Lagrange Multiplier
Lucky Galvez
Institute of Mathematics University of the Philippines
Recall
R (a, b) is a critical point off(x, y) if ∇f(a, b) =~0
(fx(a, b) =fy(a, b) = 0) or either one offx(a, b) or fy(a, b)
is undefined.
R For a critical point (a, b) off, define
D=fxx(a, b)fyy(a, b)−[fxy(a, b)]2. Then f has a relative minimum at (a, b) ifD >0 and
fxx(a, b)>0.
f has a relative maximum at (a, b) ifD >0 and
fxx(a, b)<0.
f has a saddle point at (a, b) ifD <0.
R If f is defined on a closed and bounded regionR⊂R2, then f attains its abolute extrema at the critical points in
R or at the boundary of R
Lagrange Multiplier
Suppose we want to find the maximum value off(x, y) over all points (x, y) satisfying g(x, y) =k (e.g., we want to maximize volume of a box such that its surface area is a constantk).
Consider the level curvesf(x, y) =c, for different values ofc
and think ofg(x, y) =kas a particular level curve for a fixedk. We are actually looking for the largestcsuch that f(x, y) =c
intersectsg(x, y) =k.
f(x, y) =c6
f(x, y) =c1
f(x, y) =c5
f(x, y) =c2
f(x, y) =c4
f(x, y) =c3
g(x, y) =k
Intuitively, this happens when they are tangent to each other, i.e., ∃λ such that
∇f(x, y) =λ∇g(x, y)
Lagrange Multiplier
Suppose we want to find the maximum value off(x, y) over all points (x, y) satisfying g(x, y) =k (e.g., we want to maximize volume of a box such that its surface area is a constantk). Consider the level curvesf(x, y) =c, for different values ofc
and think ofg(x, y) =kas a particular level curve for a fixedk. We are actually looking for the largestcsuch that f(x, y) =c
intersectsg(x, y) =k.
f(x, y) =c6
f(x, y) =c1
f(x, y) =c5
f(x, y) =c2
f(x, y) =c4
f(x, y) =c3
g(x, y) =k
Intuitively, this happens when they are tangent to each other, i.e., ∃λ such that
∇f(x, y) =λ∇g(x, y)
Suchλis called theLagrange multiplier.
Lagrange Multiplier
Suppose we want to find the maximum value off(x, y) over all points (x, y) satisfying g(x, y) =k (e.g., we want to maximize volume of a box such that its surface area is a constantk). Consider the level curvesf(x, y) =c, for different values ofc
and think ofg(x, y) =kas a particular level curve for a fixedk. We are actually looking for the largestcsuch that f(x, y) =c
intersectsg(x, y) =k.
f(x, y) =c6
f(x, y) =c1
f(x, y) =c5
f(x, y) =c2
f(x, y) =c4
f(x, y) =c3
Intuitively, this happens when they are tangent to each other, i.e., ∃λ such that
∇f(x, y) =λ∇g(x, y)
Lagrange Multiplier
Suppose we want to find the maximum value off(x, y) over all points (x, y) satisfying g(x, y) =k (e.g., we want to maximize volume of a box such that its surface area is a constantk). Consider the level curvesf(x, y) =c, for different values ofc
and think ofg(x, y) =kas a particular level curve for a fixedk. We are actually looking for the largestcsuch that f(x, y) =c
intersectsg(x, y) =k.
f(x, y) =c6
f(x, y) =c1
f(x, y) =c5
f(x, y) =c2
f(x, y) =c4
f(x, y) =c3
g(x, y) =k
Intuitively, this happens when they are tangent to each other
, i.e., ∃λ such that
∇f(x, y) =λ∇g(x, y)
Suchλis called theLagrange multiplier.
Lagrange Multiplier
Suppose we want to find the maximum value off(x, y) over all points (x, y) satisfying g(x, y) =k (e.g., we want to maximize volume of a box such that its surface area is a constantk). Consider the level curvesf(x, y) =c, for different values ofc
and think ofg(x, y) =kas a particular level curve for a fixedk. We are actually looking for the largestcsuch that f(x, y) =c
intersectsg(x, y) =k.
f(x, y) =c6
f(x, y) =c1
f(x, y) =c5
f(x, y) =c2
f(x, y) =c4
f(x, y) =c3
Intuitively, this happens when they are tangent to each other, i.e., ∃λ such that
∇f(x, y) =λ∇g(x, y)
Lagrange Multiplier
Suppose we want to find the maximum value off(x, y) over all points (x, y) satisfying g(x, y) =k (e.g., we want to maximize volume of a box such that its surface area is a constantk). Consider the level curvesf(x, y) =c, for different values ofc
and think ofg(x, y) =kas a particular level curve for a fixedk. We are actually looking for the largestcsuch that f(x, y) =c
intersectsg(x, y) =k.
f(x, y) =c6
f(x, y) =c1
f(x, y) =c5
f(x, y) =c2
f(x, y) =c4
f(x, y) =c3
g(x, y) =k
Intuitively, this happens when they are tangent to each other, i.e., ∃λ such that
∇f(x, y) =λ∇g(x, y)
Suchλis called theLagrange multiplier.
Lagrange Multiplier
Method of Lagrange Multiplier
Suppose the extreme values off(x, y) exist and∇g6= 0 on the surfaceg(x, y) =k. To find the extreme values off(x, y) subject to the constraintg(x, y) =k,
1 Find all solutions to the system (
∇f(x, y) =λ∇g(x, y)
g(x, y) =k .
2 Evaluate f at each of the solutions. The largest(smallest)
value is the absolute maximum(minimum) value of f
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k
⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5 2λ
and from (2): y=− 3
2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136
⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136
⇒ 1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16
⇒λ=±1
4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x=
10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y=
−6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6.
Ifλ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1 4, x=
−10,y= 6. Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y=
6. Hence,
f(10,−6) = 68
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum) f(−10,6) =−68 (minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68
(maximum)
f(−10,6) =−68
(minimum)
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
Example
Example
Find the extreme values off(x, y) = 5x−3y subject to the constraintx2+y2= 136.
Solution. Letf(x, y) = 5x−3y andg(x, y) =x2+y2. We solve
the system
(
∇f(x, y) =λ∇g(x, y)
g(x, y) =k ⇔
5 = 2λx (1)
−3 = 2λy (2)
x2+y2 = 136 (3)
From (1): x= 5
2λ and from (2): y=−
3 2λ.
Substituting in (3):
5
2λ 2
+
− 3
2λ 2
= 136⇒ 34
4λ2 = 136⇒
1
λ2 = 16⇒λ=±
1 4
Ifλ= 14,x= 10,y= −6. If λ=−1
4, x= −10,y= 6.
Hence,
f(10,−6) = 68 (maximum) f(−10,6) =−68 (minimum)
Exercises
1 Find the extreme values of the function subject to the
given constraint.
a. g(x, y) =e−xy; x2+ 4y2= 1
b. h(x, y, z) =x2y2z2;x2+y2+z2= 1
2 Find the extreme values of f(x, y) = 2x2+ 3y2−4x−5 on
the closed disk centered at the origin with radius 4.
3 Find the lowest point on the curve of intersection of the
plane 4y−x= 5 and the paraboloidz=x2+y2.
4 Find the dimensions of the rectangular box without a lid
having the largest volume if the total surface area is 12cm2.
5 Find the maximum volume of a rectangular box inscribed
in a sphere of radius r.
6 Use the Method of Lagrange multipliers to prove that
Exercises
1 Find the extreme values of the function subject to the
given constraint.
a. g(x, y) =e−xy; x2+ 4y2= 1
b. h(x, y, z) =x2y2z2;x2+y2+z2= 1
2 Find the extreme values of f(x, y) = 2x2+ 3y2−4x−5 on
the closed disk centered at the origin with radius 4.
3 Find the lowest point on the curve of intersection of the
plane 4y−x= 5 and the paraboloidz=x2+y2.
4 Find the dimensions of the rectangular box without a lid
having the largest volume if the total surface area is 12cm2.
5 Find the maximum volume of a rectangular box inscribed
in a sphere of radius r.
6 Use the Method of Lagrange multipliers to prove that
rectangle the with the maximum area having a given perimeterp is a square. Find the length of a side in terms of p.
Exercises
1 Find the extreme values of the function subject to the
given constraint.
a. g(x, y) =e−xy; x2+ 4y2= 1
b. h(x, y, z) =x2y2z2;x2+y2+z2= 1
2 Find the extreme values of f(x, y) = 2x2+ 3y2−4x−5 on
the closed disk centered at the origin with radius 4.
3 Find the lowest point on the curve of intersection of the
plane 4y−x= 5 and the paraboloidz=x2+y2.
4 Find the dimensions of the rectangular box without a lid
having the largest volume if the total surface area is 12cm2.
5 Find the maximum volume of a rectangular box inscribed
in a sphere of radius r.
6 Use the Method of Lagrange multipliers to prove that
Exercises
1 Find the extreme values of the function subject to the
given constraint.
a. g(x, y) =e−xy; x2+ 4y2= 1
b. h(x, y, z) =x2y2z2;x2+y2+z2= 1
2 Find the extreme values of f(x, y) = 2x2+ 3y2−4x−5 on
the closed disk centered at the origin with radius 4.
3 Find the lowest point on the curve of intersection of the
plane 4y−x= 5 and the paraboloidz=x2+y2.
4 Find the dimensions of the rectangular box without a lid
having the largest volume if the total surface area is 12cm2.
5 Find the maximum volume of a rectangular box inscribed
in a sphere of radius r.
6 Use the Method of Lagrange multipliers to prove that
rectangle the with the maximum area having a given perimeterp is a square. Find the length of a side in terms of p.
Exercises
1 Find the extreme values of the function subject to the
given constraint.
a. g(x, y) =e−xy; x2+ 4y2= 1
b. h(x, y, z) =x2y2z2;x2+y2+z2= 1
2 Find the extreme values of f(x, y) = 2x2+ 3y2−4x−5 on
the closed disk centered at the origin with radius 4.
3 Find the lowest point on the curve of intersection of the
plane 4y−x= 5 and the paraboloidz=x2+y2.
4 Find the dimensions of the rectangular box without a lid
having the largest volume if the total surface area is 12cm2.
5 Find the maximum volume of a rectangular box inscribed
in a sphere of radius r.
6 Use the Method of Lagrange multipliers to prove that
Exercises
1 Find the extreme values of the function subject to the
given constraint.
a. g(x, y) =e−xy; x2+ 4y2= 1
b. h(x, y, z) =x2y2z2;x2+y2+z2= 1
2 Find the extreme values of f(x, y) = 2x2+ 3y2−4x−5 on
the closed disk centered at the origin with radius 4.
3 Find the lowest point on the curve of intersection of the
plane 4y−x= 5 and the paraboloidz=x2+y2.
4 Find the dimensions of the rectangular box without a lid
having the largest volume if the total surface area is 12cm2.
5 Find the maximum volume of a rectangular box inscribed
in a sphere of radius r.
6 Use the Method of Lagrange multipliers to prove that
rectangle the with the maximum area having a given perimeterp is a square. Find the length of a side in terms of p.
Exercises
1 Find the extreme values of the function subject to the
given constraint.
a. g(x, y) =e−xy; x2+ 4y2= 1
b. h(x, y, z) =x2y2z2;x2+y2+z2= 1
2 Find the extreme values of f(x, y) = 2x2+ 3y2−4x−5 on
the closed disk centered at the origin with radius 4.
3 Find the lowest point on the curve of intersection of the
plane 4y−x= 5 and the paraboloidz=x2+y2.
4 Find the dimensions of the rectangular box without a lid
having the largest volume if the total surface area is 12cm2.
5 Find the maximum volume of a rectangular box inscribed
in a sphere of radius r.
6 Use the Method of Lagrange multipliers to prove that
References
1 Stewart, J., Calculus, Early Transcendentals, 6 ed., Thomson
Brooks/Cole, 2008
2 Leithold, L.,The Calculus 7, Harper Collins College Div., 1995
3 Dawkins, P.,Calculus 3, online notes available at
http://tutorial.math.lamar.edu/