • Understanding of probability density functions (PDFs)
  • Knowledge of expectation values in probability theory
  • Familiarity with integration techniques involving exponential and trigonometric functions
  • Basic concepts of bounded functions and limits in calculus
NEXT STEPS
  • Study the properties of probability density functions and their normalization
  • Learn techniques for integrating products of exponential and trigonometric functions
  • Explore the concept of expectation values in both quantum mechanics and classical probability
  • Review the differences between wave functions and probability density functions in quantum mechanics
USEFUL FOR

Students in mathematics, physics, or engineering fields, particularly those studying probability theory, quantum mechanics, or integration techniques. This discussion is beneficial for anyone seeking to understand expectation values in the context of probability distributions.

DEEPTHIgv
Messages
6
Reaction score
3

Homework Statement


If x is a continuous variable which is uniformly distributed over the real line from x=0 to x -> infinity according to the distribution f (x) =exp(-4x) then the expectation value of cos 4x is?

Answer is 1/2
Follow· 01
Request

Homework Equations


the expectation value of any function g is, <g>=∫Ψ*gΨdx

The Attempt at a Solution



Here,
Ψ=f(x)
since f is independent of time
∴Ψ*=f(x)
now, for <cos 4x>=∫exp(-4x)cos(4x)exp(-4x)dx
let <cos4x>=I=∫cos(4x)exp(-8x)dx
rest of the solution if in the picture attached
my main doubt is how to put the limit infinity in sin and cos
 

Attachments

  • 20181208_102009.jpg
    20181208_102009.jpg
    30.4 KB · Views: 2,036
Last edited by a moderator:
Physics news on Phys.org
The limits ##\lim_{x\rightarrow \infty}\cos{4x}##, ##\lim_{x\rightarrow \infty}\sin{4x}## do not exist, however here you have the limits

##\lim_{x\rightarrow \infty}e^{-8x}\cos{4x}## , ##\lim_{x\rightarrow \infty}e^{-8x}\sin{4x}## which are zero, because ##lim_{x\rightarrow \infty}e^{-8x}=0## and the functions ##\sin{4x}, \cos{4x}## are bounded. (It is a well known lemma that the limit of the product of a bounded function with another function that has limit zero, is also zero).
 
  • Like
Likes   Reactions: DEEPTHIgv
DEEPTHIgv said:

Homework Statement


If x is a continuous variable which is uniformly distributed over the real line from x=0 to x -> infinity according to the distribution f (x) =exp(-4x) then the expectation value of cos 4x is?

Answer is 1/2
Follow· 01
Request

Homework Equations


the expectation value of any function g is, <g>=∫Ψ*gΨdx

The Attempt at a Solution



Here,
Ψ=f(x)
since f is independent of time
∴Ψ*=f(x)
now, for <cos 4x>=∫exp(-4x)cos(4x)exp(-4x)dx
let <cos4x>=I=∫cos(4x)exp(-8x)dx
rest of the solution if in the picture attached
my main doubt is how to put the limit infinity in sin and cos
The probability distribution function is not the same as the wavefunction in QM.
 
This does not read like a quantum theory question to me, just straight probability. But the given f(x) is not a valid pdf; its integral over the full range is not 1. Seems like it should be 4e-4x.
Anyway, to answer your question, all you care about at infinity is that the trig functions are bounded. Look at the other factor.

Beaten by Δ2 and ehild because I spent time figuring out the answer, and I do not believe it is 1/2. Also, there is still the problem that the given pdf is not valid.

Edit: the reason I got a different answer is that I used cos(x), as stated in the title, instead of cos(4x), as stated in post #1.
 
Last edited:
  • Like
Likes   Reactions: DEEPTHIgv and Delta2
That was my concern also, but my subconscious thought was that he meant wave function, though the problem statement clearly states probability density function.

So the initial integral to start with would be ##I=\int_0^{\infty}4e^{-4x}\cos{4x}dx##.
 
  • Like
Likes   Reactions: DEEPTHIgv
Delta2 said:
the problem statement clearly states probability density function.
Except, as I posted, it fails the totality of 1 criterion.
 
haruspex said:
Except, as I posted, it fails the totality of 1 criterion.
Yes it should have been with a factor 4 in front (as you already said), probably a typo by the OP.
 
DEEPTHIgv said:
solution if in the picture attached
You may find it a bit simpler to spot that a likely integral of ##e^{-\lambda x}\cos(\mu x)## is the form ##e^{-\lambda x}(A\cos(\mu x)+B\sin(\mu x))## then differentiate that to find A and B.
 
ehild said:
The probability distribution function is not the same as the wavefunction in QM.

Could you please explain or suggest a source from which I can understand the difference.
 
  • #10
haruspex said:
This does not read like a quantum theory question to me, just straight probability. But the given f(x) is not a valid pdf; its integral over the full range is not 1. Seems like it should be 4e-4x.
Anyway, to answer your question, all you care about at infinity is that the trig functions are bounded. Look at the other factor.

Beaten by Δ2 and ehild because I spent time figuring out the answer, and I do not believe it is 1/2. Also, there is still the problem that the given pdf is not valid.

It is possible.
The above question is from a previous year entrance test.
 
  • #11
Delta2 said:
That was my concern also, but my subconscious thought was that he meant wave function, though the problem statement clearly states probability density function.

So the initial integral to start with would be ##I=\int_0^{\infty}4e^{-4x}\cos{4x}dx##.
Isn't the expectation value supposed to be ∫f* cos4x f dx
 
  • #12
Delta2 said:
Yes it should have been with a factor 4 in front (as you already said), probably a typo by the OP.
I have posted the question just as it was given.
 
  • #13
DEEPTHIgv said:
Isn't the expectation value supposed to be ∫f* cos4x f dx
That is correct if ##f## is given as a wave function. However the problem states that ##f## is a probability density function hence the expectation value of the variable ##g(x)## is simply ##\int g(x)f(x)dx##.

To unify the two cases, when ##f## is the wave function then the probability density function is ##|f|^2=f^{*}f##
 
Last edited:
  • Like
Likes   Reactions: DEEPTHIgv
  • #14
Delta2 said:
That was my concern also, but my subconscious thought was that he meant wave function, though the problem statement clearly states probability density function.

So the initial integral to start with would be ##I=\int_0^{\infty}4e^{-4x}\cos{4x}dx##.
this gives the correct answer
 
  • Like
Likes   Reactions: Delta2

Similar threads

  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K
Replies
24
Views
3K
Replies
5
Views
6K
Replies
3
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
Replies
14
Views
3K
  • · Replies 4 ·
Replies
4
Views
2K
Replies
9
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K