Section 14.6 Directional Derivatives and the Gradient Vector
12. Let f (x, y, z) = y2exyz, P (0, 1, −1), u =3
13,134,1213. (a) Find the gradient of f .
(b) Evaluate the gradient at the point P .
(c) Find the rate of change of f at P in the direction of the vector u.
Solution:
1412 ¤ CHAPTER 14 PARTIAL DERIVATIVES 7. ( ) = arctan() ⇒ ( ) =
1 + ()2 and ( ) =
1 + ()2. If u is a unit vector in the direction
= 34, then from Equation 6,
u (2 −3) = (2 −3) cos
3
4
+ (2 −3) sin
3
4
= − 3 37
−
√2 2
+ 2
37
√2 2
= 5√ 2 74 . 8. ( ) = 2
(a) ∇( ) =
i+
j= 2i+ 2j (b) ∇(3 0) = 2(3)0i+ 320j= 6 i + 9 j
(c) By Equation 9, u (3 0) = ∇(3 0) · u = (6i + 9 j) ·3 5i−45j
= 185 −365 = −185. 9. ( ) = = −1
(a) ∇( ) =
i+
j= −1i+ (−−2) j = 1
i−
2j (b) ∇(2 1) = 1
1i− 2
12 j= i − 2 j
(c) By Equation 9, u (2 1) = ∇(2 1) · u = (i − 2 j) ·3 5i+45j
=35 −85 = −1.
10. ( ) = 2ln (a) ∇( ) =
i+
j= 2 ln i + (2) j (b) ∇(3 1) = 0 i + (91) j = 9 j
(c) By Equation 9, u (3 1) = ∇(3 1) · u = 9 j ·
−135 i+1213j
= 0 +10813 =10813. 11. ( ) = 2 − 3
(a) ∇( ) = h( ) ( ) ( )i =
2 − 3 2 − 3 2 − 32 (b) ∇(2 −1 1) = h−4 + 1 4 − 2 −4 + 6i = h−3 2 2i
(c) By Equation 14, u (2 −1 1) = ∇(2 −1 1) · u = h−3 2 2i · 045 −35
= 0 +85−65 = 25.
12. ( ) = 2
(a) ∇( ) = h( ) ( ) ( )i =
2() 2· () + · 2 2()
=
3 (2 + 2) 3 (b) ∇(0 1 −1) = h−1 2 0i
(c) u (0 1 −1) = ∇(0 1 −1) · u = h−1 2 0i ·3
13134 1213
= −133 +138 + 0 = 135 13. ( ) = sin ⇒ ∇( ) = hsin cos i, ∇(0 3) =√
3 2 12
, and a unit vector in the direction of v is u = √ 1
(−6)2+82h−6 8i = 101 h−6 8i =
−3545, so
u (0 3) = ∇(0 3) · u =√ 3 2 12
·
−3545
= −310√3+104 =4−310√3.
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17. Find the directional derivative of the function at the given point in the direction of the vector v.
f (x, y, z) = x2y + y2z, (1, 2, 3), v =< 2, −1, 2 >
Solution:
SECTION 14.6 DIRECTIONAL DERIVATIVES AND THE GRADIENT VECTOR ¤ 447 14. ( ) = 2− ⇒ ∇( ) =
2− i+
−2−
j, ∇(3 0) = 6 i − 9 j, and a unit vector in the direction of v is u =√ 1
32+42(3 i + 4 j) =15(3 i + 4 j), so u(3 0) = ∇(3 0) · u = (6 i − 9 j) ·15(3 i + 4 j) = 15(18 − 36) = −185. 15. ( ) = 2 + 2 ⇒ ∇( ) =
2 2+ 2 2
, ∇(1 2 3) = h4 13 4i, and a unit vector in the direction of v is u = √ 1
4+1+4h2 −1 2i = 13h2 −1 2i, so
u (1 2 3) = ∇(1 2 3) · u = h4 13 4i ·13h2 −1 2i = 13(8 − 13 + 8) = 33 = 1.
16. ( ) = 2tan−1 ⇒ ∇( ) =
2tan−1 2 tan−1 2 1 + 2
,
∇(2 1 1) =
1 ·4 4 ·41+12
=
4 1, and a unit vector in the direction of v is u = √ 1
1+1+1h1 1 1i =√13h1 1 1i, so u (2 1 1) = ∇(2 1 1) · u =
4 1
·√13h1 1 1i = √13
4 + + 1
=√1 3
5
4 + 1 .
17. ( ) = + + ⇒ ∇( ) = h+ + + i, ∇(0 0 0) = h1 1 1i, and a unit vector in the direction of v is u = √ 1
25+1+4h5 1 −2i = √130h5 1 −2i, so
u (0 0 0) = ∇(0 0 0) · u = h1 1 1i ·√130h5 1 −2i = √430.
18. u (2 2) = ∇(2 2) · u, the scalar projection of ∇(2 2) onto u, so we draw a perpendicular from the tip of ∇(2 2) to the line containing u. We can use the point (2 2) to determine the scale of the axes, and we estimate the length of the projection to be approximately 3.0 units. Since the angle between ∇(2 2) and u is greater than 90◦, the scalar projection is negative. Thus u (2 2) ≈ −3.
19. ( ) =
⇒ ∇( ) =
1
2()−12()12()−12()
=
2
2
, so ∇(2 8) = 114.
The unit vector in the direction of−−→
= h5 − 2 4 − 8i = h3 −4i is u =3
5 −45
, so
u (2 8) = ∇(2 8) · u = 114
·3 5 −45
= 25.
20. ( ) = 23 ⇒ ∇( ) =
23 23 322
, so ∇(2 1 1) = h1 4 6i. The unit vector in the direction of−−→
= h−2 −4 4i is u = √4+16+161 h−2 −4 4i =16h−2 −4 4i, so
u (2 1 1) = ∇(2 1 1) · u = h1 4 6i ·16h−2 −4 4i = 16(−2 − 16 + 24) = 1.
21. ( ) = 4√
⇒ ∇( ) =
4 ·12−12 4√
= h2√
4√
i.
∇(4 1) = h1 8i is the direction of maximum rate of change, and the maximum rate is |∇(4 1)| =√
1 + 64 =√ 65.
22. ( ) = +
⇒ ∇( ) =
1
1
− +
2
, ∇(1 1 −1) = h−1 −1 −2i. Thus the maximum rate of
change is |∇(1 1 −1)| =√
1 + 1 + 4 =√
6in the direction h−1 −1 −2i.
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32. Find the maximum rate of change of f at the given point and the direction in which it occurs.
f (p, q, r) = arctan(pqr), (1, 2, 1) Solution:
448 ¤ CHAPTER 14 PARTIAL DERIVATIVES
23. ( ) = sin() ⇒ ∇( ) = h cos() cos()i, ∇(1 0) = h0 1i. Thus the maximum rate of change is
|∇(1 0)| = 1 in the direction h0 1i.
24. ( ) = ln() ⇒ ∇( ) =
ln() ·
·
=
ln()
, ∇(1 212) =
012 2. Thus
the maximum rate of change is
∇(1 212) =
0 +14 + 4 =
17
4 = √217in the direction 012 2
or equivalently h0 1 4i.
25. ( ) = ( + ) = ( + )−1 ⇒
∇( ) =
1( + ) −( + )−2(1) −( + )−2(1)
=
1
+ −
( + )2 − ( + )2
,
∇(8 1 3) =1
4 −482 −482
=1
4 −12 −12
. Thus the maximum rate of change is
|∇(8 1 3)| =
1
16+14+14 =
9
16 =34 in the direction1
4 −12 −12
or equivalently h1 −2 −2i.
26. ( ) = arctan() ⇒ ∇( ) =
1 + ()2
1 + ()2
1 + ()2
, ∇(1 2 1) =2
51525. Thus the maximum rate of change is |∇(1 2 1)| =
4
25+251 +254 =
9
25= 35in the direction2
51525or equivalently h2 1 2i.
27. (a) As in the proof of Theorem 15, u = |∇| cos . Since the minimum value of cos is −1 occurring when = , the minimum value of uis − |∇| occurring when = , that is when u is in the opposite direction of ∇
(assuming ∇ 6= 0).
(b) ( ) = 4 − 23 ⇒ ∇( ) =
43 − 23 4− 322
, so decreases fastest at the point (2 −3) in the direction −∇(2 −3) = − h12 −92i = h−12 92i.
28. ( ) = 2+ 3 ⇒ ∇( ) =
2 + 3 32
so ∇(2 1) = h5 6i. If u = h i is a unit vector in the desired direction then u (2 1) = 2 ⇔ h5 6i · h i = 2 ⇔ 5 + 6 = 2 ⇔ =13 −56. But 2+ 2= 1 ⇔
2+1
3−562
= 1 ⇔ 61362−59 +19 = 1 ⇔ 612− 20 − 32 = 0. By the quadratic formula, the solutions are
= −(−20) ±
(−20)2− 4(61)(−32)
2(61) = 20 ±√
8208
122 =10 ± 6√ 57
61 . If = 10 + 6√ 57
61 ≈ 09065 then
= 1 3−5
6
10 + 6√ 57 61
≈ −04221, and if = 10 − 6√ 57
61 ≈ −05787 then = 1 3−5
6
10 − 6√ 57 61
≈ 08156.
Thus the two directions giving a directional derivative of 2 are approximately h09065 −04221i and h−05787 08156i.
29.The direction of fastest change is ∇( ) = (2 − 2) i + (2 − 4) j, so we need to find all points ( ) where ∇( ) is parallel to i + j ⇔ (2 − 2) i + (2 − 4) j = (i + j) ⇔ = 2 − 2 and = 2 − 4. Then 2 − 2 = 2 − 4 ⇒
= + 1so the direction of fastest change is i + j at all points on the line = + 1.
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38. The temperature at a point (x, y, z) is given by
T (x, y, z) = 200e−x2−3y2−9z2 where T is measured in◦C and x, y, z in meters.
(a) Find the rate of change of temperature at the point P (2, −1, 2) in the direction toward the point (3, −3, 3).
(b) In which direction does the temperature increase fastest at P ? (c) Find the maximum rate of increase at P .
Solution:
1
SECTION 14.6 DIRECTIONAL DERIVATIVES AND THE GRADIENT VECTOR ¤ 449 30. The fisherman is traveling in the direction h−80 −60i. A unit vector in this direction is u = 1001 h−80 −60i =
−45 −35
,
and if the depth of the lake is given by ( ) = 200 + 0022− 00013, then ∇( ) =
004 −00032.
u (80 60) = ∇(80 60) · u = h32 −108i ·
−45 −35
= 392. Since u (80 60)is positive, the depth of the lake is
increasing near (80 60) in the direction toward the buoy.
31. =
2+ 2+ 2 and 120 = (1 2 2) =
3so = 360.
(a) u = h1 −1 1i
√3 ,
u (1 2 2) = ∇ (1 2 2) · u =
−360
2+ 2+ 2−32
h i
(122)· u = −403h1 2 2i ·√13h1 −1 1i = −340√3 (b) From (a), ∇ = −360
2+ 2+ 2−32
h i, and since h i is the position vector of the point ( ), the vector − h i, and thus ∇ , always points toward the origin.
32. ∇ = −400−2−32−92h 3 9i (a) u =√1
6h1 −2 1i, ∇ (2 −1 2) = −400−43h2 −3 18i and
u (2 −1 2) =
−400−43
√6
(26) = −5200√ 6 343
◦Cm.
(b) ∇ (2 −1 2) = 400−43h−2 3 −18i or equivalently h−2 3 −18i.
(c) |∇ | = 400−2− 32− 92
2+ 92+ 812 ◦Cm is the maximum rate of increase. At (2 −1 2) the maximum rate of increase is 400−43√
337 ◦Cm.
33. ∇ ( ) = h10 − 3 + − 3 i, ∇ (3 4 5) = h38 6 12i (a) u (3 4 5) = h38 6 12i ·√13h1 1 −1i = √323
(b) ∇ (3 4 5) = h38 6 12i, or equivalently, h19 3 6i.
(c) |∇ (3 4 5)| =√
382+ 62+ 122=√
1624 = 2√ 406
34. = ( ) = 1000 − 00052− 0012 ⇒ ∇( ) = h−001 −002i and ∇(60 40) = h−06 −08i.
(a) Due south is in the direction of the unit vector u = −j and
u (60 40) = ∇ (60 40) · h0 −1i = h−06 −08i · h0 −1i = 08. Thus, if you walk due south from (60 40 966) you will ascend at a rate of 08 vertical meters per horizontal meter.
(b) Northwest is in the direction of the unit vector u =√1
2h−1 1i and
u (60 40) = ∇ (60 40) ·√12h−1 1i = h−06 −08i ·√12h−1 1i = −02√2 ≈ −014. Thus, if you walk northwest from (60 40 966) you will descend at a rate of approximately 014 vertical meters per horizontal meter.
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51. Find equations of (a) the tangent plane and (b) the normal line to the given surface at the specified point.
x + y + z = exyz, (0, 0, 1) Solution:
SECTION 14.6 DIRECTIONAL DERIVATIVES AND THE GRADIENT VECTOR ¤ 1419
48.Let ( ) = 2+ 2− . Then = 2+ 2+ 1 ⇔ 2+ 2− = −1 is a level surface of .
( ) = −1 ⇒ (3 1 −1) = −1, ( ) = 2 ⇒ (3 1 −1) = 2, and ( ) = 2 ⇒
(3 1 −1) = −2.
(a) By Equation 19, an equation of the tangent plane at (3 1 −1) is (−1)( − 3) + 2( − 1) + (−2)[ − (−1)] = 0 or
− + 2 − 2 = 1 or − 2 + 2 = −1.
(b) By Equation 20, the normal line has symmetric equations − 3
−1 = − 1
2 = − (−1)
−2 or equivalently
− 3 = − 1
−2 = + 1
2 and parametric equations = 3 − , = 1 + 2, = −1 − 2.
49.Let ( ) = 23. Then 23= 8is a level surface of and ∇ ( ) =
23 23 322. (a) ∇ (2 2 1) = h4 8 24i is a normal vector for the tangent plane at (2 2 1), so an equation of the tangent plane is
4( − 2) + 8( − 2) + 24( − 1) = 0 or 4 + 8 + 24 = 48 or equivalently + 2 + 6 = 12.
(b) The normal line has direction ∇ (2 2 1) = h4 8 24i or equivalently h1 2 6i, so parametric equations are = 2 + ,
= 2 + 2, = 1 + 6, and symmetric equations are − 2 = − 2
2 = − 1 6 .
50.Let ( ) = + + . Then + + = 5 is a level surface of and ∇ ( ) = h + + + i.
(a) ∇ (1 2 1) = h3 2 3i is a normal vector for the tangent plane at (1 2 1), so an equation of the tangent plane is 3( − 1) + 2( − 2) + 3( − 1) = 0 or 3 + 2 + 3 = 10.
(b) The normal line has direction h3 2 3i, so parametric equations are = 1 + 3, = 2 + 2, = 1 + 3, and symmetric equations are − 1
2 = − 2
1 = − 1 3 .
51.Let ( ) = + + − . Then + + = is the level surface ( ) = 0, and ∇ ( ) = h1 − 1 − 1 − i.
(a) ∇ (0 0 1) = h1 1 1i is a normal vector for the tangent plane at (0 0 1), so an equation of the tangent plane is 1( − 0) + 1( − 0) + 1( − 1) = 0 or + + = 1.
(b) The normal line has direction h1 1 1i, so parametric equations are = , = , = 1 + , and symmetric equations are
= = − 1.
52.Let ( ) = 4+ 4+ 4− 3222. Then 4+ 4+ 4= 3222is the level surface ( ) = 0, and ∇ ( ) =
43− 622 43− 622 43− 622.
(a) ∇ (1 1 1) = h−2 −2 −2i or equivalently h1 1 1i is a normal vector for the tangent plane at (1 1 1), so an equation of the tangent plane is 1( − 1) + 1( − 1) + 1( − 1) = 0 or + + = 3.
(b) The normal line has direction h1 1 1i, so parametric equations are = 1 + , = 1 + , = 1 + , and symmetric equations are − 1 = − 1 = − 1 or equivalently = = .
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2