Chapter 4 - Analyzing Graphs
Thursday, 25 August 2022 | |
9-minute read | |
1881 words | |
Extrema of a Function
Absolute Extrema
An absolute extremum can only exist in an open interval of $f$. A closed interval has an infinite amount of values that approach the start and end of the intervals, so it is impossible to define an exact extremum on a closed interval.
There may not be an absolute extremum in a function if the function is unbounded.
Local Extrema
A local extremum exists at point $x$ if $f'(x) = 0$ with odd multiplicity (i.e. the function passes $y = 0$). A value of $x$ with even multiplicity (e.g. $f'(x) = (x -2)^2$) will simply bounce off the y-axis, and $f'(x)$ does not change sign at $x$.
If the sign of $f'(x)$ at $x$ changes from negative to positive, there must exist a local minimum at $(x, f(x))$.
If the sign changes from positive to negative, there must exist a local maximum at $(x, f(x))$.
If the function has a removable discontinuity, a local maximum exists when $f(x) > \lim_{c \to x} f(c)$ and a local minimum exists when $f(x) < \lim_{c \to x} f(c)$
Extreme Value Theorem
If the function is continuous on a closed interval, then it must have both an absolute maximum and an absolute minimum.
Mean Value Theorem (Derivatives)
If $f(x)$ is continuous on $[a, b]$ and differentiable on $(a, b)$, then a value $x = c$ must exist in $(a, b)$ such that $f'(c) = \frac{f(b) - f(a)}{b - a}$
Note: This means that within the interval, there must be a tangent line with the same slope as the secant line that passes through the endpoints of the interval.
Example
Show that the function $f(x) = x^2$ satisfies the hypotheses of the MVT over the interval $[-2, 4]$. Then find a value of $c$ such that $f'(c) = \frac{f(b) - f(a)}{b - a}$ on this interval.
Solution:
The interval $[a, b]$ = $[-2, 4]$
$f(x) = x^2$
$f'(x) = 2x$
$\frac{f(4) - f(-2)}{4 - (-2)} = 2$
$f'(c) = 2 = 2c$
$c = 1$
In a graph, the slope of the secant line from $(a, f(a))$ to $(b, f(b))$ will be the same as the slope of the tangent line at $(c, f(c))$
Example 2
Determine whether or not the function $f(x) = |x|$ satisfies the hypotheses of the MVT over the following intervals. If yes, find the values of $c$ guaranteed by the MVT.
- $[-2, 2]$ The interval in $[-2, 2]$ is continuous, but it's not differentiable when $x = 0$. Therefore, it does not satisfy the conditions of the MVT.
- $[0, 4]$ The interval $[0, 4]$ is continuous, and the interval $(0, 4)$ is differentiable.$f'(x) = 1$ if $x > 0$ $\frac{f(4) - f(0)}{4 - 0} = 1$
Rolle's Theorem
Definition: Let the function $f$ be continuous of the closed interval $[a, b]$ and differentiable on the open interval $(a, b)$. If $f(a) = f(b)$, then there is at least one number $c$ in $(a, b)$ such that $f'(c) = 0$.
In other words, if $f(a) = f(b)$, then there is at least one point where the average slope is zero between $[a, b]$.
Example
$f(x) = x^4 - 2x^2$
$f'(x) = 4x^3 - 4x$
$f'(c) = 4c^3 - 4c = 0$
$c = 0$
Example 3
Show that the function $f(x) = x^3$ satisfies the hypothesis of the MVT over the interval $[0, 1]$. Find a value of $c$.
First Derivative - Increasing/Decreasing
- Increasing Function - A function is increasing on the interval $I$ if for all $x_1 < x_2$ in $I, f(x_1) < f(x_2)$ Let $f$ be continuous on $[a, b]$ and differentiable on $(a, b)$. $f$ increases on $[a, b]$ if $f' > 0$.
- Decreasing Function - A function is decreasing on the interval $I$ if for all $x_1 > x_2$ in $I, f(x_1) > f(x_2)$ Let $f$ be continuous on $[a, b]$ and differentiable on $(a, b)$. $f$ decreases on $[a, b]$ if $f' > 0$.
- Monotonic Function - A function that is strictly increasing or decreasing on an interval.
- Constant Function - A function that can be defined as $f(x) = C$, where $C$ is a constant, and $f'(x) = 0$
Examples
Determine what intervals the function $f(x) = x^3 - 27x$ is increasing and decreasing.
$f'(x) = 3x^2 - 27 = 0$
$3(x + 3)(x - 3) = 0$
$x = \{ -3, 3 \}$
$f'(-4) > 0$
$f'(-2) < 0$
$f'(4) > 0$
+ - + <-------|----------|-------> -3 3
$f$ is increasing on the interval $(-\infty, -3] \cup [3, \infty)$ and decreasing on the interval $[-3, 3]$
- $f(x) = xe^{\frac{1}{x}}$ \[ f'(x) = x \cdot e^{\frac{1}{x}} \cdot -x^{-2} + e^{\frac{1}{x}} \cdot 1 = 0 \] $f'(x) = (e^\frac{1}{x})(-x^{-1} + 1)$ $f'(x) = e^\frac{1}{x}(\frac{x - 1}{x}) = 0$ $x = 1$ , and $f'(x) = \textrm{DNE}$ if $x = 0$ $f(-1) > 0$ $f(\frac{1}{2}) < 0$ $f(2) > 0$ $f$ is increasing on $(-\infty, 0) \cup [1, \infty)$ and decreasing on $(0, 1)$
Sample AP Question
- The graph of $f'$, the derivative of the function $f$, is shown. Which of the following statements is true about $f$? (A) $f$ is decreasing for $-1 \ge x \ge 1$ (B) $f$ is increasing for $-2 \ge x \ge 0$
Second Derivative - Concavity
- A function is concave up on an open interval if $f'$ is increasing
- A function is concave down on an open interval $f'$ is decreasing
Concavity Test
- Concave up on any interval where $f''(x) > 0$
- Concave down on any interval where $f''(x) < 0$
Point of inflection - a point where the graph of a function has a tangent line and where the concavity/sign changes (i.e. the point $(x, f(x))$ such that $f''(x) = 0$)
- A possible POI may exist when $f''(x) = 0$, but a POI must exist when the sign changes
Examples
- Determine the concavity of $y = 2 + \sin x$ on $[0, 2\pi]$ and any points of inflection. $y' = \cos x$ $y'' = -\sin x = 0$ $x = \{ 0, \pi, 2\pi \}$ $y'' < 0$ if $0 < x < \pi$ - concavity down at $(0, \pi)$ $y'' > 0$ is $\pi < x < 2\pi$ - concavity up at $(\pi, 2\pi)$
Determine the concavity of $f(x) = \frac{2x}{x^2 - 4}$
$f''(x) = \frac{4x(x^2 + 12)}{(x^2 - 4)^3}$
$f''(0) = 0$
$f''(\pm 2) = \textrm{DNE}$
$f''(-3) < 0$
$f''(-1) > 0$
$f''(1) < 0$
$f''(3) > 0$
- + - + <-------------------------------> f''(x) | | | 2 0 4/3
Concavity down on $(-\infty, -2) \cup (0, 2)$
Concavity up on $(-2, 0) \cup (2, \infty)$
3 possible points of inflection: $\{ -2, 0, 2 \}$
Since $\pm 2$ does not exist in the domain of the original function, they could not be considered points of inflection. Therefore, the only point of inflection is $(0, 0)$.
$f'(x) = 4x^3 - 8x^2$
$f''(x) = 12x^2 - 16x$
$f''(x) = 4x(3x - 4)$
$x = \{0, \frac{4}{3}\}$
$f''(x) > 0; x = -1$
$f''(x) < 0; x = 1$
$f''(x) > 0; x = 2$
+ - + <-------------------------------> f''(x) | | 0 4/3
Concavity down on $(0, \frac{4}{3})$
Convacity up on $(-\infty, 0) \cup (\frac{4}{3}, \infty)$
Sample AP Questions
Let $f$ be the function given by $f(x) = 2xe^x$. The graph of $f$ is concave down when
$f'(x) = 2e^x + 2xe^x$
$f''(x) = 2e^x + 6xe^x$
$x = \{ -2, 0 \}$
- <-------------------------------> f''(x) | | -2 0
Concave down $(-\infty, -2)$
- The second derivative of the function $f$ is given by $f''(x) = x(x - a)(x - b)^2$. The graph of $f''(x)$ is shown. For what values does $f$ have a point of inflection? $f$ has a point of inflection at $0, a, b$ because the value of $f$ at those points is zero. By definition, it is a point of inflection.
- The function $f$ has first derivative given by $f'(x) = \frac{\sqrt{x}}{1 + x + x^3}$ $f''(x) = \frac{-5x^3 - x + 1}{2\sqrt{x}(1 + x + x^3)^2} = 0$ $-5x^3 - x + 1 = 0$ Solve the numerator for 0 $x = 0.473$ (x-coordinate of point of inflection)
- For all $x$ in the closed interval $[2, 5]$, the function $f$ has a positive first derivative and a derivative. Which of the following could be a table of values for $f$? B is most likely the answer because $f$ in that interval is concave down. Therefore, the rate of change should slow down but not be negative.
Second Derivative Test
If $f'(c) = 0$ and $f''(c) < 0$, then a local maximum exists at $x = c$. If $f'(c) = 0$ and $f''(c) > 0$, then a local minimum exists at $x = c$.
Examples
- Find where the extreme values of $f(x) = x^3 - 12x - 5$ occur. \begin{array}{ r l } f'(x) & = 3x^2 - 12 \\ & = 3(x^2 - 4) \\ & = 3(x + 2)(x - 2) \\ \end{array} $x = \pm 2$ $f''(x) = 6x$ $f''(2) = 12$ — a local maximum occurs at $x = 2$ $f''(-2) = -12$ — a local minumum occurs at $x = -2$
AP Sample Questions
Let $g$ be a twice-differentiable function with $g' > 0$ and $g''(x) > 0$ for all real numbers $x$, such that $g(4) = 12$ and $g(5) = 18$. Which is a possible value of $g(6)$?
- 15
- 21
- 24
- 27
The most likely answer is (D) because $g'$ is positive, and $g''$ is also positive, which means that $g$ must be exponentially increasing.
- The function $f$ has property $f(x), f'(x), f''(x)$ are negative for all real values of $x$. Which of the following could be the graph for $f$?
Graph (B) is most likely the answer. The range of $f$ is always negative, so it can never be positive at any point. Since $f'$ is negative, $f$ should be decreasing. Since $f''$ is negative, $f'$ should be decreasing, which means $f$ should be exponentially decreasing (i.e. no deceleration).
Curve Sketching
- Identify the domain, range, intercepts, asymptotes, and end behavior
- Find critical points and determine on which intervals the function is inceasing or decreasing
- Determine points of inflection and the direction of concavity between POIs
- Plot a few points if necessary to draw the curve about
Example
Sketch the graph of $f(x) = \frac{2x}{x^2 - 4}$
x-intercept: $(0, 0)$
y-intercept: $(0, 0)$
Vertical asymptote: $x = \pm 2$
Horizontal asymptote: $\lim_{x \to \pm \infty} f(x) = 0$
$f(x) = 2x(x^2 - 4)^{-1}$
$f'(x) = \frac{-2x(x^2 + 4)}{(x^2 - 4)^2}$
$f''(x) = \frac{4x(x^2 + 12)}{(x^2 - 4)^3}$
$f'(0) = 0$
$f'(\pm 2) = \textrm{undefined}$
$f''(0) = 0$
$f''(\pm2) = \textrm{undefined}$
- - - - <-------------------------------------------> f'(x) 2 0 2
- + - + <-------------------------------------------> f''(x) 2 0 2
Decreasing CCU CCD CCU CCD <-------------------------------------------> f(x) 2 0 2
Kinematics
\begin{array}{ r l } \textrm{Position} & x(t) \\ \textrm{Velocity} & x'(t) = v(t) \\ \textrm{Acceleration} & x''(t) = v'(t) = x(t) \end{array}
Example
A particle moves along a horizontal axis with velocity given by the function
\[ v(t) = -5 + 2.3e^{\sin(t^2)} \]
Is the particle speeding up or slowing down at $t = 27$?
\[ v'(t) = 2.3(e^{\sin(t^2)} + -2t\cos(t^2)) \]
\[ a(27) = v'(27) = -120 \]
Because $a(27) < 0$, the particle is decelerating, and which means the particle is slowing down.