Lagrange Multipliers (Variational)
Source lecture(s): PHY622 Lec1
Intuition
Constraints turn free variation problems into constrained ones by adding a term that penalizes constraint violations.
Formal Definition
For constraint \(G[y]=0\), extremize \(\int (F+\lambda G)\,dx\). The multiplier \(\lambda(x)\) enforces the constraint.
Mathematical Formulation
\[\frac{\partial}{\partial y}(F+\lambda G) - \frac{d}{dx}\frac{\partial}{\partial y'}(F+\lambda G) = 0$$
$$G[y]=0\]
Derivation
Lagrange undetermined multiplier method: require stationarity of \(J+\lambda G\) with respect to both \(y\) and \(\lambda\).
Worked Example
Brachistochrone under gravity with fixed endpoints uses \(F=\sqrt{(1+y'^2)/2gy}\).
Common Mistakes
- Treating \(\lambda\) as a constant when it can be an arbitrary function of \(x\).
- Forgetting natural boundary conditions from fixed endpoints.
Related Concepts
Quiz
Q1. What does the multiplier \(\lambda\) represent physically?
Answer
A generalized force that enforces the constraint.