Learning Objectives:
- Understand the need and motivation behind the Legendre transformation.
- Learn how Legendre transformation changes the dependent variables of a function.
- Apply the concept in classical mechanics to transition from Lagrangian to Hamiltonian formulation.
Key Concepts / Definitions:
- Legendre Transformation: A mathematical tool used to switch the dependent variable of a function from one quantity to its conjugate.
- Conjugate Variables: Pairs of variables like $(q, p)$ or $(x, y)$, where one is the derivative of the function with respect to the other.
- Hamiltonian Mechanics: A reformulation of classical mechanics that utilizes Legendre transformation to shift from velocity-based to momentum-based variables.
Theory and Explanation:
The Legendre transformation is a mathematical operation used when a function is defined in terms of a variable, but we want to re-express it in terms of its derivative instead. This is particularly useful in physics when the original variables are not the most convenient for analysis.
Motivation:
Imagine you have a function $f(x)$, but in many situations, you want to work with $y = \frac{df}{dx}$ instead of $x$. The Legendre transform lets you rewrite $f(x)$ in terms of $y$.
This switch is often helpful in thermodynamics (switching between internal energy and enthalpy), or in mechanics (transitioning from velocity to momentum).
Basic Idea:
Let $f(x)$ be a smooth, convex function. Define:
- $y = \frac{df}{dx}$
- Then the Legendre transform $g(y)$ is given by: \(g(y) = xy - f(x)\)
This $g(y)$ is a new function where $x$ is now expressed in terms of $y$. Importantly, $g(y)$ and $f(x)$ carry equivalent information but in different variables.
Application in Classical Mechanics:
In classical mechanics, we begin with the Lagrangian: \(L(q, \dot{q}, t)\) where:
- $q$ is the generalized coordinate,
- $\dot{q}$ is the generalized velocity,
- $t$ is time.
We define the generalized momentum as: \(p = \frac{\partial L}{\partial \dot{q}}\)
To switch from the Lagrangian (which depends on $\dot{q}$) to the Hamiltonian, we use the Legendre transformation: \(H(q, p, t) = p \dot{q} - L(q, \dot{q}, t)\)
Here, we re-express the dynamics in terms of $q$ and $p$, which are often more natural in physical systems. The resulting Hamiltonian describes the total energy of the system.
Solved Examples:
-
Example 1 (Mathematical Function):
\[y = \frac{df}{dx} = 2ax \Rightarrow x = \frac{y}{2a}\] \[g(y) = xy - f(x) = \left(\frac{y}{2a}\right)y - a\left(\frac{y}{2a}\right)^2 = \frac{y^2}{2a} - \frac{y^2}{4a} = \frac{y^2}{4a}\]
Problem: Perform the Legendre transform of $f(x) = ax^2$.
Solution: -
Example 2 (Mechanics: Lagrangian to Hamiltonian):
\[p = \frac{\partial L}{\partial \dot{q}} = m \dot{q} \Rightarrow \dot{q} = \frac{p}{m}\] \[H = p \dot{q} - L = \frac{p^2}{m} - \left( \frac{p^2}{2m} - V(q) \right) = \frac{p^2}{2m} + V(q)\]
Problem: For the Lagrangian $L = \frac{1}{2}m \dot{q}^2 - V(q)$, find the Hamiltonian.
Solution: -
Example 3 (Thermodynamics: Internal Energy to Enthalpy):
Problem: Derive enthalpy $H(S, P)$ from internal energy $U(S, V)$.
Solution:Pressure is conjugate to volume: $P = -\left( \frac{\partial U}{\partial V} \right)_S$.
\[H(S, P) = U(S, V) + P V\]
Perform a Legendre transform: -
Example 4 (Thermodynamics: Internal Energy to Helmholtz Free Energy):
Problem: Derive Helmholtz free energy $F(T, V)$ from internal energy $U(S, V)$.
Solution:Temperature is conjugate to entropy: $T = \left( \frac{\partial U}{\partial S} \right)_V$
\[F(T, V) = U(S, V) - T S\]
Perform a Legendre transform: -
Example 5 (Thermodynamics: Internal Energy to Gibbs Free Energy):
Problem: Derive Gibbs free energy $G(T, P)$ from internal energy $U(S, V)$.
Solution:Perform two successive Legendre transforms:
\[G(T, P) = U + P V - T S\] -
Example 6 (Thermodynamics: Helmholtz to Gibbs):
\[G = F + P V = U - T S + P V\]
Problem: Derive Gibbs free energy from Helmholtz free energy.
Solution:
Important Points / Summary:
- The Legendre transformation replaces dependence on a variable with dependence on its conjugate.
- In mechanics, it allows a switch from velocity to momentum variables.
- The Hamiltonian formulation derived via Legendre transformation is essential in quantum mechanics and advanced classical physics.
Practice Questions:
- Short Answer:
- What is the Legendre transformation of $f(x) = e^x$?
- Define conjugate momentum and explain its role in Legendre transformation.
- Numerical:
- If $L = \frac{1}{2}m\dot{q}^2 + A\dot{q}$, find $H$.
- Find the Legendre transform of $f(x) = \ln x$.
- MCQs:
- The Legendre transformation is primarily used to:
- (a) Integrate functions
- (b) Switch variables from a function to its derivative
- (c) Eliminate time from equations
- (d) Solve differential equations
Answer: (b)
- In classical mechanics, $p = \frac{\partial L}{\partial \dot{q}}$ is:
- (a) Hamiltonian
- (b) Energy
- (c) Momentum
- (d) Position
Answer: (c)
- The Legendre transformation is primarily used to: