|
MATHEMATICS - THEORY
|
|
|
In this section, the concept of a monotonic function is discussed and the method to find a function's monotonicity is introduced. |
|
|
|
|
|
Monotonicity
|
Increasing Function
Decreasing Function |
|
In engineering research, sometimes a diagram
can help the researcher better understand a function. A function's increasing
or decreasing tendency is useful when sketching a draft.
A function is called increasing on an interval if the function
value increases as the independent value increases. That is if x1 > x2,
then f(x1) > f(x2). On the other hand, a function
is called decreasing on an interval if the function value decreases as
the independent value increases. That is if x1 > x2,
then f(x1) < f(x2). A function's increasing
or decreasing tendency is called monotonicity on its domain. |
|
|
|
Example of Monotonic Function |
|
The monotonicity concept can be better understood
by finding the increasing and decreasing interval of the function, say
y = (x-1)2.
In the interval of (-∞,
1], the function is decreasing. In the interval of [1, +∞), the
function is increasing. However, the function is not monotonic in its
domain (-∞, +∞). |
|
|
|
Derivative and Monotonic
|
|
In the Derivative and Monotonic graphic
on the left, the function is decreasing in [x1, x2]
and [x3, x4],
and the slope of the function's tangent lines are negative. On the other
hand, the function is increasing in [x2, x3] and
the slope of the function's tangent line is positive. Is there any certain
relationship between monotonicity and derivative? The answer is yes and
is discussed below. |
|
|
|
|
Test for Monotonic Functions
|
|
|
Test for monotonic functions states:
Suppose a function is continuous on [a, b] and it is differentiable
on (a, b).
-
If the derivative is larger than zero for all x in (a, b), then the function is increasing on [a, b].
-
If the derivative is less than zero for all x in (a, b), then the function is decreasing on [a, b].
|
|
|
|
Function y = x2 - 4 |
|
The test for monotonic functions can be better
understood by finding the increasing and decreasing range for the function
f(x) = x2 - 4.
The function f(x) = x2 - 4 is a polynomial function, it is
continuous and differentiable in its domain (-∞, +∞), and
thus it satisfies the condition of monatomic function test. In order
to find its monotonicity, the derivative of the function
needs to be calculated. That is
df(x)/dx = d(x2 - 4)/dx
=
(d(x2)
- d(4))/dx
=
2x
It is obvious that the function df(x)/dx = 2x is negative when x < 0,
and it is positive when x > 0. Therefore, function f(x) = x2 -
4 is increasing in the range of (-∞, 0) and decreasing in the range
of (0, +∞). This result is confirmed by the diagram on the left. |
|
|
|
|