Section 14.3 Partial Derivatives
SECTION 14.3 PARTIAL DERIVATIVES ¤ 405
5. (a) If we start at (1 2) and move in the positive -direction, the graph of increases. Thus (1 2)is positive.
(b) If we start at (1 2) and move in the positive -direction, the graph of decreases. Thus (1 2)is negative.
6. (a) The graph of decreases if we start at (−1 2) and move in the positive -direction, so (−1 2) is negative.
(b) The graph of decreases if we start at (−1 2) and move in the positive -direction, so (−1 2) is negative.
7. (a) = (), so is the rate of change of in the -direction. is negative at (−1 2) and if we move in the positive -direction, the surface becomes less steep. Thus the values of are increasing and (−1 2) is positive.
(b) is the rate of change of in the -direction. is negative at (−1 2) and if we move in the positive -direction, the surface becomes steeper. Thus the values of are decreasing, and (−1 2) is negative.
8. (a) = (), so is the rate of change of in the -direction. is positive at (1 2) and if we move in the positive
-direction, the surface becomes steeper, looking in the positive -direction. Thus the values of are increasing and
(1 2)is positive.
(b) is negative at (−1 2) and if we move in the positive -direction, the surface gets steeper (with negative slope), looking in the positive -direction. This means that the values of are decreasing as increases, so (−1 2) is negative.
9.First of all, if we start at the point (3 −3) and move in the positive -direction, we see that both and decrease, while increases. Both and have a low point at about (3 −15), while is 0 at this point. So is definitely the graph of , and one of and is the graph of . To see which is which, we start at the point (−3 −15) and move in the positive -direction.
traces out a line with negative slope, while traces out a parabola opening downward. This tells us that is the -derivative of . So is the graph of , is the graph of , and is the graph of .
10.(2 1)is the rate of change of at (2 1) in the -direction. If we start at (2 1), where (2 1) = 10, and move in the positive -direction, we reach the next contour line [where ( ) = 12] after approximately 06 units. This represents an average rate of change of about062 . If we approach the point (2 1) from the left (moving in the positive -direction) the output values increase from 8 to 10 with an increase in of approximately 09 units, corresponding to an average rate of change of092 . A good estimate for (2 1)would be the average of these two, so (2 1) ≈ 28. Similarly, (2 1)is the rate of change of at (2 1) in the -direction. If we approach (2 1) from below, the output values decrease from 12 to 10 with a change in of approximately 1 unit, corresponding to an average rate of change of −2. If we start at (2 1) and move in the positive -direction, the output values decrease from 10 to 8 after approximately 0.9 units, a rate of change of−209. Averaging these two results, we estimate (2 1) ≈ −21.
11. ( ) = 16 − 42− 2 ⇒ ( ) = −8 and ( ) = −2 ⇒ (1 2) = −8 and (1 2) = −4. The graph of is the paraboloid = 16 − 42− 2and the vertical plane = 2 intersects it in the parabola = 12 − 42, = 2
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408 ¤ CHAPTER 14 PARTIAL DERIVATIVES 24. =
+ 2 ⇒
=0( + 2) − (1)
( + 2)2 = −
( + 2)2,
=( + 2) − (2)
( + 2)2 =( + 2− 2) ( + 2)2 25. ( ) = (2 − 3)5 ⇒ ( ) = 5(2 − 3)4· 2 = 10(2 − 3)4,
( ) = 5(2 − 3)4(2− 32) = 5(2− 32)(2 − 3)4
26. ( ) = sin( cos ) ⇒ ( ) = cos( cos ) · cos = cos cos( cos ),
( ) = cos( cos )(− sin ) = − sin cos( cos )
27. ( ) = tan−1(2) ⇒ ( ) = 1
1 + (2)2 · 2= 2
1 + 24, ( ) = 1
1 + (2)2 · 2 = 2
1 + 24 28. ( ) = ⇒ ( ) = −1, ( ) = ln
29. ( ) =
cos() ⇒ ( ) =
cos
= cos()by the Fundamental Theorem of Calculus, Part 1;
( ) =
cos
=
−
cos
= −
cos
= − cos().
30. ( ) =
3+ 1 ⇒
( ) =
3+ 1 =
−
3+ 1
= −
3+ 1 = −
3+ 1by the Fundamental
Theorem of Calculus, Part 1; ( ) =
3+ 1 =
3+ 1.
31. ( ) = 32+ 2 ⇒ ( ) = 322, ( ) = 32+ 2, ( ) = 23 + 2
32. ( ) = 2− ⇒ ( ) = 2
· −(−) + −· 1
= (1 − )2−, ( ) = 2−,
( ) = 2−(−) = −22−
33. = ln( + 2 + 3) ⇒
= 1
+ 2 + 3,
= 2
+ 2 + 3,
= 3
+ 2 + 3
34. = tan( + 2) ⇒
= [sec2( + 2)](1) = sec2( + 2),
= tan( + 2),
= [sec2( + 2)](2) = 2 sec2( + 2)
35. =√
4+ 2cos ⇒
= 12(4+ 2cos )−12(43) = 23
√4+ 2cos ,
= 12(4+ 2cos )−12(2 cos ) = cos
√4+ 2cos ,
=12(4+ 2cos )−12[2(− sin )] = − 2sin 2√
4+ 2cos
36. = ⇒ =
()−1, = ln ·1
=
ln , = ln ·−
2 = −
2 ln
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SECTION 14.3 PARTIAL DERIVATIVES ¤ 409
37. ( ) = 2 cos() ⇒ ( ) = 2 cos(), ( ) = 2cos(),
( ) = −2 sin()(1) = (−2) sin(), ( ) = −2 sin()(−−2) = (22) sin()
38. ( ) = + 2
+ 2 ⇒ ( ) = 1
+ 2() =
+ 2,
( ) = 1
+ 2(2) = 2
+ 2, ( ) =( + 2)(0) − ( + 2)()
( + 2)2 = −( + 2) ( + 2)2 ,
( ) =( + 2)(0) − ( + 2)(2)
( + 2)2 = −2( + 2) ( + 2)2
39. =
21+ 22+ · · · + 2. For each = 1, , , = 12
21+ 22+ · · · + 2−12
(2) =
21+ 22+ · · · + 2
.
40. = sin(1+ 22+ · · · + ). For each = 1, , , = cos(1+ 22+ · · · + ).
41. ( ) = ⇒ ( ) = · (−2) + · 1 = 1 −
, so (0 1) =
1 −0
1
01= 1.
42. ( ) = sin−1() ⇒ ( ) = · 1
1 − ()2() + sin−1() · 1 =
1 − 22 + sin−1(),
so
112
= 1 ·12
1 − 121 2
2 + sin−1 1 ·12
=
1
2 3 4
+ sin−1 12 =√1 3 +6.
43. ( ) = ln1 −
2+ 2+ 2 1 +
2+ 2+ 2 ⇒
( ) = 1 1 −
2+ 2+ 2 1 +
2+ 2+ 2
·
1 +
2+ 2+ 2
−12(2+ 2+ 2)−12· 2
− 1 −
2+ 2+ 2
1
2(2+ 2+ 2)−12· 2
1 +
2+ 2+ 22
=1 +
2+ 2+ 2 1 −
2+ 2+ 2 ·−(2+ 2+ 2)−12 1 +
2+ 2+ 2+ 1 −
2+ 2+ 2
1 +
2+ 2+ 22
= −(2+ 2+ 2)−12(2)
1 −
2+ 2+ 2
1 +
2+ 2+ 2 = −2
2+ 2+ 2[1 − (2+ 2+ 2)]
so (1 2 2) = √ −2(2)
12+ 22+ 22[1 − (12+ 22+ 22)]= √ −4
9 (1 − 9) =1 6.
44. ( ) = ⇒ ( ) = (ln )() = ln , so ( 1 0) = 1(1)(0)ln = 1.
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410 ¤ CHAPTER 14 PARTIAL DERIVATIVES
45. ( ) = 2− 3 ⇒
( ) = lim
→0
( + ) − ( )
= lim
→0
( + )2− ( + )3 − (2− 3)
= lim
→0
(2− 32 − 3 − 2)
= lim
→0(2− 32 − 3 − 2) = 2− 32
( ) = lim
→0
( + ) − ( )
= lim
→0
( + )2− 3( + ) − (2− 3)
= lim
→0
(2 + − 3)
= lim
→0(2 + − 3) = 2 − 3 46. ( ) =
+ 2 ⇒
( ) = lim
→0
( + ) − ( )
= lim
→0
+
++2 −+2
·( + + 2)( + 2) ( + + 2)( + 2)
= lim
→0
( + )( + 2) − ( + + 2)
( + + 2)( + 2) = lim
→0
2
( + + 2)( + 2)
= lim
→0
2
( + + 2)( + 2) = 2 ( + 2)2
( ) = lim
→0
( + ) − ( )
= lim
→0
+(+)2 −+2
·
+ ( + )2
+ 2
+ ( + )2
( + 2)
= lim
→0
( + 2) −
+ ( + )2
[ + ( + )2]( + 2) = lim
→0
(−2 − )
[ + ( + )2]( + 2)
= lim
→0
−2 −
[ + ( + )2]( + 2) = −2
( + 2)2
47. 2+ 22+ 32= 1 ⇒
(2+ 22+ 32) =
(1) ⇒ 2 + 0 + 6
= 0 ⇒ 6
= −2 ⇒
= −2
6 = − 3, and
(2+ 22+ 32) =
(1) ⇒ 0 + 4 + 6
= 0 ⇒ 6
= −4 ⇒
= −4
6 = −2
3.
48. 2− 2+ 2− 2 = 4 ⇒
(2− 2+ 2− 2) =
(4) ⇒ 2 − 0 + 2
− 2
= 0 ⇒ (2 − 2)
= −2 ⇒
= −2
2 − 2 =
1 − , and
(2− 2+ 2− 2) =
(4) ⇒ 0 − 2 + 2
− 2
= 0 ⇒ (2 − 2)
= 2 ⇒
= 2
2 − 2=
− 1.
49. = ⇒
() =
() ⇒
=
+ · 1
⇒
−
= ⇒ (− )
= , so
=
− .
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SECTION 14.3 PARTIAL DERIVATIVES ¤ 411
() =
() ⇒
=
+ · 1
⇒
−
= ⇒ (− )
= , so
=
− .
50. + ln = 2 ⇒
( + ln ) =
(2) ⇒
+ ln = 2
⇒ ln = 2
−
⇒
ln = (2 − )
, so
= ln 2 − .
( + ln ) =
(2) ⇒
+ · 1 + · 1
= 2
⇒ +
= 2
−
⇒
+
= (2 − )
, so
= + ()
2 − = +
(2 − ).
51. (a) = () + () ⇒
= 0(),
= 0() (b) = ( + ). Let = + . Then
=
=
(1) = 0() = 0( + ),
=
=
(1) = 0() = 0( + ).
52. (a) = ()() ⇒
= 0()(),
= ()0() (b) = (). Let = . Then
= and
= . Hence
=
=
· = 0() = 0() and
=
=
· = 0() = 0().
(c) =
. Let =
. Then
= 1
and
= −
2. Hence
=
= 0()1
= 0()
and
=
= 0()
−
2
= −0()
2 .
53. ( ) = 4 − 232 ⇒ ( ) = 43 − 622, ( ) = 4− 43. Then ( ) = 122 − 122,
( ) = 43− 122, ( ) = 43− 122, and ( ) = −43.
54. ( ) = ln( + ) ⇒ ( ) =
+ = ( + )−1, ( ) =
+ = ( + )−1. Then
( ) = −( + )−2() = − 2
( + )2, ( ) = −( + )−2() = −
( + )2,
( ) = −( + )−2() = −
( + )2, and ( ) = −( + )−2() = − 2 ( + )2.
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SECTION 14.3 PARTIAL DERIVATIVES ¤ 411
() =
() ⇒
=
+ · 1
⇒
−
= ⇒ (− )
= , so
=
− .
50. + ln = 2 ⇒
( + ln ) =
(2) ⇒
+ ln = 2
⇒ ln = 2
−
⇒
ln = (2 − )
, so
= ln 2 − .
( + ln ) =
(2) ⇒
+ · 1 + · 1
= 2
⇒ +
= 2
−
⇒
+
= (2 − )
, so
= + ()
2 − = +
(2 − ).
51. (a) = () + () ⇒
= 0(),
= 0() (b) = ( + ). Let = + . Then
=
=
(1) = 0() = 0( + ),
=
=
(1) = 0() = 0( + ).
52. (a) = ()() ⇒
= 0()(),
= ()0() (b) = (). Let = . Then
= and
= . Hence
=
=
· = 0() = 0() and
=
=
· = 0() = 0().
(c) =
. Let =
. Then
= 1
and
= −
2. Hence
=
= 0()1
= 0()
and
=
= 0()
−
2
= −0()
2 .
53. ( ) = 4 − 232 ⇒ ( ) = 43 − 622, ( ) = 4− 43. Then ( ) = 122 − 122,
( ) = 43− 122, ( ) = 43− 122, and ( ) = −43.
54. ( ) = ln( + ) ⇒ ( ) =
+ = ( + )−1, ( ) =
+ = ( + )−1. Then
( ) = −( + )−2() = − 2
( + )2, ( ) = −( + )−2() = −
( + )2,
( ) = −( + )−2() = −
( + )2, and ( ) = −( + )−2() = − 2 ( + )2.
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1
414 ¤ CHAPTER 14 PARTIAL DERIVATIVES
70. = . If = 0, or if = 0 or 1, or if = 0, 1, or 2, then 6
23 = 0. Otherwise
= −1,
2
2 = ( − 1)−2, 3
3 = ( − 1)( − 2)−3, 4
3 = ( − 1)( − 2)−1−3,
5
23 = ( − 1)( − 1)( − 2)−2−3, and 6
23 = ( − 1)( − 1)( − 2)−1−2−3. 71. Assuming that the third partial derivatives of are continuous (easily verified), we can write = . Then
( ) = 23+ arcsin
√
⇒ = 23+ 0, = 23, and = 62= .
72. Let ( ) =√
1 + and ( ) = √1 − so that = + . Then = 0 = = and
= 0 = = . But (since the partial derivatives are continous on their domains) = and = , so
= + = 0 + 0 = 0.
73. By Definition 4, (3 2) = lim
→0
(3 + 2) − (3 2)
which we can approximate by considering = 05 and = −05:
(3 2) ≈ (35 2) − (3 2)
05 =224 − 175
05 = 98, (3 2) ≈ (25 2) − (3 2)
−05 =102 − 175
−05 = 146. Averaging these values, we estimate (3 2)to be approximately 122. Similarly, (3 22) = lim
→0
(3 + 22) − (3 22)
which
we can approximate by considering = 05 and = −05: (3 22) ≈ (35 22) − (3 22)
05 =261 − 159 05 = 204,
(3 22) ≈ (25 22) − (3 22)
−05 =93 − 159
−05 = 132. Averaging these values, we have (3 22) ≈ 168.
To estimate (3 2), we first need an estimate for (3 18):
(3 18) ≈ (35 18) − (3 18)
05 =200 − 181
05 = 38, (3 18) ≈ (25 18) − (3 18)
−05 =125 − 181
−05 = 112.
Averaging these values, we get (3 18) ≈ 75. Now ( ) =
[( )]and ( )is itself a function of two variables, so Definition 4 says that ( ) =
[( )] = lim
→0
( + ) − ( )
⇒
(3 2) = lim
→0
(3 2 + ) − (3 2)
. We can estimate this value using our previous work with = 02 and = −02:
(3 2) ≈(3 22) − (3 2)
02 = 168 − 122
02 = 23, (3 2) ≈(3 18) − (3 2)
−02 = 75 − 122
−02 = 235.
Averaging these values, we estimate (3 2)to be approximately 2325.
74. (a) If we fix and allow to vary, the level curves indicate that the value of decreases as we move through in the positive
-direction, so is negative at .
(b) If we fix and allow to vary, the level curves indicate that the value of increases as we move through in the positive
-direction, so is positive at .
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416 ¤ CHAPTER 14 PARTIAL DERIVATIVES By symmetry, = 22− 2− 2
(2+ 2+ 2)52 and = 22− 2− 2 (2+ 2+ 2)52. Thus + + =22− 2− 2+ 22− 2− 2+ 22− 2− 2
(2+ 2+ 2)52 = 0.
78. (a) = sin() sin() ⇒ = sin() cos(), = −22sin() sin(), = cos() sin(),
= −2sin() sin(). Thus = 2. (b) =
22− 2 ⇒ = (22− 2) − (22)
(22− 2)2 = − 22+ 2 (22− 2)2,
= −22(22− 2)2+ (22+ 2)(2)(22− 2)(22)
(22− 2)4 = 243+ 622 (22− 2)3 ,
= (−1)(22− 2)−2(−2) = 2
(22− 2)2,
= 2(22− 2)2− 2 (2)(22− 2)(−2)
(22− 2)4 = 223− 22+ 82
(22− 2)3 =223+ 62 (22− 2)3. Thus = 2.
(c) = ( − )6+ ( + )6 ⇒ = −6( − )5+ 6( + )5, = 302( − )4+ 302( + )4,
= 6( − )5+ 6( + )5, = 30( − )4+ 30( + )4. Thus = 2. (d) = sin( − ) + ln( + ) ⇒ = − cos( − ) +
+ , = −2sin( − ) − 2 ( + )2,
= cos( − ) + 1
+ , = − sin( − ) − 1
( + )2. Thus = 2. 79. Let = + , = − . Then = [ () + ()]
= ()
+()
= 0() − 0()and
= [0() − 0()]
= [00() + 00()] = 2[00() + 00()]. Similarly, by using the Chain Rule we have
= 0() + 0()and = 00() + 00(). Thus = 2.
80. For each , = 1 , = 11+22+···+ and 22 = 211+22+···+.
Then2
21 +2
22 + · · · + 2
2 =
21+ 22+ · · · + 2
11+22+···+= 11+22+···+=
since 21+ 22+ · · · + 2= 1.
81. ( ) = 1
√4−2(4) ⇒
= 1
√4· −2(4)
−2(−1)(4)−2(4)
+ −2(4)·
−12
(4)−32(4)
= (4)−32
4 · 2
42 − 2
−2(4)= 2
(4)32
2 2− 1
−2(4),
= 1
√4−2(4)·−2
4 = −2
(4)32−2(4), and
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SECTION 14.3 PARTIAL DERIVATIVES ¤ 417
2
2 = −2
(4)32
· −2(4)·−2
4+ −2(4)· 1
= −2
(4)32
− 2 2+ 1
−2(4)= 2
(4)32
2 2− 1
−2(4).
Thus
= 2
(4)32
2 2− 1
−2(4)=
2
(4)32
2 2− 1
−2(4)
= 2
2.
82. (a) = −60(2)(1 + 2+ 2)2, so at (2 1), = −240(1 + 4 + 1)2= −203.
(b) = −60(2)(1 + 2+ 2)2, so at (2 1), = −12036 = −103. Thus from the point (2 1) the temperature is decreasing at a rate of 203◦Cm in the -direction and is decreasing at a rate of103◦Cm in the -direction.
83.By the Chain Rule, taking the partial derivative of both sides with respect to 1gives
−1
1
= [(11) + (12) + (13)]
1 or −−2
1 = −−21 . Thus
1
= 2
21.
84. = , so
= −1and
= −1. Then
+
= (−1) + (−1) = 1+−1+ 1+−1= ( + )= ( + )
85.If we fix = 0 ( 0)is a function of a single variable , and
=
is a separable differential equation. Then
=
⇒
=
⇒ ln | | = ln || + (0), where (0)can depend on 0. Then
| | = ln|| + (0), and since 0 and 0, we have = ln (0)= (0)ln = 1(0)where
1(0) = (0).
86. (a) ( ) = 101075025 ⇒ ( ) = 101(075−025)025= 07575−025025and
( ) = 101075(025−075) = 02525075−075.
(b) The marginal productivity of labor in 1920 is (194 407) = 07575(194)−025(407)025≈ 0912. Recall that , , and
are expressed as percentages of the respective amounts in 1899, so this means that in 1920, if the amount of labor is increased, production increases at a rate of about 0.912 percentage points per percentage point increase in labor. The marginal productivity of capital in 1920 is (194 407) = 02525(194)075(407)−075≈ 0145, so an increase in capital investment would cause production to increase at a rate of about 0.145 percentage points per percentage point increase in capital.
(c) The value of (194 407)is greater than the value of (194 407), suggesting that increasing labor in 1920 would have increased production more than increasing capital.
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2
SECTION 14.4 TANGENT PLANES AND LINEAR APPROXIMATIONS ¤ 421
(c) Since differentiations are to be performed with three choices of variable at each differentiation, there are 3th-order partial derivatives of a function of three variables.
103. Let () = ( 0) = (2)−320= ||−3. But we are using the point (1 0), so near (1 0), () = −2. Then
0() = −2−3and 0(1) = −2, so using (1) we have (1 0) = 0(1) = −2.
104. (0 0) = lim
→0
(0 + 0) − (0 0)
= lim
→0
(3+ 0)13− 0
= lim
→0
= 1.
Or: Let () = ( 0) =√3
3+ 0 = . Then 0() = 1and 0(0) = 1so, by (1), (0 0) = 0(0) = 1.
105. (a) (b) For ( ) 6= (0 0),
( ) =(32 − 3)(2+ 2) − (3 − 3)(2) (2+ 2)2
=4 + 423− 5 (2+ 2)2
and by symmetry ( ) =5− 432− 4 (2+ 2)2 .
(c) (0 0) = lim
→0
( 0) − (0 0)
= lim
→0
(02) − 0
= 0and (0 0) = lim
→0
(0 ) − (0 0)
= 0.
(d) By (3), (0 0) =
= lim
→0
(0 ) − (0 0)
= lim
→0
(−5− 0)4
= −1 while by (2),
(0 0) =
= lim
→0
( 0) − (0 0)
= lim
→0
54
= 1.
(e) For ( ) 6= (0 0), we use a CAS to compute
( ) = 6+ 942− 924− 6 (2+ 2)3
Now as ( ) → (0 0) along the -axis, ( ) → 1 while as ( ) → (0 0) along the -axis, ( ) → −1. Thus isn’t continuous at (0 0) and Clairaut’s Theorem doesn’t apply, so there is no contradiction. The graphs of and are identical except at the origin, where we observe the discontinuity.
14.4 Tangent Planes and Linear Approximations
1. = ( ) = 22+ 2− 5 ⇒ ( ) = 4, ( ) = 2 − 5, so (1 2) = 4, (1 2) = −1.
By Equation 2, an equation of the tangent plane is − (−4) = (1 2)( − 1) + (1 2)( − 2) ⇒
+ 4 = 4( − 1) + (−1)( − 2) or = 4 − − 6.
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