Canonical Ensemble Homework: P(ε) & No. of Microstates with Energy (E-ε)

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Discussion Overview

The discussion revolves around the probability P(ε) that a system has a specific energy ε within the context of a canonical ensemble. Participants explore the relationship between this probability and the number of microstates available to the system and the reservoir, as well as the implications of energy distribution between the system and the reservoir.

Discussion Character

  • Homework-related
  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • One participant states that P(ε) is defined as 1 divided by the number of possible systems with different energies, which is challenged by others who argue it should be based on the number of arrangements where the energy of the system is ε.
  • Some participants propose that the probability is proportional to the number of microstates in the reservoir with energy (E - ε), indicating a dependence on the multiplicity of states.
  • There is a discussion about how the total number of microstates for the system and reservoir depends on their respective energies, with some participants emphasizing that the multiplicity of the reservoir is crucial for determining probabilities.
  • One participant questions the relevance of the number of energy states for the smaller system, suggesting that the focus should be on the microstates corresponding to a given energy ε.
  • Another participant introduces the concept of conditional probability, suggesting that the probability of the smaller system having energy ε must account for the energy of the reservoir.
  • There is a proposal that the probability P(ε) can be expressed in terms of the microstates of both the smaller system and the reservoir, leading to a formula that includes their multiplicities.
  • Participants discuss the definition of temperature in the context of the microcanonical ensemble and its implications for the energy distribution between the system and the reservoir.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the correct formulation of P(ε) or the implications of energy distribution between the system and the reservoir. Multiple competing views remain regarding the definitions and relationships involved.

Contextual Notes

There are unresolved assumptions regarding the nature of the microstates and the conditions under which the probabilities are calculated. The discussion includes varying interpretations of how to apply the canonical ensemble framework to the problem at hand.

Pushoam
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Homework Statement



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The probability that the system has the energy ε i.e.P(ε).
The system could have any energy between 0 and E.
So, P(ε) = 1/(no. of possible systems with different energies)
I cannot understand how P (ε) is related to the no. of possible microstates the reservior could have with energy ( E - ε).

In eq.4.10, it is differentiating wrt. E. But, E is constant. So, dE is 0. What about this?
I have taken the image from Blundell's book.

Homework Equations

The Attempt at a Solution

 
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Pushoam said:
So, P(ε) = 1/(no. of possible systems with different energies)
This is not correct. The probability is P(ε) = (# of possible arrangements where the energy of the system is ε) / (total # of arrangements)
The numerator is thus ##\propto \Omega (E - \epsilon)##.

Pushoam said:
In eq.4.10, it is differentiating wrt. E. But, E is constant. So, dE is 0. What about this?
E is fixed for a particular situation, but multiplicity is still a function of E, i.e., it's value depends on E.
 
The canonical ensemble applies to a system coupled to a large environment with which it can exchange energy (i.e., an energy “reservoir”). Suppose that we can describe the whole system + reservoir by a microcanonical ensemble. Then, the probability of the system being in a particular configuration of energy E is simply proportional to the number of ways of depositing the remaining energy U-E in the reservoir. How?
DrClaude said:
The probability is P(ε) = (# of possible arrangements where the energy of the system is ε) / (total # of arrangements)
The numerator is thus ∝Ω(E−ϵ)∝Ω(E−ϵ)\propto \Omega (E - \epsilon).
The no. of possible arrangements of the smaller system with energy ##\epsilon## is 1, while the no. of possible arrangements of the smaller system and the bigger system is ##\Omega (E - \epsilon)##.
I think you mean by "# of possible arrangements where the energy of the system is ε)" the no. of possible arrangements of the smaller system and the bigger system is ##\Omega (E - \epsilon)## instead of no. of possible arrangements of the smaller system with energy ##\epsilon## is 1.Why so?
 
Pushoam said:
Suppose that we can describe the whole system + reservoir by a microcanonical ensemble. Then, the probability of the system being in a particular configuration of energy E is simply proportional to the number of ways of depositing the remaining energy U-E in the reservoir. How?
I don't understand your question. The total energy is ##E##, which is distributed among the systems (##E_s = \epsilon##) and the reservoir (##E_r = E - \epsilon##). The total number of microstates for each value of ##\epsilon## will thus depend ##\Omega_s(E_s)## and ##\Omega_r(E_r)##.

Pushoam said:
The no. of possible arrangements of the smaller system with energy ##\epsilon## is 1, while the no. of possible arrangements of the smaller system and the bigger system is ##\Omega (E - \epsilon)##.
##\Omega (E - \epsilon)## is the multiplicity of the reservoir, not system+reservoir (using the notation above, ##\Omega_r (E - \epsilon)##).

Pushoam said:
I think you mean by "# of possible arrangements where the energy of the system is ε)" the no. of possible arrangements of the smaller system and the bigger system is ##\Omega (E - \epsilon)## instead of no. of possible arrangements of the smaller system with energy ##\epsilon## is 1.Why so?
See above.
 
DrClaude said:
The total number of microstates for each value of ϵ will thus depend ##\Omega_s(E_s) ##and##\Omega_r(E_r)##.
The total no. of microstates of the microcanical system (when the energy of the smaller system is ##\epsilon##) is ##\Omega_s(E_s)\Omega_r(E_r)##.
The smaller system could be allowed to have a no. of different energies corresponding to different microstates.
Let's say that the smaller system is allowed to have n different energies. Then, there are n microstates.
Now, the probabililty that the smaller system has energy ##\epsilon## is P(ε) = 1/n. Is this correct?
 
Pushoam said:
Let's say that the smaller system is allowed to have n different energies. Then, there are n microstates.
The number of possible energy states for the small system is irrelevant (and often taken to be infinity). What is important is the number of microstates for a given value of the energy ε. As the text states, it is assumed (without loss of generality) that the energy states of the small system are not degenerate, and therefore ##\Omega_s(\epsilon) = 1 \forall \epsilon##.

Pushoam said:
Now, the probabililty that the smaller system has energy ##\epsilon## is P(ε) = 1/n. Is this correct?
That would be correct if the reservoir was not there. What is important here is that the reservoir has different probabilities of being in states of different energies, and some energy states of the reservoir are much more probable than others. In other words, you have to calculate the conditional probability ##P(\epsilon | E_r = E - \epsilon)##.
 
DrClaude said:
What is important here is that the reservoir has different probabilities of being in states of different energies, and some energy states of the reservoir are much more probable than others.
This is because the reservoir can have a no. of microstates corresponding to a given energy.Right?
DrClaude said:
In other words, you have to calculate the conditional probability ##P(\epsilon | E_r = E - \epsilon)##.
This I am not getting.
I want to calculate the probability that the smaller system will have energy ##\epsilon##.
Whenever the small system has energy ##\epsilon##, the reservoir has to have the energy ## E - \epsilon##.
I think ##P(\epsilon | E_r = E - \epsilon)## means : the probability that the smaller system has energy ## \epsilon## , when it is given that the reservoir has the energy ## E - \epsilon ##. But, in this case ##P(\epsilon | E_r = E - \epsilon)= 1##.

Is this correct?
 
I think I have got it now.
The smaller system and the reservoir together can be described by a Microcanonical ensemble as its energy E is constant.
Acc. to the fundamental assumption of stat-mech , each microstate corresponding to Microcanonical ensemble is equally probable.
Let's say that the smaller system is allowed to have n no. of different energies and so n no. of microstates.
Then the probabililty that the smaller system is with energy ##\epsilon## and the reservoir has energy E- ##\epsilon## is
denoted by P(##\epsilon##).
Now, ## P(\epsilon) = \frac {(\text{ no. of microstates of the smaller system with energy} ~ \epsilon )* (\text{no. of microstates of reservoir with energy }(E- \epsilon))} {\text{total no. of microstates of the microcanonical system}}##

##\\ ~~~~~~~~~~~~~= \frac {\Omega_s (\epsilon) \Omega_r (E-\epsilon)}{\Sigma_i \Omega_s(\epsilon _i) \Omega_r(E-\epsilon _i)}##
## ~Since, \Omega_s (\epsilon)= 1 \text{given in the problem }~,
\\P(\epsilon) ∝ \Omega_r (E-\epsilon)##

Is this correct?
 
Let's take ##P(\epsilon) = M \Omega_r(E- \epsilon)~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(0)## , where M is an appropriate constant.
So, we have to calculate, ##\Omega_r(E-\epsilon)##.
Temperature of the microcanonical system is defined as :
##\frac1 {k_bT} = \frac{d \ln \Omega(E)} {dE}~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(1)
\\~here, \Omega (E) = \Sigma_i\Omega_s(\epsilon_i)\Omega_r(E-\epsilon_i)##
Temperature of the reservoir (which is equal to the temperature of the microcanonical system) when its energy is (E - \epsilon) is given by
##\frac1 {k_bT} = \frac{d \ln \Omega_r(E -\epsilon)} {d(E- \epsilon)}~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(2)##
Is this correct or is the definition of tem. by eq.(1) valid only for a microcanonical system?


Assuming that (2) is correct.
##\frac {d(E- \epsilon)}{k_bT}= \frac {d \Omega_r(E -\epsilon)} { \Omega_r(E -\epsilon)} ##
Integrating both sides,
##\frac {(E- \epsilon)}{k_bT} = \ln \Omega_r(E -\epsilon) +C_1##
## \Omega_r(E -\epsilon) = N e^{\frac{- \epsilon}{k_bT}} ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(3)##
Where, C_1 and N are the appropriate constants.

Using Eq(0) and (3) ,
##P(\epsilon) = Ae^{\frac{- \epsilon}{k_bT}}~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(4)##
Where A is an appropriate constant.

Is this correct?
 
  • #10
Pushoam said:
I think ##P(\epsilon | E_r = E - \epsilon)## means : the probability that the smaller system has energy ## \epsilon## , when it is given that the reservoir has the energy ## E - \epsilon ##. But, in this case ##P(\epsilon | E_r = E - \epsilon)= 1##.
As you figured out afterwards, this is not correct. ##P(\epsilon | E_r = E - \epsilon)## is a function of ##\epsilon##, because the multiplicity of the reservoir is a function of ##E_r## (and hence of ##\epsilon##).

Pushoam said:
I think I have got it now.
The smaller system and the reservoir together can be described by a Microcanonical ensemble as its energy E is constant.
Acc. to the fundamental assumption of stat-mech , each microstate corresponding to Microcanonical ensemble is equally probable.
Let's say that the smaller system is allowed to have n no. of different energies and so n no. of microstates.
Then the probabililty that the smaller system is with energy ##\epsilon## and the reservoir has energy E- ##\epsilon## is
denoted by P(##\epsilon##).
Now, ## P(\epsilon) = \frac {(\text{ no. of microstates of the smaller system with energy} ~ \epsilon )* (\text{no. of microstates of reservoir with energy }(E- \epsilon))} {\text{total no. of microstates of the microcanonical system}}##

##\\ ~~~~~~~~~~~~~= \frac {\Omega_s (\epsilon) \Omega_r (E-\epsilon)}{\Sigma_i \Omega_s(\epsilon _i) \Omega_r(E-\epsilon _i)}##
## ~Since, \Omega_s (\epsilon)= 1 \text{given in the problem }~,
\\P(\epsilon) ∝ \Omega_r (E-\epsilon)##

Is this correct?
Correct.

Pushoam said:
Temperature of the microcanonical system is defined as :
##\frac1 {k_bT} = \frac{d \ln \Omega(E)} {dE}~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(1)
\\~here, \Omega (E) = \Sigma_i\Omega_s(\epsilon_i)\Omega_r(E-\epsilon_i)##
In the micro canonical ensemble, temperature is not defined, since ##E## is fixed.


Pushoam said:
Assuming that (2) is correct.
##\frac {d(E- \epsilon)}{k_bT}= \frac {d \Omega_r(E -\epsilon)} { \Omega_r(E -\epsilon)} ##
Integrating both sides,
##\frac {(E- \epsilon)}{k_bT} = \ln \Omega_r(E -\epsilon) +C_1##
## \Omega_r(E -\epsilon) = N e^{\frac{- \epsilon}{k_bT}} ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(3)##
Where, C_1 and N are the appropriate constants.

Using Eq(0) and (3) ,
##P(\epsilon) = Ae^{\frac{- \epsilon}{k_bT}}~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~(4)##
Where A is an appropriate constant.

Is this correct?
I'm not used to seeing it derived this way, but I don't see anything wrong.
 
  • #11
Thank you, thanks a lot.
 

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