Multivariable-Calculus Β· Unit 8 Β· Video 1 Β· Interactive Practice
Change x and y Together: Why the Effects Add, and the Tangent Plane Behind It
I Key Formulas
Key Insight: On the tangent plane Ξ z = a β Ξ x + b β Ξ y \Delta z = a\,\Delta x + b\,\Delta y Ξ z = a Ξ x + b Ξ y holds exactly; the approximation formula says the graph of f f f stays close to that plane near ( x 0 , y 0 ) (x_0, y_0) ( x 0 β , y 0 β ) .
II Visualization 1 β The Two Effects Add
For f = x 3 y + y 2 f = x^3 y + y^2 f = x 3 y + y 2 at ( 1 , 1 ) (1, 1) ( 1 , 1 ) , where f x = f y = 3 f_x = f_y = 3 f x β = f y β = 3 : step Ξ x \Delta x Ξ x , then Ξ y \Delta y Ξ y , in either order.
III Visualization 2 β Two Tangent Lines Make the Tangent Plane
The tangent lines of the slices y = y 0 y = y_0 y = y 0 β and x = x 0 x = x_0 x = x 0 β both lie in one plane: the tangent plane.
Base point
(1, 1)
(1, 0.5)
(0.5, 1)
Step 1
View angle 35Β°
Step 1 β Slice y = y 0 y = y_0 y = y 0 β , slope a = f x ( x 0 , y 0 ) a = f_x(x_0, y_0) a = f x β ( x 0 β , y 0 β )
y = y 0 , z = z 0 + a ( x β x 0 ) y = y_0, \qquad z = z_0 + a(x - x_0) y = y 0 β , z = z 0 β + a ( x β x 0 β )
Step 2 β Slice x = x 0 x = x_0 x = x 0 β , slope b = f y ( x 0 , y 0 ) b = f_y(x_0, y_0) b = f y β ( x 0 β , y 0 β )
x = x 0 , z = z 0 + b ( y β y 0 ) x = x_0, \qquad z = z_0 + b(y - y_0) x = x 0 β , z = z 0 β + b ( y β y 0 β )
Step 3 β The plane through both lines
z = z 0 + a ( x β x 0 ) + b ( y β y 0 ) z = z_0 + a(x - x_0) + b(y - y_0) z = z 0 β + a ( x β x 0 β ) + b ( y β y 0 β )
Step 4 β Check: the plane contains both lines
y = y 0 β
β β β
β b ( y β y 0 ) = 0 β
β β β
β z = z 0 + a ( x β x 0 ) y = y_0 \;\Rightarrow\; b(y - y_0) = 0 \;\Rightarrow\; z = z_0 + a(x - x_0) y = y 0 β β b ( y β y 0 β ) = 0 β z = z 0 β + a ( x β x 0 β )
x = x 0 β
β β β
β a ( x β x 0 ) = 0 β
β β β
β z = z 0 + b ( y β y 0 ) x = x_0 \;\Rightarrow\; a(x - x_0) = 0 \;\Rightarrow\; z = z_0 + b(y - y_0) x = x 0 β β a ( x β x 0 β ) = 0 β z = z 0 β + b ( y β y 0 β )
π‘ The same plane comes from vectors: β¨ 1 , 0 , a β© Γ β¨ 0 , 1 , b β© = β¨ β a , β b , 1 β© \langle 1, 0, a\rangle \times \langle 0, 1, b\rangle = \langle -a, -b, 1\rangle β¨ 1 , 0 , a β© Γ β¨ 0 , 1 , b β© = β¨ β a , β b , 1 β© is a normal vector, giving β a ( x β x 0 ) β b ( y β y 0 ) + ( z β z 0 ) = 0 -a(x - x_0) - b(y - y_0) + (z - z_0) = 0 β a ( x β x 0 β ) β b ( y β y 0 β ) + ( z β z 0 β ) = 0 .
IV Visualization 3 β The Graph Hugs Its Tangent Plane
Along Ξ x = h \Delta x = h Ξ x = h , Ξ y = 2 h \Delta y = 2h Ξ y = 2 h from ( 1 , 1 ) (1, 1) ( 1 , 1 ) , the error of the formula shrinks like h 2 h^2 h 2 , faster than the step.
V Quiz Questions
Problem 1 Β· Predict the Change
Given: f ( x , y ) = x 2 y + 3 y f(x, y) = x^2 y + 3y f ( x , y ) = x 2 y + 3 y at the point ( 2 , 1 ) (2, 1) ( 2 , 1 ) . Estimate the change Ξ z \Delta z Ξ z when x x x increases by 0.1 0.1 0.1 and y y y decreases by 0.05 0.05 0.05 .
a Ξ z β 0.75 \Delta z \approx 0.75 Ξ z β 0.75
b Ξ z β 0.5 \Delta z \approx 0.5 Ξ z β 0.5
c Ξ z β 0.05 \Delta z \approx 0.05 Ξ z β 0.05
d Ξ z β 0.2 \Delta z \approx 0.2 Ξ z β 0.2
β
Correct! f x = 4 f_x = 4 f x β = 4 and
f y = 7 f_y = 7 f y β = 7 at
( 2 , 1 ) (2, 1) ( 2 , 1 ) , so
Ξ z β 4 ( 0.1 ) + 7 ( β 0.05 ) = 0.4 β 0.35 = 0.05 \Delta z \approx 4(0.1) + 7(-0.05) = 0.4 - 0.35 = 0.05 Ξ z β 4 ( 0.1 ) + 7 ( β 0.05 ) = 0.4 β 0.35 = 0.05 .
β Check the sign of Ξ y \Delta y Ξ y . y y y decreases, so
Ξ y = β 0.05 \Delta y = -0.05 Ξ y = β 0.05 and the
y y y -effect
7 ( β 0.05 ) = β 0.35 7(-0.05) = -0.35 7 ( β 0.05 ) = β 0.35 is negative.
β The pairing is swapped. f x f_x f x β multiplies
Ξ x \Delta x Ξ x and
f y f_y f y β multiplies
Ξ y \Delta y Ξ y :
4 ( 0.1 ) + 7 ( β 0.05 ) 4(0.1) + 7(-0.05) 4 ( 0.1 ) + 7 ( β 0.05 ) , not
7 ( 0.1 ) + 4 ( β 0.05 ) 7(0.1) + 4(-0.05) 7 ( 0.1 ) + 4 ( β 0.05 ) .
β Check f y f_y f y β . Holding
x x x fixed,
β β y ( 3 y ) = 3 \frac{\partial}{\partial y}(3y) = 3 β y β β ( 3 y ) = 3 , so
f y = x 2 + 3 = 7 f_y = x^2 + 3 = 7 f y β = x 2 + 3 = 7 , not
x 2 = 4 x^2 = 4 x 2 = 4 .
β Not quite. Compute
f x f_x f x β and
f y f_y f y β at
( 2 , 1 ) (2, 1) ( 2 , 1 ) , then use
Ξ z β f x β Ξ x + f y β Ξ y \Delta z \approx f_x\,\Delta x + f_y\,\Delta y Ξ z β f x β Ξ x + f y β Ξ y .
Show solution
The partial derivatives are
f x = 2 x y , f y = x 2 + 3 , f_x = 2xy, \qquad f_y = x^2 + 3, f x β = 2 x y , f y β = x 2 + 3 ,
so at ( 2 , 1 ) (2, 1) ( 2 , 1 ) : f x ( 2 , 1 ) = 2 β
2 β
1 = 4 f_x(2, 1) = 2 \cdot 2 \cdot 1 = 4 f x β ( 2 , 1 ) = 2 β
2 β
1 = 4 and f y ( 2 , 1 ) = 4 + 3 = 7 f_y(2, 1) = 4 + 3 = 7 f y β ( 2 , 1 ) = 4 + 3 = 7 . With Ξ x = 0.1 \Delta x = 0.1 Ξ x = 0.1 and Ξ y = β 0.05 \Delta y = -0.05 Ξ y = β 0.05 :
Ξ z β 4 ( 0.1 ) + 7 ( β 0.05 ) = 0.4 β 0.35 = 0.05. \Delta z \approx 4(0.1) + 7(-0.05) = 0.4 - 0.35 = 0.05. Ξ z β 4 ( 0.1 ) + 7 ( β 0.05 ) = 0.4 β 0.35 = 0.05.
The two effects partly cancel: increasing x x x raises f f f by about 0.4 0.4 0.4 , decreasing y y y lowers it by about 0.35 0.35 0.35 .
Problem 2 Β· Write the Tangent Plane
Given: f ( x , y ) = x 2 + x y 3 f(x, y) = x^2 + x y^3 f ( x , y ) = x 2 + x y 3 . Find the tangent plane to the graph z = f ( x , y ) z = f(x, y) z = f ( x , y ) at the point above ( 1 , 2 ) (1, 2) ( 1 , 2 ) .
a z = 10 ( x β 1 ) + 12 ( y β 2 ) z = 10(x - 1) + 12(y - 2) z = 10 ( x β 1 ) + 12 ( y β 2 )
b z = 9 + 12 ( x β 1 ) + 10 ( y β 2 ) z = 9 + 12(x - 1) + 10(y - 2) z = 9 + 12 ( x β 1 ) + 10 ( y β 2 )
c z = 9 + 10 x + 12 y z = 9 + 10x + 12y z = 9 + 10 x + 12 y
d z = 9 + 10 ( x β 1 ) + 12 ( y β 2 ) z = 9 + 10(x - 1) + 12(y - 2) z = 9 + 10 ( x β 1 ) + 12 ( y β 2 )
β
Correct! z 0 = 9 z_0 = 9 z 0 β = 9 ,
f x ( 1 , 2 ) = 10 f_x(1, 2) = 10 f x β ( 1 , 2 ) = 10 ,
f y ( 1 , 2 ) = 12 f_y(1, 2) = 12 f y β ( 1 , 2 ) = 12 , and each slope multiplies the change from the point.
β The plane misses the point. At
( 1 , 2 ) (1, 2) ( 1 , 2 ) this gives
z = 0 z = 0 z = 0 , but the plane must pass through
( 1 , 2 , 9 ) (1, 2, 9) ( 1 , 2 , 9 ) : add
z 0 = f ( 1 , 2 ) = 9 z_0 = f(1, 2) = 9 z 0 β = f ( 1 , 2 ) = 9 .
β The slopes are swapped. f x ( 1 , 2 ) = 10 f_x(1, 2) = 10 f x β ( 1 , 2 ) = 10 goes with
( x β 1 ) (x - 1) ( x β 1 ) and
f y ( 1 , 2 ) = 12 f_y(1, 2) = 12 f y β ( 1 , 2 ) = 12 with
( y β 2 ) (y - 2) ( y β 2 ) .
β Measure from the point. The slopes multiply
x β x 0 x - x_0 x β x 0 β and
y β y 0 y - y_0 y β y 0 β ; at
( 1 , 2 ) (1, 2) ( 1 , 2 ) this plane gives
z = 43 z = 43 z = 43 , not
9 9 9 .
β Not quite. Use
z = z 0 + f x ( x 0 , y 0 ) ( x β x 0 ) + f y ( x 0 , y 0 ) ( y β y 0 ) z = z_0 + f_x(x_0, y_0)(x - x_0) + f_y(x_0, y_0)(y - y_0) z = z 0 β + f x β ( x 0 β , y 0 β ) ( x β x 0 β ) + f y β ( x 0 β , y 0 β ) ( y β y 0 β ) .
Show solution
Value at the point: z 0 = f ( 1 , 2 ) = 1 + 1 β
8 = 9 z_0 = f(1, 2) = 1 + 1 \cdot 8 = 9 z 0 β = f ( 1 , 2 ) = 1 + 1 β
8 = 9 .
Partials: f x = 2 x + y 3 f_x = 2x + y^3 f x β = 2 x + y 3 , f y = 3 x y 2 f_y = 3xy^2 f y β = 3 x y 2 , so
f x ( 1 , 2 ) = 2 + 8 = 10 , f y ( 1 , 2 ) = 3 β
1 β
4 = 12. f_x(1, 2) = 2 + 8 = 10, \qquad f_y(1, 2) = 3 \cdot 1 \cdot 4 = 12. f x β ( 1 , 2 ) = 2 + 8 = 10 , f y β ( 1 , 2 ) = 3 β
1 β
4 = 12.
Tangent plane:
z = 9 + 10 ( x β 1 ) + 12 ( y β 2 ) . z = 9 + 10(x - 1) + 12(y - 2). z = 9 + 10 ( x β 1 ) + 12 ( y β 2 ) .
Check: setting y = 2 y = 2 y = 2 leaves the tangent line z = 9 + 10 ( x β 1 ) z = 9 + 10(x - 1) z = 9 + 10 ( x β 1 ) of the slice y = 2 y = 2 y = 2 , whose slope is f x ( 1 , 2 ) = 10 f_x(1, 2) = 10 f x β ( 1 , 2 ) = 10 .
Problem 3 Β· Estimate a Value
Given: f ( x , y ) = x 3 y + y 2 f(x, y) = x^3 y + y^2 f ( x , y ) = x 3 y + y 2 , with f ( 1 , 1 ) = 2 f(1, 1) = 2 f ( 1 , 1 ) = 2 and f x ( 1 , 1 ) = f y ( 1 , 1 ) = 3 f_x(1, 1) = f_y(1, 1) = 3 f x β ( 1 , 1 ) = f y β ( 1 , 1 ) = 3 . Estimate f ( 0.98 , β 1.03 ) f(0.98,\, 1.03) f ( 0.98 , 1.03 ) with the approximation formula.
a f ( 0.98 , 1.03 ) β 0.03 f(0.98, 1.03) \approx 0.03 f ( 0.98 , 1.03 ) β 0.03
b f ( 0.98 , 1.03 ) β 2.03 f(0.98, 1.03) \approx 2.03 f ( 0.98 , 1.03 ) β 2.03
c f ( 0.98 , 1.03 ) β 2.15 f(0.98, 1.03) \approx 2.15 f ( 0.98 , 1.03 ) β 2.15
d f ( 0.98 , 1.03 ) β 1.97 f(0.98, 1.03) \approx 1.97 f ( 0.98 , 1.03 ) β 1.97
β
Correct! Ξ z β 3 ( β 0.02 ) + 3 ( 0.03 ) = 0.03 \Delta z \approx 3(-0.02) + 3(0.03) = 0.03 Ξ z β 3 ( β 0.02 ) + 3 ( 0.03 ) = 0.03 , so
f β 2 + 0.03 = 2.03 f \approx 2 + 0.03 = 2.03 f β 2 + 0.03 = 2.03 (the exact value is
2.0303 β¦ 2.0303\ldots 2.0303 β¦ ).
β That is Ξ z \Delta z Ξ z , not f f f . The formula gives the change; add it to the starting value
f ( 1 , 1 ) = 2 f(1, 1) = 2 f ( 1 , 1 ) = 2 .
β Check the sign of Ξ x \Delta x Ξ x . x x x goes from
1 1 1 to
0.98 0.98 0.98 , so
Ξ x = β 0.02 \Delta x = -0.02 Ξ x = β 0.02 and its effect
3 ( β 0.02 ) = β 0.06 3(-0.02) = -0.06 3 ( β 0.02 ) = β 0.06 is negative.
β The signs are reversed. Ξ x = 0.98 β 1 = β 0.02 \Delta x = 0.98 - 1 = -0.02 Ξ x = 0.98 β 1 = β 0.02 and
Ξ y = 1.03 β 1 = + 0.03 \Delta y = 1.03 - 1 = +0.03 Ξ y = 1.03 β 1 = + 0.03 , so
Ξ z β β 0.06 + 0.09 = + 0.03 \Delta z \approx -0.06 + 0.09 = +0.03 Ξ z β β 0.06 + 0.09 = + 0.03 .
β Not quite. Find
Ξ x \Delta x Ξ x and
Ξ y \Delta y Ξ y from
( 1 , 1 ) (1, 1) ( 1 , 1 ) , estimate
Ξ z \Delta z Ξ z , then add
f ( 1 , 1 ) f(1, 1) f ( 1 , 1 ) .
Show solution
From the base point ( 1 , 1 ) (1, 1) ( 1 , 1 ) : Ξ x = 0.98 β 1 = β 0.02 \Delta x = 0.98 - 1 = -0.02 Ξ x = 0.98 β 1 = β 0.02 and Ξ y = 1.03 β 1 = 0.03 \Delta y = 1.03 - 1 = 0.03 Ξ y = 1.03 β 1 = 0.03 .
Ξ z β f x β Ξ x + f y β Ξ y = 3 ( β 0.02 ) + 3 ( 0.03 ) = β 0.06 + 0.09 = 0.03 \Delta z \approx f_x\,\Delta x + f_y\,\Delta y = 3(-0.02) + 3(0.03) = -0.06 + 0.09 = 0.03 Ξ z β f x β Ξ x + f y β Ξ y = 3 ( β 0.02 ) + 3 ( 0.03 ) = β 0.06 + 0.09 = 0.03
f ( 0.98 , 1.03 ) β f ( 1 , 1 ) + Ξ z = 2 + 0.03 = 2.03 f(0.98, 1.03) \approx f(1, 1) + \Delta z = 2 + 0.03 = 2.03 f ( 0.98 , 1.03 ) β f ( 1 , 1 ) + Ξ z = 2 + 0.03 = 2.03
The exact value is 0.98 3 β
1.03 + 1.03 2 = 0.96942776 + 1.0609 = 2.03032776 0.98^3 \cdot 1.03 + 1.03^2 = 0.96942776 + 1.0609 = 2.03032776 0.9 8 3 β
1.03 + 1.0 3 2 = 0.96942776 + 1.0609 = 2.03032776 , off by about 0.0003 0.0003 0.0003 : the second-order terms.
Problem 4 Β· Read a Tangent Plane
Given: the tangent plane to z = f ( x , y ) z = f(x, y) z = f ( x , y ) at the point above ( 2 , β 1 ) (2, -1) ( 2 , β 1 ) is z = 5 β 4 ( x β 2 ) + 3 ( y + 1 ) z = 5 - 4(x - 2) + 3(y + 1) z = 5 β 4 ( x β 2 ) + 3 ( y + 1 ) . Find f x ( 2 , β 1 ) f_x(2, -1) f x β ( 2 , β 1 ) and estimate f ( 2.1 , β β 1.2 ) f(2.1,\, -1.2) f ( 2.1 , β 1.2 ) .
The partial derivative in x at (2, β1)
a f x ( 2 , β 1 ) = β 4 f_x(2, -1) = -4 f x β ( 2 , β 1 ) = β 4
b f x ( 2 , β 1 ) = 4 f_x(2, -1) = 4 f x β ( 2 , β 1 ) = 4
c f x ( 2 , β 1 ) = 5 f_x(2, -1) = 5 f x β ( 2 , β 1 ) = 5
d f x ( 2 , β 1 ) = 3 f_x(2, -1) = 3 f x β ( 2 , β 1 ) = 3
The estimate at (2.1, β1.2)
a f ( 2.1 , β 1.2 ) β 5.2 f(2.1, -1.2) \approx 5.2 f ( 2.1 , β 1.2 ) β 5.2
b f ( 2.1 , β 1.2 ) β β 1 f(2.1, -1.2) \approx -1 f ( 2.1 , β 1.2 ) β β 1
c f ( 2.1 , β 1.2 ) β 4 f(2.1, -1.2) \approx 4 f ( 2.1 , β 1.2 ) β 4
d f ( 2.1 , β 1.2 ) β 4.8 f(2.1, -1.2) \approx 4.8 f ( 2.1 , β 1.2 ) β 4.8
β
Correct! The coefficients of
( x β 2 ) (x - 2) ( x β 2 ) and
( y + 1 ) (y + 1) ( y + 1 ) are
f x = β 4 f_x = -4 f x β = β 4 and
f y = 3 f_y = 3 f y β = 3 , and
f ( 2.1 , β 1.2 ) β 5 β 0.4 β 0.6 = 4 f(2.1, -1.2) \approx 5 - 0.4 - 0.6 = 4 f ( 2.1 , β 1.2 ) β 5 β 0.4 β 0.6 = 4 .
β 5 5 5 is the height z 0 = f ( 2 , β 1 ) z_0 = f(2, -1) z 0 β = f ( 2 , β 1 ) . f x f_x f x β is the coefficient of
( x β 2 ) (x - 2) ( x β 2 ) .
β Keep the sign. The term is
β 4 ( x β 2 ) -4(x - 2) β 4 ( x β 2 ) , so the coefficient of
( x β 2 ) (x - 2) ( x β 2 ) is
f x ( 2 , β 1 ) = β 4 f_x(2, -1) = -4 f x β ( 2 , β 1 ) = β 4 , not
4 4 4 .
β 3 3 3 is f y ( 2 , β 1 ) f_y(2, -1) f y β ( 2 , β 1 ) . It multiplies
( y + 1 ) = y β y 0 (y + 1) = y - y_0 ( y + 1 ) = y β y 0 β ;
f x f_x f x β is the coefficient of
( x β 2 ) (x - 2) ( x β 2 ) .
β Check f x f_x f x β . In
z = z 0 + a ( x β x 0 ) + b ( y β y 0 ) z = z_0 + a(x - x_0) + b(y - y_0) z = z 0 β + a ( x β x 0 β ) + b ( y β y 0 β ) ,
f x f_x f x β is
a a a , the coefficient of
( x β 2 ) (x - 2) ( x β 2 ) , sign included.
β Check Ξ y \Delta y Ξ y . y y y goes from
β 1 -1 β 1 to
β 1.2 -1.2 β 1.2 , so
Ξ y = y + 1 = β 0.2 \Delta y = y + 1 = -0.2 Ξ y = y + 1 = β 0.2 , not
+ 0.2 +0.2 + 0.2 .
β That is Ξ z \Delta z Ξ z . The plane value includes the height
z 0 = 5 z_0 = 5 z 0 β = 5 :
5 + ( β 1 ) = 4 5 + (-1) = 4 5 + ( β 1 ) = 4 .
β Check the estimate. Substitute
x β 2 = 0.1 x - 2 = 0.1 x β 2 = 0.1 and
y + 1 = β 0.2 y + 1 = -0.2 y + 1 = β 0.2 into the plane, keeping the sign of
β 4 -4 β 4 .
Show solution
Compare with z = z 0 + f x ( x 0 , y 0 ) ( x β x 0 ) + f y ( x 0 , y 0 ) ( y β y 0 ) z = z_0 + f_x(x_0, y_0)(x - x_0) + f_y(x_0, y_0)(y - y_0) z = z 0 β + f x β ( x 0 β , y 0 β ) ( x β x 0 β ) + f y β ( x 0 β , y 0 β ) ( y β y 0 β ) at ( x 0 , y 0 ) = ( 2 , β 1 ) (x_0, y_0) = (2, -1) ( x 0 β , y 0 β ) = ( 2 , β 1 ) , where y β y 0 = y + 1 y - y_0 = y + 1 y β y 0 β = y + 1 :
z 0 = f ( 2 , β 1 ) = 5 , f x ( 2 , β 1 ) = β 4 , f y ( 2 , β 1 ) = 3. z_0 = f(2, -1) = 5, \qquad f_x(2, -1) = -4, \qquad f_y(2, -1) = 3. z 0 β = f ( 2 , β 1 ) = 5 , f x β ( 2 , β 1 ) = β 4 , f y β ( 2 , β 1 ) = 3.
For ( 2.1 , β 1.2 ) (2.1, -1.2) ( 2.1 , β 1.2 ) : Ξ x = x β 2 = 0.1 \Delta x = x - 2 = 0.1 Ξ x = x β 2 = 0.1 and Ξ y = y + 1 = β 0.2 \Delta y = y + 1 = -0.2 Ξ y = y + 1 = β 0.2 , so
f ( 2.1 , β 1.2 ) β 5 + ( β 4 ) ( 0.1 ) + 3 ( β 0.2 ) = 5 β 0.4 β 0.6 = 4. f(2.1, -1.2) \approx 5 + (-4)(0.1) + 3(-0.2) = 5 - 0.4 - 0.6 = 4. f ( 2.1 , β 1.2 ) β 5 + ( β 4 ) ( 0.1 ) + 3 ( β 0.2 ) = 5 β 0.4 β 0.6 = 4.
Near the point, the graph of f f f is close to its tangent plane, so the plane's height is the estimate.
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