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Michael Corral: Vector Calculus

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100 CHAPTER 2. FUNCTIONS OF SEVERAL VARIABLES<br />

Forexample,inExample2.25weshowedthattheconstrainedoptimizationproblem<br />

Maximize : f(x,y)= xy<br />

given : g(x,y)=2x+2y=20<br />

had the solution (x,y)=(5,5), and thatλ= x/2=y/2. Thus,λ=2.5. In a similar<br />

fashion we could show that the constrained optimization problem<br />

Maximize : f(x,y)= xy<br />

given : g(x,y)=2x+2y=21<br />

hasthesolution(x,y)=(5.25,5.25). Soweseethatthevalueof f(x,y)attheconstrained<br />

maximum increased from f(5,5)=25 to f(5.25,5.25)=27.5625, i.e. it increased by<br />

2.5625 when we increased the value of c in the constraint equation g(x,y)=c from<br />

c=20 to c=21. Notice thatλ=2.5 is close to 2.5625, that is,<br />

λ≈∆f=f(new max. pt)− f(old max. pt).<br />

Finally, note that solving the equation∇f(x,y)=λ∇g(x,y) means having to solve a<br />

system of two (possibly nonlinear) equations in three unknowns, which as we have<br />

seen before, may not be possible to do. And the 3-variable case can get even more<br />

complicated. All of this somewhat restricts the usefulness of Lagrange’s method to<br />

relatively simple functions. Luckily there are many numerical methods for solving<br />

constrained optimization problems, though we will not discuss them here. 13<br />

A<br />

☛ ✟<br />

✡Exercises<br />

✠<br />

1. Find the constrained maxima and minima of f(x,y)=2x+y given that x 2 +y 2 = 4.<br />

2. Find the constrained maxima and minima of f(x,y)= xy given that x 2 +3y 2 = 6.<br />

3. Find the points on the circle x 2 +y 2 = 100 which are closest to and farthest from the<br />

point (2,3).<br />

B<br />

4. Find the constrained maxima and minima of f(x,y,z)= x+y 2 +2z given that 4x 2 +<br />

9y 2 −36z 2 = 36.<br />

5. Find the volume of the largest rectangular parallelepiped that can be inscribed in<br />

the ellipsoid<br />

x 2<br />

a 2+y2 b 2+z2 c2= 1.<br />

13 See BAZARAA, SHERALI and SHETTY.

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