Maximum value of Von Neumann Entropy

In summary, the maximum value of the Von Neumann entropy for a completely random ensemble is ln(N), where N is the population, and this can be proved using Lagrange multipliers and the equations S = -Tr(ρ~lnρ) and <A> = Tr(ρA). The solution involves setting ρ_{kk} = e^{γ-1} and using the fact that Tr(ρ) = 1 for a completely random ensemble. This results in the final equation S = -Tr(ρ~lnρ) = -∑_k \frac{1}{N} ln(\frac{1}{N}) = lnN.
  • #1
Whitehole
132
4

Homework Statement


Prove that the maximum value of the Von Neumann entropy for a completely random ensemble is ##ln(N)## for some population ##N##

Homework Equations


##S = -Tr(ρ~lnρ)##
##<A> = Tr(ρA)##

The Attempt at a Solution


Using Lagrange multipliers and extremizing S

Let ##~S = -Tr(ρ~lnρ) + γ (<1> - 1) = -Tr(ρ~lnρ) + γ (Tr(ρ) - 1)##

##δS = Tr( -δρ~ lnρ - ρ \frac{δρ}{ρ} + γ δρ) = 0##

## ∑_k [-lnρ_{kk} - 1 + γ] δρ = 0 ##

⇒ ##ρ_{kk} = e^{γ-1}##

Let ##γ = \frac{1}{N}##

##ρ_{kk} = e^{\frac{1}{N}-1} → \frac{1}{N}## for N very large.

Thus, ##S = -Tr(ρ~lnρ) = -∑_k \frac{1}{N} ln(\frac{1}{N}) = lnN##

Is my solution valid?
 
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  • #2
Actually, I think after the line ##ρ_{kk} = e^{γ-1}## everything is wrong. I should use the result ##Tr(ρ)=1## for a completely random ensemble.

So we take the sum from 1 to N, ##∑_k ρ_{kk} = ∑_k e^{γ-1} =Ne^{γ-1} = 1~## ⇒ ##~e^{γ-1} = \frac{1}{N}~##

Thus, ##S = -Tr(ρ~lnρ) = -∑_k \frac{1}{N} ln(\frac{1}{N}) = lnN##

I think this is kinda correct. Any comment?
 

1. What is the meaning of maximum value of Von Neumann Entropy?

The maximum value of Von Neumann Entropy is the upper bound for the amount of randomness or uncertainty that can be present in a quantum system.

2. How is the maximum value of Von Neumann Entropy calculated?

The maximum value of Von Neumann Entropy is calculated by taking the logarithm of the dimension of the Hilbert space of the quantum system.

3. What is the significance of the maximum value of Von Neumann Entropy?

The maximum value of Von Neumann Entropy is significant because it determines the maximum amount of information that can be extracted from a quantum system. It also helps in understanding the limits of quantum information theory.

4. Can the maximum value of Von Neumann Entropy be exceeded?

No, the maximum value of Von Neumann Entropy cannot be exceeded as it represents the maximum amount of randomness or uncertainty that can be present in a quantum system.

5. How does the maximum value of Von Neumann Entropy relate to other measures of entropy?

The maximum value of Von Neumann Entropy is closely related to other measures of entropy, such as Shannon entropy and Boltzmann entropy. However, it differs in the fact that it takes into account the quantum nature of the system and is applicable to both pure and mixed quantum states.

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