x 2 + 2 x y + 3 y 2 − 6 x − 2 y
For real values x , . y , find the minimum value of the expression above.
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Why is this true?
Its discriminant D ≤ 0
Discriminant is less than equal to zero because the quadratic in x is upward parabola and is nonnegative for all real values of x
There is a quicker way to do this with calculus, but it is still possible with only algebra:
First off, factor with respect to x.
x 2 + 2 ( y − 3 ) x + ( 3 y 2 − 2 y )
Complete the square and simplify:
x 2 + 2 ( y − 3 ) x + ( y − 3 ) 2 − ( y − 3 ) 2 + ( 3 y 2 − 2 y )
( x + ( y − 3 ) ) 2 − ( y 2 − 6 y + 9 ) + ( 3 y 2 − 2 y )
( x + ( y − 3 ) ) 2 − y 2 + 6 y − 9 + 3 y 2 − 2 y
( x + ( y − 3 ) ) 2 + 2 y 2 + 4 y − 9
Then, complete the square with regard to the y variables, and simplify:
( x + ( y − 3 ) ) 2 + 2 y 2 + 4 y − 9
( x + ( y − 3 ) ) 2 + 2 ( y 2 + 2 y ) − 9
( x + ( y − 3 ) ) 2 + 2 ( y 2 + 2 y + 1 − 1 ) − 9
( x + ( y − 3 ) ) 2 + 2 ( y 2 + 2 y + 1 ) − 2 − 9
( x + ( y − 3 ) ) 2 + 2 ( y + 1 ) 2 − 1 1
You could stop here, since the lowest value any square number can have (in real number space) is 0, the minimum value of this equation is -11. But let's solve for the variables and make sure.
The second term contains only a y variable, so if we set y = − 1 that term is cancelled out.
This makes the first term ( x + ( − 1 − 3 ) ) or ( x − 4 ) so x = 4 . And at this point, the first two terms are zero, making the minimum value -11.
Checking the values in the original equation, you get:
4 2 + 2 ( 4 ) ( − 1 ) + 3 ( − 1 ) 2 − 6 ( 4 ) − 2 ( − 1 ) = 1 6 − 8 + 3 − 2 4 + 2 = − 1 1
Nicely done. Optimizing quadratic expressions via completing the square is underrated.
Partial derivatives will do the magic
1 2 3 4 5 6 |
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You have only shown that its local extrema occur at ( 4 , − 1 ) but you didn't show that it is a minimum, maximum, or an inflection point.
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Let the minimum value be m
x 2 + 2 x y + 3 y 2 − 6 x − 2 y ≥ m
x 2 + 2 x y + 3 y 2 − 6 x − 2 y − m ≥ 0
Its discriminant D ≤ 0
4 ( y − 3 ) 2 − 4 ( 3 y 2 − 2 y − m ) ≤ 0
2 y 2 + 4 y − ( m + 9 ) ≥ 0
y 2 + 2 y ≥ 2 m + 9
( y + 1 ) 2 ≥ 2 m + 1 1
as least value of a perfect square is zero
so 2 m + 1 1 = 0
m = − 1 1