Understanding Thermodynamic Variables: Fixing Confusion and Clarifying Relations

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In thermodynamics, understanding the relationships between thermodynamic variables is crucial, particularly when taking partial derivatives. Each potential, such as internal energy (U) or enthalpy (H), has specific natural independent variables that must be held fixed during differentiation. For instance, the internal energy's natural variables are entropy (S), volume (V), and particle number (N), while enthalpy's are S, pressure (P), and N. The Gibbs phase rule indicates that only a certain number of independent variables are needed to define a system's state, with the others determined by the equation of state. This framework allows for clear differentiation and analysis of thermodynamic processes, even when variables are interdependent.
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So I have had related questions over the past month, but I would like to ask this question to clarify my understanding.
In thermodynamics you work with certain potentials, which are a function of the thermodynamic variables, i.e.:

U(S,T,V,N,P)

Now for U one has the identity:

dU= TdS+SdT-pdV+VdP etc etc.

From these one figure out relations like:

T = dU/dS at fixed V,T,P...

It is this thing about the thermodynamic variables being fixed that has always confused me. In general are the thermodynamic variables S,P,T,V,N not correlated? How am I to understand then the derivative if I am keeping the other thermodynamic variables fixed. Consider for instance including particles of different kinds:

U = ... + μ1N1 + μ2N2

Now we have that:

μ1 = dU/dN1 at fixed T,S,V, N2

But how can I keep N2 fixed if I am in a resevoir, where adding a particle to one phase with N1 particles, actually takes away a particle from the other i.e. dN1=-dN2

Similarly, if I change for instance V, don't I change S or P etc etc.
 
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Usually you use functions with arguments that are independent from each other. In the grand-canonical ensemble there are three independent degrees of freedom.

Different potentials have different "natural" independent variables. For the internal energy you have
\mathrm{d} U=T \mathrm{d} S - p \mathrm{d}V + \mu \mathrm{d} N.
The natural independent variables for U are thus the entropy, the volume and the particle number, and you have the relations
\left (\frac{\partial U}{\partial S} \right )_{V,N}=T, \quad \left (\frac{\partial U}{\partial V} \right )_{S,N}=-p, \quad \left (\frac{\partial U}{\partial N} \right )_{S,V}=\mu.
For other combinations of independent variables other potentials are more convenient. E.g., the enthalpy. It's given by a socalled Legendre transformation of the internal energy
H=U+p V.
The total differential reads
\mathrm{d} H= \mathrm{d}U + p \mathrm{d} V+V \mathrm{d} p=T \mathrm{d} S + V \mathrm{d} p + \mu \mathrm{d} N.
The natural independent variables for the enthalpy are thus the entropy, pressure, and particle number. From this you get
\left (\frac{\partial H}{\partial S} \right )_{p,N}=T, \quad \left (\frac{\partial H}{\partial p} \right )_{S,N}=V, \quad \left (\frac{\partial H}{\partial N} \right )_{S,p}=\mu.
As you see, it is important to note, which independent variables are to be held fixed when taking a partial derivative.

Other important relations, socalled Maxwell relations, can be found from the 2nd mixed derivatives. E.g., for the internal energy you have
\frac{\partial^2 U}{\partial V \partial S}=\left (\frac{\partial T}{\partial V} \right )_{S,N}=-\left (\frac{\partial p}{\partial S} \right )_{V,N}.
For more details, see Wikipedia:

http://en.wikipedia.org/wiki/Maxwell_relations
 
In thermodynamics, you only need a certain number of "independent" variables to fully define the state of the system. The other variables are then fixed by the equation of state. The number of independent variables, ##F## is given by the Gibbs phase rule:

##F=C-P+2##,

where ##C## is the number of chemical components in the system and ##P## is the number of phases in the system.

For example, the equation of state of an ideal gas is ##PV=nRT##, and let's suppose that it consists of a single chemical component. You only need to specify three of the four variables ##P,V,n,T## and the fourth is fixed by the equation of state. We can then denote partial derivatives of the variables with a notation like

##\left(\frac{\partial P}{\partial V}\right)_{n,T}=-\frac{nRT}{V^{2}}##,

where we specify that ##n## and ##T## are treated as constants in the differentiation. Here we fix enough variables to make sure that ##P## and ##V## are the only variables we don't know. You can easily imagine a process where we increase the volume of a closed ideal gas system while keeping temperature constant (a container with heat conducting walls), and the measure the corresponding change of pressure.
 
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