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25.7 Maximum and minimum points of a function of two variables 843

Example25.15 Locate the stationary points of

f(x,y)= x3

3 +3x2 +xy+ y2

2 +6y

Solution The first partialderivatives arefound:

∂f

∂x =x2 +6x+y

∂f

∂y =x+y+6

These derivatives are equated tozero:

x 2 +6x+y=0 (25.1)

x+y+6=0 (25.2)

Equations (25.1) and (25.2) are solved simultaneously. From (25.2)y = −x − 6, and

substituting this into Equation (25.1) yields x 2 + 5x − 6 = 0. Solving this quadratic

equationgivesx = 1, −6.Whenx = 1,y = −7,andwhenx = −6,y = 0.Thefunction

has stationary values at (1,−7) and (−6,0).

Equating the first partial derivatives to zero locates the stationary points, but does not

identifythemasmaximumpoints,minimumpointsorsaddlepoints.To distinguishbetween

these various points a test involving second partial derivatives must be made.

Note that this is similar to locating and identifying turning points of a function of one

variable.

To identifythe stationarypoints weconsider the expression

( )

∂ 2 f ∂ 2 f ∂ 2

∂x 2 ∂y − f 2

2 ∂x∂y

If the expression isnegative atastationary point,then thatpoint isasaddle point.

Iftheexpressionispositiveandinaddition ∂2 f

∂x ispositiveatastationarypoint,then

thatpoint isaminimum point.

2

Iftheexpressionispositiveandinaddition ∂2 f

∂x isnegativeatastationarypoint,then

thatpoint isamaximum point.

2

If the expression is zero then further tests are required. These are beyond the scope

of the book.

Insummary:

∂ 2 f ∂ 2 (

f ∂ 2 )

∂x 2 ∂y − f 2

< 0 Saddle point

2 ∂x∂y

( )

∂ 2 f ∂ 2 f ∂ 2

∂x 2 ∂y − f 2

>0 2 ∂x∂y

and

∂ 2 f ∂ 2 (

f ∂ 2 )

∂x 2 ∂y − f 2

>0 2 ∂x∂y

and

∂ 2 f

∂x 2 > 0

∂ 2 f

∂x 2 < 0

Minimum point

Maximum point

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