LaGrange Multiplier
From 3D Printables
When looking for the extreme values of a differentiable function f,
subject to two constraints, g=0 and h=0, often the gradients of $\del g$
and ∇h are not parallel. In such cases ∇f is a linear
combination of ∇g and ∇h. It is often difficult for student to
visualize the two intersecting surface, the tangent to the curve of
intersection, the gradients which at perpendicular to the surfaces, and
the gradient of f. This model helps students see by examining the three
dimensional model, that ∇f lies in the plane determined by the
gradients to the level sets, and that that plane is perpendicular to the
tangent to curve determined by the intersection of the surfaces g=0 and
h=0. Hence it is more readily apparent why the optimal solution should
satisfy ∇f= λ∇g + μ∇h and g(x,y,z)=0, h(x,y,z)=0.
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