Proofs from Constrained extrema
All proofs from Constrained extrema.
At a regular point of , at least one of is nonzero, so the constraint is locally a smooth curve. A tangent vector to that curve satisfies
because is constant along the constraint. At a constrained extremum, the first-order change of must also vanish for every feasible tangent vector:
In the plane, both gradients are therefore normal to the same tangent line. Since , the two normals are parallel, so for some scalar . The existence of maximum and minimum values follows by applying the extreme-value theorem to the closed and bounded constraint curve.