Axiom Learning·AP Precalculus

Chapter 1: Relations & Functions

函数与关系 · Domain · Rate of Change · Linearity

AP Unit 1 Foundational 中英双语

1 · Relations and Functions 关系与函数

1.1 Key Vocabulary 核心术语

English Term中文Meaning / 含义
relation关系A rule or connection between inputs and outputs. 输入和输出之间的对应规则。
input输入值The value you put in. Usually $x$. 放入函数的值,通常用 $x$ 表示。
output输出值The value produced. Usually $y$ or $f(x)$. 函数产生的值,通常用 $y$ 或 $f(x)$。
domain定义域The set of all valid input values. 所有合法输入值的集合。
range值域The set of all possible output values. 所有可能输出值的集合。
function函数A relation where each input has exactly one output. 每个输入对应唯一输出的关系。
independent variable自变量The input variable, often $x$. 输入变量,通常是 $x$。
dependent variable因变量The output variable, often $y$. 输出变量,通常是 $y$。
ordered pair有序数对A point written as $(x, y)$. 以 $(x, y)$ 形式表示的点。

1.2 What Is a Function? 什么是函数?

Definition 定义

A function is a special type of relation where every input is paired with exactly one output.

中文理解
函数是一种特殊的关系:每一个输入值只能对应一个输出值。如果某个输入值对应了两个不同的输出值,则这个关系不是函数。
✅ Is a Function 是函数

$\{(1,4),(2,5),(3,6)\}$
每个输入 (1, 2, 3) 只出现一次。

❌ Not a Function 不是函数

$\{(1,4),(2,5),(2,7)\}$
输入 $2$ 对应了 $5$ 和 $7$ 两个输出。

1.3 Function Notation 函数符号

$y = f(x)$    read as    "f of x"    读作    "f 在 x 处的值"
Common Mistake 常见错误

$f(x)$ does NOT mean $f$ times $x$!   $f(x)$ 不是 $f$ 乘以 $x$!
It means "the output of function $f$ when the input is $x$." 它表示"当输入为 $x$ 时,函数 $f$ 的输出值"。

一起做 Together

T-1
Is it a Function? — 判断是否为函数

Determine whether the relation is a function:   $\{(-1,3),(0,5),(2,7),(2,9),(4,11)\}$

1
Check inputs — 检查输入值
List all inputs (x-values): $-1,\;0,\;2,\;2,\;4$
2
Any repeated input? — 有重复输入吗?
Input $x=2$ appears twice: it is paired with both $7$ and $9$.
输入值 $2$ 对应了两个不同的输出 $7$ 和 $9$,违反了"每个输入只能有唯一输出"的规则。
❌ This relation is NOT a function. The input $x=2$ maps to two different outputs (7 and 9).
这不是函数,因为 $x=2$ 有两个不同的输出。
T-2
Evaluating Function Notation — 函数记号计算

(a) If $f(x) = 10x - 2$, find $f(3)$.    (b) If $g(x) = x^2 + 5$, find $g(x+2)$.

1
(a) Substitute x = 3 — 代入 x = 3
$f(3) = 10(3) - 2 = 30 - 2 = 28$
将 $x=3$ 代入函数式,用3替换所有的 $x$。
2
(b) Substitute x = (x+2) — 用 (x+2) 替换所有 x
$g(x+2) = (x+2)^2 + 5$
$= x^2 + 4x + 4 + 5$
$= x^2 + 4x + 9$
把 $(x+2)$ 整体当作新的输入,代入每一处 $x$,然后展开化简。
(a) $f(3) = 28$    (b) $g(x+2) = x^2 + 4x + 9$
Examples 练习

E-1
Function Notation Practice

Let $h(x) = 3x^2 - 2x + 1$. Find:   (a) $h(0)$    (b) $h(-2)$    (c) $h(x-1)$

(a) $h(0) = 3(0)^2 - 2(0) + 1 = \mathbf{1}$

(b) $h(-2) = 3(4) - 2(-2) + 1 = 12 + 4 + 1 = \mathbf{17}$

(c) $h(x-1) = 3(x-1)^2 - 2(x-1) + 1 = 3(x^2-2x+1) - 2x + 2 + 1$
$= 3x^2 - 6x + 3 - 2x + 3 = \mathbf{3x^2 - 8x + 6}$

1.4 Four Representations of a Function 函数的四种表示

The input and output values of a function vary in tandem (一起变化) according to the function rule. AP Precalculus expects you to work with that rule in four forms and to move between them.
AP 题目经常在四种表示之间切换:给表格判断凹凸、给文字选图、给图读区间。

Representation 表示方式What you see 看什么Example: taxi fare 出租车费
Verbal 文字A sentence describing how the quantities change together 用语言描述规则Starting fare \$3, plus \$2 per mile. 起步价 3 美元,每英里加 2 美元。
Analytical 解析式An equation or formula 公式$C(m) = 3 + 2m$
Numerical 数值(表格)A table of input–output pairs 输入输出表$m$: 0, 1, 2, 3, 4  →  $C$: 3, 5, 7, 9, 11
Graphical 图像Overall shape and trend 整体形状与趋势See the graph below 见下图
0 1 2 3 4 2 4 6 8 10 12 m (miles) C (dollars)
Graphical representation of $C(m)=3+2m$ for $0\le m\le 4$ · 同一个函数的图像表示
为什么重要
同一个函数可以用四种"语言"来表示。考试中最常见的三种切换是:文字 → 图像(选图或画图)、表格 → 性质(增减、凹凸、变化率)、图像 → 区间(读增减区间、零点)。在情境题里还要注意定义域会受情境限制,比如时间不能为负、个数只能取整数。
一起做 Together

T-3
One Function, Four Representations — 一个函数的四种表示

Verbal: A ball is dropped from the top of a 64-foot building. Its height above the ground is $h(t)=64-16t^2$ feet, where $t$ is the time in seconds after it is dropped.

(a) Make a table of values for $t = 0,\ 0.5,\ 1,\ 1.5,\ 2$.
(b) When does the ball hit the ground?
(c) State a reasonable domain and range for $h$ in this context.
(d) Describe the graph: is $h$ increasing or decreasing? Concave up or concave down?

1
(a) Numerical — 列表
$t$ (s)00.511.52
$h(t)$ (ft)646048280
First difference$-4$$-12$$-20$$-28$
2
(b) Zero in context — 情境中的零点
The ball hits the ground when $h(t)=0$:  $64-16t^2=0 \Rightarrow t^2=4 \Rightarrow t=2$.
$t=-2$ 也满足方程,但时间不能为负,所以舍去。零点在情境中的含义:球落地的时刻。
3
(c) Domain and range restricted by context — 情境限制
Domain: $0 \le t \le 2$  (from the drop until it lands)    Range: $0 \le h \le 64$
公式 $64-16t^2$ 本身对所有实数都有意义,但情境只允许从松手($t=0$)到落地($t=2$)这一段。
4
(d) Graphical — 图像
0 0.5 1 1.5 2 20 40 60 80 t (s) h (ft)
The outputs decrease, so $h$ is decreasing. The first differences $-4, -12, -20, -28$ are decreasing (more and more negative), so the graph is concave down: the ball falls faster and faster.
(b) $t=2$ s    (c) Domain $[0,2]$, range $[0,64]$    (d) Decreasing and concave down 递减且下凹(越落越快)。
Examples 练习

E-2
Translate Between Representations — 表示之间的转换

A phone plan costs \$20 per month plus \$0.10 for each text message sent.
(a) Write the monthly cost $C$ as a function of the number of texts $n$.
(b) Complete a table for $n = 0,\ 100,\ 200,\ 300$.
(c) Describe the graph of $C$ in words.
(d) What is a reasonable domain in this context?

(a) $C(n) = 20 + 0.10n$

(b) $n$: 0, 100, 200, 300  →  $C$: 20, 30, 40, 50

(c) A line starting at $(0, 20)$ that increases at a constant rate of \$0.10 per text. It is neither concave up nor concave down. 从 $(0,20)$ 出发、以每条短信 0.10 美元的常数速率上升的直线。

(d) $n = 0, 1, 2, 3, \dots$ (whole numbers). You cannot send a negative or fractional number of texts. 情境中 $n$ 只能取非负整数。


2 · Domain and Range 定义域与值域

2.1 From a Graph 从图像读取

Reading a Graph — 读图规则
  • Read the domain left → right (x-values)   从左到右读 定义域($x$ 值)
  • Read the range bottom → top (y-values)   从下到上读 值域($y$ 值)
  • ● Closed circle = endpoint included 实心圆 = 包含端点 $[\;]$
  • ○ Open circle = endpoint excluded 空心圆 = 不包含端点 $(\;)$
  • → Arrow = graph continues forever 箭头 = 趋向无穷 $\pm\infty$

2.2 Interval Notation 区间记号

Inequality 不等式Interval 区间Meaning 含义
$a \le x \le b$$[a,b]$Both endpoints included 两端均包含
$a < x < b$$(a,b)$Both endpoints excluded 两端均不包含
$a \le x < b$$[a,b)$Left included, right excluded 左包右不包
$a < x \le b$$(a,b]$Left excluded, right included 左不包右包
All real numbers$(-\infty,+\infty)$No restriction 无限制
$x \ge a$$[a,+\infty)$从 $a$ 起到正无穷(包含 $a$)
$x > a$$(a,+\infty)$从 $a$ 起到正无穷(不含 $a$)
Important 注意

Infinity $\infty$ is never included with a bracket $[$ or $]$. Always use parentheses: $($ or $)$.
无穷大 $\infty$ 和 $-\infty$ 永远用圆括号 $(\;)$,不能用方括号,因为无穷大不是一个具体的数值。

2.3 Algebraic Rules for Domain 代数求定义域规则

Three Rules — 三条规则
#Rule 规则Restriction 限制Example
1 No division by zero
分母不能为零
Set denominator $\neq 0$ $\dfrac{1}{x-3}$: $x\neq 3$, domain $(-\infty,3)\cup(3,\infty)$
2 No even root of a negative
偶次根号内不能为负数
Set radicand $\ge 0$ $\sqrt{x+5}$: $x+5\ge 0\Rightarrow x\ge -5$, domain $[-5,\infty)$
3 Log input must be positive
对数的真数必须大于零
Set argument $> 0$ $\ln(x)$: $x>0$, domain $(0,\infty)$
一起做 Together

T-4
Domain — Rational Function 有理函数定义域

Find the domain of $f(x) = \dfrac{x+2}{x^2+5x-36}$.

1
Identify the restriction — 找出限制条件
Rational function → denominator $\neq 0$.
有理函数的限制:分母不能为零。
2
Factor the denominator — 因式分解分母
$x^2 + 5x - 36 = (x+9)(x-4)$
Set equal to zero: $(x+9)(x-4) = 0 \Rightarrow x = -9 \text{ or } x = 4$
3
Exclude those values — 排除这两个值
Domain = all reals except $x = -9$ and $x = 4$.
Domain: $(-\infty,-9)\cup(-9,4)\cup(4,+\infty)$
T-5
Domain — Square Root 根号函数定义域

Find the domain of $g(x) = \sqrt{2x - 8}$.

1
Radicand must be ≥ 0 — 根号内 ≥ 0
$2x - 8 \ge 0$
平方根内的表达式(被开方数)必须大于等于零,否则结果为虚数,在实数范围内无意义。
2
Solve the inequality — 解不等式
$2x \ge 8 \Rightarrow x \ge 4$
Domain: $[4, +\infty)$
Examples 练习

E-3
Domain — Combined Restrictions 综合限制

Find the domain of each function:
(a) $f(x) = \dfrac{x+2}{x^2+5x-36}$    (b) $g(x) = \sqrt{2x-8}$    (c) $h(x) = \ln(5-x)$

(a) $x^2+5x-36=(x+9)(x-4)=0 \Rightarrow x=-9,\,4$
Domain: $(-\infty,-9)\cup(-9,4)\cup(4,+\infty)$

(b) $2x-8\ge0 \Rightarrow x\ge4$  → Domain: $[4,+\infty)$

(c) $5-x>0 \Rightarrow x<5$  → Domain: $(-\infty,5)$


3 · Intercepts, Zeros, and the Vertical Line Test

截距、零点与垂直线检验

3.1 x-Intercepts and Zeros x 截距与零点

x-Intercept (x 截距)

Where the graph crosses or touches the x-axis.
图像与 $x$ 轴的交点。
At an x-intercept: $y = 0$

Zero (零点)

The x-value where $f(x) = 0$.
使 $f(x)=0$ 成立的 $x$ 值。
To find: set $f(x) = 0$ and solve.

3.2 y-Intercept y 截距

Finding Intercepts — 求截距
  • To find zeros / x-intercepts: set $f(x) = 0$ and solve for $x$. 令 $f(x)=0$ 求解。
  • To find the y-intercept: substitute $x = 0$, compute $f(0)$. 代入 $x=0$,计算 $f(0)$。

3.3 Vertical Line Test 垂直线检验

Vertical Line Test (VLT) — 垂直线检验

A graph represents a function if and only if no vertical line intersects the graph more than once.

为什么?
一条竖直线代表一个固定的输入值 $x$。如果竖线与图像交于两个点,说明同一个 $x$ 有两个不同的 $y$,违反了函数的定义,因此该图像不表示函数。
一起做 Together

T-6
Zeros and y-Intercept 零点与 y 截距

Find the zeros and the $y$-intercept of $f(x) = x^2 - 48$.

1
Find zeros: set f(x) = 0 — 令 f(x) = 0
$x^2 - 48 = 0$
$x^2 = 48$
$x = \pm\sqrt{48} = \pm 4\sqrt{3}$
2
Find y-intercept: substitute x = 0 — 令 x = 0
$f(0) = 0^2 - 48 = -48$
Zeros (x-intercepts 零点): $x = 4\sqrt{3}$ and $x = -4\sqrt{3}$  ≈ $\pm 6.93$
y-intercept: $(0, -48)$
T-7
Zeros of a Factored Polynomial — 分解形式求零点

Find the zeros of $f(x) = (x-3)(x+5)(x+13)$.

1
Set each factor = 0 — 令每个因子 = 0
函数已经是因式分解形式,直接令每个因子等于零:
$x - 3 = 0 \Rightarrow x = 3$
$x + 5 = 0 \Rightarrow x = -5$
$x + 13 = 0 \Rightarrow x = -13$
零点积定理:若乘积为零,则至少有一个因子为零。因此分别令每个因子等于零来求零点。
Zeros: $x = -13,\; x = -5,\; x = 3$
Examples 练习

E-4
Zeros and y-Intercept Practice

For each function, find all zeros and the y-intercept:
(a) $f(x) = x^2 - 9$     (b) $g(x) = 2x^3 - 8x$     (c) $h(x) = (x+1)(x-4)(x-7)$

(a) $x^2-9=0\Rightarrow x=\pm3$. Zeros: $x=3,\,-3$.   y-int: $f(0)=-9$ → $(0,-9)$

(b) $2x^3-8x=2x(x^2-4)=2x(x-2)(x+2)=0$
Zeros: $x=0,\,2,\,-2$.   y-int: $g(0)=0$ → $(0,0)$

(c) Zeros: $x=-1,\,4,\,7$.   y-int: $h(0)=(1)(-4)(-7)=28$ → $(0,28)$


4 · Increasing, Decreasing, and Concavity

递增、递减与凹凸性

4.1 Increasing and Decreasing 递增与递减

Increasing 递增

As $x$ increases, $f(x)$ increases.
$x$ 越大,$f(x)$ 越大。
Formally: if $x_1 < x_2$, then $f(x_1) < f(x_2)$.
图像从左到右上升。

Decreasing 递减

As $x$ increases, $f(x)$ decreases.
$x$ 越大,$f(x)$ 越小。
Formally: if $x_1 < x_2$, then $f(x_1) > f(x_2)$.
图像从左到右下降。

4.2 Concavity 凹凸性

Concave Up 上凹
∪
The graph bends upward like a cup.
Rate of change is increasing.
变化率(斜率)越来越大。
Concave Down 下凹
∩
The graph bends downward like a cap.
Rate of change is decreasing.
变化率(斜率)越来越小。
理解凹凸性
凹凸性描述的是图像的弯曲方向,而不是上升或下降。
• 上凹(Concave Up):图像像碗一样开口向上(∪形),平均变化率从左到右在增大。
• 下凹(Concave Down):图像像帽子一样开口向下(∩形),平均变化率从左到右在减小。
注意:函数可以同时是递减的且上凹(如 $y=x^2$ 在 $x<0$ 处)。
Equal Spacing 等间距前提

Comparing first differences to judge concavity only works when the $x$-values are equally spaced. If they are not, compute the average rate of change $\dfrac{\Delta y}{\Delta x}$ on each interval and compare those instead.
用一阶差分判断凹凸的前提是 $x$ 等间距。如果不等间距,必须先算每段的平均变化率 $\dfrac{\Delta y}{\Delta x}$,再比较大小。

4.3 Four Shape Combinations 增减 × 凹凸:四种形状

Increasing or decreasing tells you the sign of the rate of change. Concavity tells you whether the rate of change is increasing or decreasing. Put them together and you get four basic shapes.
增减性看变化率的正负,凹凸性看变化率在变大还是变小。两者组合出四种基本形状。

xy
Increasing · Concave up
递增 · 上凹
"increasing at an increasing rate"
增得越来越快
变化率为正且越来越大
例:早期人口增长
xy
Increasing · Concave down
递增 · 下凹
"increasing at a decreasing rate"
增得越来越慢
变化率为正但越来越小
例:施肥越多产量越高,但增幅递减
xy
Decreasing · Concave up
递减 · 上凹
"decreasing, rate of change increasing"
降得越来越慢
变化率为负但越来越接近 0
例:热咖啡冷却
xy
Decreasing · Concave down
递减 · 下凹
"decreasing, rate of change decreasing"
降得越来越快
变化率为负且越来越负
例:自由下落的球的高度
AP Language 规范说法

For increasing functions, "increasing at an increasing / decreasing rate" is clear. For decreasing functions, a phrase like "decreasing at a decreasing rate" is ambiguous: does "rate" mean the signed rate of change or the speed of the drop? The safest wording states the two facts separately:

"$f$ is decreasing, and the rate of change of $f$ is increasing."  → concave up
对递减函数,"decreasing at a decreasing rate" 有歧义(rate 指带符号的变化率,还是下降的快慢?)。最稳妥的写法:分开说"函数递减" + "变化率递增/递减"。
一起做 Together

T-8
Analyze Function Behavior from a Table — 从表格分析函数行为

The table gives values of a function $f$. Describe the behavior on $1\le x\le 6$: is $f$ increasing or decreasing? Is it concave up or down?

$x$123456
$f(x)$116−5−22−45−74
1
Increasing or Decreasing? — 递增还是递减?
Check if outputs go up or down as $x$ increases:
$11 \to 6 \to -5 \to -22 \to -45 \to -74$ → outputs are decreasing 递减的。
2
Compute first differences (average rates of change) — 计算一阶差分
Interval[1,2][2,3][3,4][4,5][5,6]
Rate of change $-5$ $-11$ $-17$ $-23$ $-29$
一阶差分 = 相邻两个 $f(x)$ 之差:$6-11=-5$,$-5-6=-11$,以此类推。
3
Are the rates of change increasing or decreasing? — 变化率在增大还是减小?
Rates: $-5, -11, -17, -23, -29$ → becoming more negative = decreasing
→ The graph is concave down (∩).
变化率从 $-5$ 变到 $-29$,越来越小(越来越负),说明变化率在减小,所以函数下凹。
$f$ is decreasing and concave down on $[1,6]$.
函数在 $[1,6]$ 上递减且下凹。
Examples 练习

E-5
Increasing / Decreasing / Concavity from Table

Analyze the function given by the table. State whether it is increasing or decreasing, and concave up or concave down.

$x$01234
$f(x)$25101726

Step 1 — Increasing/Decreasing: $2\to5\to10\to17\to26$ → outputs increase → Increasing 递增

Step 2 — First differences: $+3,\;+5,\;+7,\;+9$ → these are increasing → Concave Up 上凹 ∪

因为一阶差分(变化率)从 $3$ 增加到 $9$,所以函数上凹。

4.4 Reading Behavior from a Graph 从图像读增减与凹凸

How to Read a Graph — 读图步骤
  1. Scan left → right. Rising means increasing; falling means decreasing. 从左往右看,上升为递增、下降为递减。
  2. Turning points (where the graph switches between rising and falling) split the increasing and decreasing intervals. 转折点把增减区间分开。
  3. A point of inflection (where the bend switches between ∪ and ∩) splits the concavity intervals. 拐点把凹凸区间分开。
  4. Write intervals of $x$-values, never $y$-values. 区间写的是 $x$ 的范围,不是 $y$ 的范围。

本讲义约定:增减区间写闭区间,凹凸区间写开区间。

一起做 Together

T-9
Read Everything from One Graph — 一张图读出全部性质

The graph of the function $f$ on the closed interval $-3 \le x \le 5$ is shown. The key points lie on grid points.

−4 −3 −2 −1 1 2 3 4 5 6 −5 −4 −3 −2 −1 1 2 3 4 5 x y

(a) State the domain and range of $f$.
(b) Estimate the zeros of $f$.
(c) On what intervals is $f$ increasing? Decreasing?
(d) On what intervals is the graph of $f$ concave up? Concave down?
(e) On what interval is $f$ increasing and concave down? On what interval is $f$ decreasing and concave up?
(f) Find the average rate of change of $f$ over $[-1, 3]$. What does its sign tell you?

1
(a) Domain and range — 定义域与值域
Domain: $[-3, 5]$ (closed endpoints).   Lowest $y$ is $-4$, highest is $4$ → Range: $[-4, 4]$.
2
(b) Zeros — 零点
The graph crosses the $x$-axis at $x \approx -2.5$, $x = 1$, and $x \approx 4.5$.
从图上只能估计。(精确值为 $1\pm2\sqrt3\approx-2.46,\ 4.46$,这里不要求。)
3
(c) Increasing / decreasing — 增减区间
Turning points at $x=-1$ (local max) and $x=3$ (local min).
Increasing on $[-3,-1]$ and $[3,5]$;   decreasing on $[-1,3]$.
4
(d) Concavity — 凹凸区间
The bend switches from ∩ to ∪ at the point of inflection $(1, 0)$.
Concave down on $(-3, 1)$;   concave up on $(1, 5)$.
5
(e) Combine the two lists — 两个条件取交集
Increasing and concave down: $[-3,-1] \cap (-3,1) \to (-3,-1)$.
Decreasing and concave up: $[-1,3] \cap (1,5) \to (1,3)$.
6
(f) AROC — 平均变化率
$\dfrac{f(3)-f(-1)}{3-(-1)} = \dfrac{-4-4}{4} = -2$.
负值说明在 $[-1,3]$ 上,$x$ 增大时 $f(x)$ 整体在减小,平均每增加 1 个单位下降 2。
Domain $[-3,5]$, range $[-4,4]$ · zeros $\approx -2.5,\ 1,\ 4.5$ · inc. $[-3,-1],[3,5]$, dec. $[-1,3]$ · CD $(-3,1)$, CU $(1,5)$ · (e) $(-3,-1)$; $(1,3)$ · AROC $=-2$
Examples 练习

E-6
Graph Reading Practice — 读图练习

The graph of $g$ for $0 \le x \le 8$ is shown. The key points lie on grid points.

0 1 2 3 4 5 6 7 8 9 −4 −3 −2 −1 1 2 3 4 x y

(a) On what intervals is $g$ increasing? Decreasing?
(b) On what intervals is the graph of $g$ concave up? Concave down?
(c) On what interval is $g$ increasing at a decreasing rate?
(d) At what value of $x$ is the rate of change of $g$ greatest? Explain.
(e) Which is greater: the average rate of change of $g$ over $[0,8]$ or over $[2,6]$?

(a) Increasing on $[2,6]$; decreasing on $[0,2]$ and $[6,8]$.

(b) Concave up on $(0,4)$; concave down on $(4,8)$.

(c) Increasing and concave down: $(4,6)$.

(d) $x = 4$. On $(2,4)$, $g$ is increasing and concave up, so its rate of change is increasing. On $(4,6)$, it is concave down, so its rate of change is decreasing. The rate of change is greatest at the point of inflection $x=4$.
拐点处变化率最大(先增后减)。这个结论在第 2 章多项式里还会用到。

(e) Over $[0,8]$: $\dfrac{-2-2}{8}=-0.5$.   Over $[2,6]$: $\dfrac{2-(-2)}{4}=1$.   The AROC over $[2,6]$ is greater.

4.5 From Words to Graphs 从文字情境到图像

AP expects you to construct a graph from a verbal description of how two quantities change together.
根据一段描述两个量如何一起变化的文字,画出或选出对应的图像。

4-Step Method — 四步法
  1. Name the variables: the input (often time), the output, and their units. 确定输入、输出和单位。
  2. Direction: in each stage, is the output going up, going down, or staying constant? 每一段输出在增、减还是不变?→ 决定增减。
  3. Speed: is it changing faster and faster, or slower and slower? 越来越快还是越来越慢?→ 决定凹凸。
  4. Special points: the starting value, zeros, maximum or minimum, and the moments where the behavior switches. 标出起点、零点、最值和转折时刻。
一起做 Together

T-10
Filling a Flask — 往烧瓶里匀速注水

Water is poured at a constant rate into the flask shown. The flask is wide at the bottom and narrow at the top. Which graph best shows the height $H$ of the water as a function of time $t$?

tH
(A)
tH
(B)
tH
(C)
tH
(D)
1
Variables — 变量
Input: time $t$. Output: water height $H$. Water only goes in, so $H$ is increasing. All four graphs pass this test.
2
Speed — 快慢
Near the bottom the flask is wide, so each minute's water raises the level only a little (slow). Higher up the flask is narrower, so the same amount of water raises the level more (fast).
每分钟倒进去的水量一样。瓶子越窄,同样的水量升得越高,所以越往上水位升得越快。
3
Concavity — 凹凸
The rate of change of $H$ keeps increasing → increasing and concave up → graph (C).
(C). Because the flask gets narrower as the water rises, equal volumes raise the height by larger and larger amounts, so the rate of change of $H$ is increasing and the graph is concave up.
(A) 适合圆柱形瓶子(匀速上升);(B) 适合上宽下窄的瓶子;(D) 适合中间最宽的瓶子。
Examples 练习

E-7
Sketch from a Story — 根据情境画图

(a) Water is poured at a constant rate into the round-bottom flask shown, which has a narrow cylindrical neck. Sketch the height $H$ of the water as a function of time $t$ until the flask is full. Where does the concavity change?

(b) Lily walks from home toward school at a constant speed for 5 minutes. She stops at a café for 3 minutes. Then she gets into her mom's car, which speeds up as it drives the rest of the way to school. Sketch Lily's distance from home $D$ as a function of time $t$.

tHinflection 拐点neck 瓶颈
(a)
t (min)Dwalkcafécar058
(b)

(a) $H$ is always increasing. In the lower half the sphere gets wider, so $H$ rises more and more slowly (concave down). In the upper half it gets narrower, so $H$ rises faster and faster (concave up). The concavity changes at the widest part of the sphere (point of inflection). In the neck, the width is constant, so $H$ rises at a constant rate (a line).
下半球越来越宽 → 越升越慢(下凹);上半球越来越窄 → 越升越快(上凹);最宽处是拐点;瓶颈是圆柱 → 直线。

(b) $0\le t\le5$: increasing line (constant speed).   $5\le t\le8$: horizontal segment (distance constant).   After $t=8$: increasing and concave up (the car speeds up).
步行 → 直线上升;停留 → 水平线;汽车加速 → 上凹上升。


5 · Average Rate of Change 平均变化率

5.1 Definition and Formula 定义与公式

Average Rate of Change — 平均变化率

The average rate of change of $f$ from $x=a$ to $x=b$ is:

$$\text{Average Rate of Change} = \frac{f(b)-f(a)}{b-a} = \frac{\Delta y}{\Delta x}$$

This equals the slope of the secant line through $(a,f(a))$ and $(b,f(b))$.

中文理解
平均变化率 = 输出的变化量 ÷ 输入的变化量,等于连接两点的割线(secant line)的斜率。
这是斜率公式 $m = \dfrac{y_2-y_1}{x_2-x_1}$ 的推广,适用于任何函数(不只是直线)。
Another Meaning of AROC — 平均变化率的另一种理解(CED 1.2.A.1)

The average rate of change over $[a,b]$ is the constant rate of change that would produce the same change in output over that interval.

abΔx = b − aΔysecant line 割线 (constant rate)y = f(x)
The secant line is the "constant-rate version" of $f$: same $\Delta x$, same $\Delta y$.
平均变化率是一个"假想的匀速":如果函数在 $[a,b]$ 上一直以这个常数速率变化,产生的输出变化量 $\Delta y$ 和原函数完全相同。图像上,这个匀速版本就是割线。
例:泳池水量 $V(2)=10.6$、$V(5)=11.8$ 立方米,平均变化率为 $0.4$ m³/min。含义:如果从第 2 分钟到第 5 分钟一直以 $0.4$ m³/min 匀速注水,3 分钟内同样会增加 $1.2$ m³。

5.2 Approximate Instantaneous Rate of Change 近似瞬时变化率

Instantaneous vs Average Rate — 瞬时变化率 vs 平均变化率
  • Average rate of change: over an interval $[a,b]$. 在区间上的变化率。
  • Instantaneous rate of change (瞬时变化率): rate at a single point. In precalculus, we approximate it using a small interval around that point. 在一个点处的变化率。AP Precalculus 中用该点附近的小区间来近似。
  • In calculus, this becomes the derivative (导数) — the slope of the tangent line (切线).
一起做 Together

T-11
Average Rate of Change — 平均变化率计算

Find the average rate of change of $f(x) = 3x^2 - 2$ from $x = 2$ to $x = 6$.

1
Evaluate f at both endpoints — 分别代入两个端点
$f(2) = 3(2)^2 - 2 = 12 - 2 = 10$
$f(6) = 3(6)^2 - 2 = 108 - 2 = 106$
2
Apply the formula — 代入公式
$$\frac{f(6)-f(2)}{6-2} = \frac{106-10}{4} = \frac{96}{4} = 24$$
Average rate of change = $\mathbf{24}$ (units of $f$ per unit of $x$)
平均变化率为 $24$,即 $x$ 每增加1,$f(x)$ 平均增加 $24$。
T-12
Approximate Instantaneous Rate of Change from a Table — 从表格近似瞬时变化率

The temperature of water is recorded in the table below. Approximate the rate of change at $t = 3.5$ minutes.

minutes $t$025910
$T(t)$ (°F)150.8140125.6111.2109.4
1
Find the interval containing t = 3.5 — 找包含 3.5 的最近区间
$t = 3.5$ lies between $t = 2$ and $t = 5$. These are the closest data points.
$t=3.5$ 在 $t=2$ 和 $t=5$ 之间,用这两个最近的数据点来近似瞬时变化率。
2
Compute the average rate on [2, 5] — 计算区间 [2,5] 上的平均变化率
$$\frac{T(5)-T(2)}{5-2} = \frac{125.6 - 140}{3} = \frac{-14.4}{3} = -4.8 \text{ °F/min}$$
Approximate instantaneous rate of change at $t=3.5$ is $\approx \mathbf{-4.8}$ °F/min.
温度在 $t=3.5$ 分钟时,每分钟约下降 $4.8$°F。
Examples 练习

E-8
Average Rate of Change Practice

(a) Find the average rate of change of $f(x) = x^3 - 4x$ from $x = 1$ to $x = 3$.
(b) A car travels 240 miles in 4 hours. What is the average speed?
(c) Using the table below, approximate the rate of change at $x = 2.5$.

$x$1234
$f(x)$371321

(a) $f(1)=1-4=-3$; $f(3)=27-12=15$
AROC $= \dfrac{15-(-3)}{3-1}=\dfrac{18}{2}=\mathbf{9}$

(b) Average speed $= \dfrac{240}{4} = \mathbf{60}$ mph

(c) $x=2.5$ is between $x=2$ and $x=3$. AROC $\approx \dfrac{13-7}{3-2}=\dfrac{6}{1}=\mathbf{6}$

5.3 Comparing Rates of Change at Two Points 比较两点处的变化率

Method — 方法
  1. For each point, choose a small interval containing that point. 对每个点,取一个包含它的小区间。
  2. Compute the AROC on each small interval. These approximate the rates of change at the points. 分别算平均变化率,作为该点变化率的近似。
  3. Compare the two approximations. The smaller the intervals, the better the approximations. 比较两个近似值。区间越小越准确。
Careful 注意

"Which rate of change is greater?" compares the signed values: $3 > -5$.
"Where is the output changing faster?" compares the sizes (absolute values): a rate of $-5$ is faster than $3$.
问"哪个变化率更大",比较带符号的数值;问"哪里变化得更快",比较绝对值。

一起做 Together

T-13
Compare Rates at Two Points — 比较两点的变化率(calculator 可用)

Let $f(x) = x^3 - 6x$. Use average rates of change over the intervals $[0.9,\,1.1]$ and $[2.9,\,3.1]$ to compare the rate of change of $f$ at $x = 1$ with the rate of change at $x = 3$.

1
Near x = 1 — 在 x = 1 附近
$f(0.9) = 0.729 - 5.4 = -4.671$,   $f(1.1) = 1.331 - 6.6 = -5.269$
$\dfrac{-5.269-(-4.671)}{1.1-0.9} = \dfrac{-0.598}{0.2} = -2.99$
2
Near x = 3 — 在 x = 3 附近
$f(2.9) = 24.389 - 17.4 = 6.989$,   $f(3.1) = 29.791 - 18.6 = 11.191$
$\dfrac{11.191-6.989}{3.1-2.9} = \dfrac{4.202}{0.2} = 21.01$
3
Compare — 比较
At $x=1$ the rate is about $-3$, so $f$ is decreasing there. At $x=3$ the rate is about $21$, so $f$ is increasing there, and much faster.
The rate of change of $f$ at $x=3$ ($\approx 21$) is greater than at $x=1$ ($\approx -3$). $f$ is also changing faster at $x=3$, because $|21| > |-3|$.
$x=3$ 处的变化率更大,而且变化得更快。
Examples 练习

E-9
Rainfall Table — 从表格比较变化率

The total rainfall $R(t)$, in millimeters, $t$ hours after a storm begins is shown in the table.

$t$ (hours)023589
$R(t)$ (mm)015.621.028.434.735.6

(a) Approximate the rate of change of $R$ at $t = 2.5$ and at $t = 8.5$. At which time is rain falling faster?
(b) Compute the average rate of change on each interval between consecutive table values. What do they suggest about the concavity of the graph of $R$?
(c) Interpret the average rate of change over $3 \le t \le 5$ in context, with units.

(a) At $t=2.5$: $\dfrac{21.0-15.6}{3-2} = 5.4$ mm/hr.   At $t=8.5$: $\dfrac{35.6-34.7}{9-8} = 0.9$ mm/hr.   Rain is falling faster at $t = 2.5$.

(b) The $x$-values are not equally spaced, so compare the AROCs, not the raw differences:
$[0,2]: 7.8$,   $[2,3]: 5.4$,   $[3,5]: 3.7$,   $[5,8]: 2.1$,   $[8,9]: 0.9$ (mm/hr).
The AROCs are decreasing, which suggests the graph of $R$ is concave down: increasing at a decreasing rate.

(c) "Between $t = 3$ and $t = 5$ hours after the storm began, rain accumulated at an average rate of $3.7$ millimeters per hour."

5.4 The Sign of a Rate of Change & AP Language 变化率的正负与规范表述

Positive rate of change 正变化率

As one quantity increases, the other also increases. As one decreases, the other also decreases.
两个量同增同减。

Negative rate of change 负变化率

As one quantity increases, the other decreases.
一个增大,另一个减小。

Sentence Templates 答题句型

Free-response answers are scored on the explanation, so write a full sentence with context and units.
简答题(FRQ)要给出理由。一句完整的回答应包含:函数名、区间或时刻、数值、单位、情境含义。

AROC"The average rate of change of $V$ over the interval $2 \le t \le 5$ is $0.4$ cubic meters per minute."
Rate at a point"At $t = 3.5$ minutes, the temperature is decreasing at a rate of approximately $4.8$ °F per minute."
Increasing / Decreasing"On the interval $0 \le t \le 5$, as time increases, the distance from home increases."
Concavity"The average rates of change over consecutive equal-length intervals are $3, 5, 7, 9$, which are increasing, so the graph of $f$ is concave up on $[0,4]$."
Meaning of AROC"If the volume had increased at a constant rate of $0.4$ m³/min from $t=2$ to $t=5$, it would have increased by the same $1.2$ m³."
Common Mistakes 常见失分点
  • Missing units, or wrong units (the unit of a rate is output unit per input unit). 漏写单位;变化率的单位是"输出单位 / 输入单位"。
  • Not naming the interval or the time. 没写是哪个区间或哪个时刻。
  • Writing "$V$ increases by 0.4" instead of "0.4 cubic meters per minute". 把"每分钟增加 0.4"说成"增加 0.4"。
  • Saying only "concave up" with no reason. 只写结论,不写理由(没有列出变化率在增大)。
一起做 Together

T-14
Interpret a Rate in Context — 用规范语言解释变化率

The volume of water in a pool is $V(t)$ cubic meters, where $t$ is measured in minutes. It is known that $V(2) = 10.6$ and $V(5) = 11.8$.
(a) Find the average rate of change of $V$ over $2 \le t \le 5$.
(b) Interpret your answer in context, using correct units.
(c) What does the sign of your answer tell you?

1
(a) Compute — 计算
$\dfrac{V(5)-V(2)}{5-2} = \dfrac{11.8-10.6}{3} = \dfrac{1.2}{3} = 0.4$
2
(b) Interpret with units — 带单位解释
Units: output unit / input unit = cubic meters per minute.
"The average rate of change of $V$ over $2 \le t \le 5$ is $0.4$ cubic meters per minute. On average, the volume of water in the pool increased by $0.4$ cubic meters each minute during this time."
3
(c) Sign — 正负含义
Positive: as time increases, the volume increases (on average) over this interval.
正变化率 → 时间增加时水量也增加(同增)。
$0.4$ cubic meters per minute; positive, so the volume of water is increasing (on average) over $2\le t\le5$.
Examples 练习

E-10
Cooling Coffee — 写出完整理由

The temperature $C(t)$, in degrees Celsius, of a cup of coffee $t$ minutes after it is poured is shown.

$t$ (min)05101520
$C(t)$ (°C)9072605247

(a) Find the average rate of change of $C$ over $0 \le t \le 20$ and interpret it in context.
(b) Is the graph of $C$ concave up or concave down on $[0, 20]$? Give a reason.
(c) Describe how the temperature changes, in words, using the language of rates.

(a) $\dfrac{47-90}{20-0} = -2.15$. "Over the first 20 minutes, the temperature of the coffee decreased at an average rate of $2.15$ degrees Celsius per minute."

(b) AROCs over consecutive 5-minute intervals: $-3.6,\ -2.4,\ -1.6,\ -1.0$ °C/min. "These average rates of change over equal-length intervals are increasing, so the graph of $C$ is concave up."

(c) "The temperature is decreasing, and the rate of change of the temperature is increasing: the coffee cools more and more slowly."
温度在下降,但变化率在增大(越来越接近 0),所以降温越来越慢。


6 · Rates of Change in Linear Functions 线性函数的变化率

6.1 Linear Function 线性函数

Linear Function — 线性函数

A linear function has the form: $f(x) = mx + b$

  • $m$ = slope (斜率) = constant rate of change (常数变化率)
  • $b$ = y-intercept (纵截距) = value when $x = 0$
关键特征
线性函数的变化率是常数(constant),即斜率 $m$ 处处相同。
$m > 0$:函数递增(increasing)   $m < 0$:函数递减(decreasing)   $m = 0$:常数函数

6.2 First Differences for Linear Functions 一阶差分识别线性函数

Test for Linearity — 线性函数判断

When $x$-values are equally spaced, compute first differences (consecutive output differences 相邻输出的差):

  • If first differences are constant → linear function. 一阶差分恒定 → 线性函数。
  • If first differences are not constant → not linear. 一阶差分不恒定 → 不是线性函数。
一起做 Together

T-15
Determine Linear from a Table — 用表格判断是否为线性函数

Determine whether the data represent a linear function.

$x$203040506070
$f(x)$5047.54542.54037.5
1
Check equal x-spacing — 确认 x 等间距
$x$-values: 20, 30, 40, 50, 60, 70 → each step increases by 10. ✓ Equal spacing.
2
Compute first differences — 计算一阶差分
Interval[20,30][30,40][40,50][50,60][60,70]
Difference $-2.5$$-2.5$$-2.5$ $-2.5$$-2.5$
All first differences are $-2.5$ (constant!).
一阶差分 = 相邻输出之差:$47.5-50=-2.5$,$45-47.5=-2.5$,等等,全部相等,说明是线性函数。
3
Find slope m — 求斜率
Slope $= \dfrac{\Delta f}{\Delta x} = \dfrac{-2.5}{10} = -0.25$
The function is linear with slope $-0.25$ (decreasing 递减).
✅ Linear function, slope $m = -0.25$. 线性函数,斜率为 $-0.25$(递减)。
T-16
Real-World Linear Model — 实际应用:建立线性模型

A bakery has a fixed cost of \$120 per day and each cookie costs \$0.99 to bake. Let $x$ be the number of cookies. Write a cost model $C(x)$.

1
Identify fixed cost and variable rate — 确认固定成本和变动成本
Fixed cost (固定成本): \$120/day → this is the y-intercept $b = 120$
Variable cost per cookie (每块饼干成本): \$0.99 → this is the slope $m = 0.99$
2
Write the linear model — 建立线性模型
$C(x) = 0.99x + 120$
线性模型中:斜率 = 每单位的变化量;截距 = 起始固定值。这里斜率 $0.99$ 是每块饼干的成本,截距 $120$ 是每天的固定成本。
$C(x) = 0.99x + 120$   where $x$ = number of cookies baked per day.
Examples 练习

E-11
Linear Function Practice

(a) Determine whether the table represents a linear function. If so, find the slope.
(b) Write a linear model: A gym charges \$50 to join and \$30 per month. Find $C(t)$ where $t$ = months.

$x$036912
$f(x)$1019283746

(a) First differences: $19-10=9$, $28-19=9$, $37-28=9$, $46-37=9$ → all equal → Linear.
Slope $m = \dfrac{9}{3} = 3$.   (Each step of $\Delta x = 3$ gives $\Delta f = 9$.)

(b) Slope $= 30$ (monthly fee), y-intercept $= 50$ (sign-up fee).
$C(t) = 30t + 50$


7 · Rates of Change in Quadratic Functions 二次函数的变化率

7.1 Quadratic Function 二次函数

Quadratic Function — 二次函数

$f(x) = ax^2 + bx + c$, where $a, b, c$ are real numbers and $a \neq 0$.

  • Graph is a parabola (抛物线).
  • Domain: $(-\infty, +\infty)$ (all real numbers 全体实数)
  • $a > 0$: opens up (向上开口), concave up (上凹)
  • $a < 0$: opens down (向下开口), concave down (下凹)

7.2 Second Differences — Test for Quadratic 二阶差分——识别二次函数

Second Differences Method — 二阶差分法

With equally spaced $x$-values:

  1. Compute first differences $\Delta_1$ (output differences 输出差).
  2. Compute second differences $\Delta_2$ (differences of first differences 一阶差分的差).
  3. If $\Delta_2$ is constant and nonzero → quadratic function. 二阶差分恒定非零 → 二次函数。
  4. If $\Delta_2 > 0$ → concave up ∪  |  $\Delta_2 < 0$ → concave down ∩
判断规律:
• 一阶差分(first differences)恒定 → 线性函数(Linear)
• 二阶差分(second differences)恒定 → 二次函数(Quadratic)
• 二阶差分为正 → 上凹(concave up);为负 → 下凹(concave down)
Second Difference vs. Leading Coefficient — 二阶差分与二次项系数

For $f(x)=ax^2+bx+c$ with equally spaced inputs of step $h = \Delta x$:

$$\Delta_2 = 2a\,h^2 \qquad\Longrightarrow\qquad a = \frac{\Delta_2}{2h^2}$$

Only when $h = 1$ does the second difference equal $2a$.
只有当 $x$ 的间隔 $h=1$ 时,二阶差分才等于 $2a$。
例:$y=x^2$,取 $x=0,2,4,6$,得 $y=0,4,16,36$;一阶差分 $4,12,20$;二阶差分 $8 = 2(1)(2)^2$,不是 $2$。

一起做 Together

T-17
Average Rate of Change of Quadratic — 二次函数的平均变化率

Find the average rate of change of $f(x) = x^2$ on each interval: $[0,1]$, $[1,2]$, $[2,3]$. What do you notice?

1
Evaluate f at key points — 计算各点函数值
$f(0)=0,\quad f(1)=1,\quad f(2)=4,\quad f(3)=9$
2
Compute AROC on each interval — 计算每段平均变化率
$[0,1]$: $\dfrac{f(1)-f(0)}{1-0}=\dfrac{1-0}{1}=\mathbf{1}$

$[1,2]$: $\dfrac{f(2)-f(1)}{2-1}=\dfrac{4-1}{1}=\mathbf{3}$

$[2,3]$: $\dfrac{f(3)-f(2)}{3-2}=\dfrac{9-4}{1}=\mathbf{5}$
3
What do you notice? — 发现什么规律?
Rates: $1, 3, 5$ → not constant (so not linear), but they increase by 2 each time.
Second differences: $3-1=2$, $5-3=2$ → constant! → quadratic ✓ and concave up.
二次函数的平均变化率不是常数,但一阶差分是等差数列(等差公差 = 2)。这里 $x$ 的间隔 $h=1$,所以二阶差分 $=2ah^2=2(1)(1)^2=2$,其中 $a$ 是二次项系数。
Rates: $[0,1]\to 1$, $[1,2]\to 3$, $[2,3]\to 5$ — increasing by 2 each time.
Second differences = $2$ (constant, positive) → quadratic, concave up (上凹).
当 $x$ 间隔为 1 时,$f(x)=ax^2+bx+c$ 的二阶差分等于 $2a$(一般情况为 $2ah^2$,见上方说明)。
T-18
Identify Quadratic from Table — 从表格识别二次函数

Determine whether the table represents a quadratic function. If it does, state the concavity.

$x$$-3$$-2$$-1$$0$$1$$2$
$f(x)$765536194$-9$
1
First differences — 一阶差分
Interval[-3,-2][-2,-1][-1,0][0,1][1,2]
$\Delta_1$ $-21$$-19$$-17$ $-15$$-13$
Not constant → not linear.
2
Second differences — 二阶差分
$\Delta_2$ ①→②$\Delta_2$ ②→③$\Delta_2$ ③→④$\Delta_2$ ④→⑤
$-19-(-21)=+2$ $-17-(-19)=+2$ $-15-(-17)=+2$ $-13-(-15)=+2$
Second differences = $+2$ (constant and positive).
二阶差分恒为 $+2$,说明是二次函数。由于二阶差分为正,函数上凹(concave up)。
✅ Quadratic function, concave up (∪). 二次函数,上凹。
(Step $h=1$, so second difference $= 2ah^2 = 2a = 2 \Rightarrow a = 1 > 0$ → confirms concave up.)
Examples 练习

E-12
Linear or Quadratic? — 线性还是二次?

For each table, determine if the function is linear, quadratic, or neither. If quadratic, state concavity.

Table A:

$x$01234
$f(x)$52$-1$$-4$$-7$

Table B:

$x$01234
$g(x)$0$-3$$-8$$-15$$-24$

Table A: First differences: $-3,-3,-3,-3$ → all equal → Linear. Slope $= -3$.

Table B: First differences: $-3,-5,-7,-9$ → not constant → not linear.
Second differences: $-5-(-3)=-2$; $-7-(-5)=-2$; $-9-(-7)=-2$ → constant $-2$ → Quadratic, concave down (∩).

E-13
AROC of Quadratic — 二次函数平均变化率综合

Let $f(x) = -2x^2 + 4x + 1$.
(a) Find the average rate of change on $[0, 3]$.
(b) Is $f$ concave up or concave down? How do you know from the equation?
(c) Is the average rate of change increasing or decreasing as we move right? Why?

(a) $f(0)=1$; $f(3)=-18+12+1=-5$
AROC $= \dfrac{-5-1}{3-0}=\dfrac{-6}{3}=\mathbf{-2}$

(b) $a=-2 < 0$ → parabola opens down → Concave down (∩).
开口向下,下凹。

(c) Since $f$ is concave down, the rate of change is decreasing as $x$ increases.
下凹意味着变化率(斜率)从左到右在减小。

7.3 How the Average Rates of Change Change 平均变化率本身如何变化

Linear 线性Quadratic 二次
AROCs over consecutive equal-length intervals
连续等长区间上的平均变化率
Constant 常数Given by a linear function 构成一次函数(等差)
How those AROCs change
平均变化率的变化速度
At a rate of zero 变化率为 0At a constant rate 以常数速率变化
Differences 差分1st differences constant2nd differences constant
Concavity 凹凸Neither 无Up if $a>0$, down if $a<0$
Why? — 为什么二次函数的 AROC 是一次函数

For $f(x)=ax^2+bx+c$, the AROC on $[x,\ x+h]$ is

$$\frac{f(x+h)-f(x)}{h} = \frac{a(2xh+h^2)+bh}{h} = 2a\,x + (ah+b),$$

which is a linear function of $x$ with slope $2a$. Each time you move one interval to the right ($x \to x+h$), the AROC changes by exactly $2ah$.
所以二次函数在连续等长区间上的平均变化率是等差数列,公差为 $2ah$;它们以每单位 $x$ 变化 $2a$ 的常数速率在变。

Examples 练习

E-14
Step Size Not 1 — x 间隔不为 1 时
$x$02468
$f(x)$15173765

(a) Find the average rate of change of $f$ on $[0,2]$, $[2,4]$, $[4,6]$, $[6,8]$.
(b) How do these average rates of change change? What type of function could model $f$?
(c) If $f(x)=ax^2+bx+c$, find $a$. Is the graph concave up or concave down?

(a) $\dfrac{5-1}{2}=2$,   $\dfrac{17-5}{2}=6$,   $\dfrac{37-17}{2}=10$,   $\dfrac{65-37}{2}=14$.

(b) They increase by $4$ each time, a constant amount. The AROCs change at a constant rate, so $f$ is quadratic.

(c) First differences: $4, 12, 20, 28$; second differences: $8$. With $h=2$: $a = \dfrac{8}{2(2)^2} = 1$ (not $4$!). Since $a>0$, the graph is concave up. (Indeed $f(x)=x^2+1$.)
也可以用 AROC 的公差:$2ah = 4 \Rightarrow a = 1$。


8 · Summary Table 总结表格

Concept 概念Key Test / Formula 关键检验/公式中文要点
Function 函数 Each input has exactly one output. 每个输入唯一对应一个输出
Four Representations
四种表示
Verbal, analytical, numerical, graphical 文字、解析式、表格、图像;情境会限制定义域
Vertical Line Test A vertical line hits the graph at most once. 竖线与图像最多交于一点
Domain 定义域 Valid $x$-values: exclude denom=0, even root of neg, log≤0 排除分母为0、偶次根号内负数、对数真数≤0
Zero / x-intercept 零点 Set $f(x)=0$, solve for $x$ 令 $f(x)=0$ 求 $x$
y-intercept y截距 Find $f(0)$ 令 $x=0$,计算 $f(0)$
Average Rate of Change
平均变化率
$\dfrac{f(b)-f(a)}{b-a}$ = slope of secant line 输出变化量 ÷ 输入变化量 = 割线斜率
Linear Function 线性函数 Constant first differences; $f(x)=mx+b$ 一阶差分恒定,变化率为常数
Quadratic Function 二次函数 Constant second differences; AROCs form a linear function; $f(x)=ax^2+bx+c$ 二阶差分恒定,图像为抛物线
Concave Up 上凹 Rates of change increasing; $a>0$; ∪ 变化率递增,开口向上
Concave Down 下凹 Rates of change decreasing; $a<0$; ∩ 变化率递减,开口向下
Four Shapes 四种形状 Inc/dec = sign of rate; concavity = whether rate is increasing or decreasing 增减看变化率正负,凹凸看变化率增减
Words → Graph
文字 → 图像
Variables → direction → speed → special points 四步法:变量、方向、快慢、特殊点
Rate at a Point
某点的变化率
Approximate with AROC on a small interval containing the point; compare two points this way 用包含该点的小区间近似;比较两点同理
Sign of Rate 变化率正负 Positive: vary together in the same direction; negative: opposite directions 正:同增同减;负:一增一减
Interpretation 解释 Interval + value + output unit per input unit + context 区间、数值、单位、情境缺一不可
Second Difference 二阶差分 $\Delta_2 = 2ah^2$ (equals $2a$ only when $h=1$) $x$ 间隔为 $h$ 时 $a=\Delta_2/(2h^2)$
Chapter 1 Complete ✓

核心要点回顾:

  • 函数(function):每个输入唯一对应一个输出。用 VLT 检验图像。
  • 定义域(domain):三条规则——分母≠0、偶次根≥0、对数真数>0。
  • 零点(zero)令 $f(x)=0$;y截距令 $x=0$。
  • 平均变化率(AROC)= $\dfrac{\Delta f}{\Delta x}$ = 割线斜率。近似瞬时变化率用最近区间。
  • 线性 vs 二次:一阶差分恒定→线性;二阶差分恒定→二次。二阶差分的正负决定凹凸性。
  • 四种表示(文字、解析式、表格、图像)要能互相转换;读图时区间写 $x$ 的范围。
  • 增减 × 凹凸 = 四种形状;文字情境画图用四步法:变量、方向、快慢、特殊点。
  • 比较两点的变化率:各取包含该点的小区间算 AROC 再比较;"更大"看符号,"更快"看绝对值。
  • 回答要写完整句子:区间、数值、单位(输出/输入)、情境含义。
  • 二阶差分 $=2ah^2$,只有 $x$ 间隔为 1 时才等于 $2a$。

Chapter 1 Review 章末习题

Part A选择题 · 不用计算器 Multiple Choice · No Calculator
R-1Which Relation Is a Function? — 哪个是函数

Which of the following relations defines $y$ as a function of $x$?

(A) $x=y^2-4$
(B) $\{(3,1),\,(5,2),\,(3,7)\}$
(C) $x^2+y^2=25$
(D) $y=|x-2|+1$

答案:(D)

(A) $x=y^2-4$:$x=0$ 时 $y=\pm2$,一个输入两个输出。(B) 输入 $3$ 对应 $1$ 和 $7$。(C) 圆 $x^2+y^2=25$ 不过垂直线检验。(D) 每个 $x$ 只算出一个 $y$,图像是 V 形,过垂直线检验 ✓

R-2Average Rate of Change of $|x-1|$ — 绝对值函数的平均变化率改编自 Unit 1 Progress Check · MCQ Part A #9

The function $f$ is given by $f(x)=|x-1|$. What is the average rate of change of $f$ on the interval $-2\le x\le 3$, if it exists?

(A) $-\dfrac15$
(B) $\dfrac15$
(C) $0$
(D) It does not exist, because the graph has a corner at $x=1$.

答案:(A) $\dfrac{f(3)-f(-2)}{3-(-2)}=\dfrac{2-3}{5}=-\dfrac15$。

平均变化率只看两个端点的函数值,图像中间有"拐角"不影响它存在。

R-3Domain with a Root and a Fraction — 根号与分母同时限制改编自 Stewart §2.1 定义域习题

What is the domain of $g(x)=\dfrac{\sqrt{6-2x}}{x+1}$ ?

(A) $(-\infty,\,3]$
(B) $(-\infty,-1)\cup(-1,\,3]$
(C) $(-1,\,3]$
(D) $[3,\,\infty)$

答案:(B) 根号:$6-2x\ge0\Rightarrow x\le3$;分母:$x\ne-1$。两个条件同时满足:$(-\infty,-1)\cup(-1,3]$。$x=3$ 时 $g(3)=0$,可以取到,所以用方括号。

R-4Conclusion from a Table — 由表格下结论改编自 Unit 1 Progress Check · MCQ Part A #10
$x$012345
$f(x)$4791010.510.75

The table gives values of the function $f$ at selected values of $x$. Which of the following conclusions with reason is consistent with the values in the table?

(A) $f$ is increasing and its graph is concave up, because the values of $f(x)$ increase.
(B) $f$ is increasing and its graph is concave up, because the rates of change over consecutive equal-length intervals are increasing.
(C) $f$ is increasing and its graph is concave down, because the rates of change over consecutive equal-length intervals are positive and decreasing.
(D) $f$ is linear, because $f$ increases on every interval.

答案:(C) 一阶差分(等间距,所以就是平均变化率):$3,\ 2,\ 1,\ 0.5,\ 0.25$。都为正 → 递增;越来越小 → 图像下凹(increasing at a decreasing rate)。

(A) 只看输出变大,不能判断凹凸。(B) 变化率在减小,不是增大。(D) 一阶差分不恒定,不是线性。

R-5Reading Rate of Change from a Graph — 读图判断变化率改编自 Practice Exam 2 · MCQ Part A #16

The graph of the function $g$ is shown. The relative maximum of $g$ occurs at point $P$, and the only point of inflection of the graph of $g$ is $R$. At which of the labeled points is the rate of change of $g$ negative and increasing?

0 1 2 3 4 5 −2 2 4 6 x y P Q R S
(A) $P$
(B) $Q$
(C) $R$
(D) $S$

答案:(D) "变化率为负" = 递减;"变化率在增大" = 上凹。

$P$ 是相对极大值,变化率为 $0$;$Q$ 在拐点左边,递减且下凹(变化率为负且在减小);$R$ 是拐点,递减最快(变化率最小);$S$ 在拐点右边,递减且上凹 → 变化率为负且在增大 ✓

Part B选择题 · 可用计算器 Multiple Choice · Calculator Allowed
R-6Quadratic Model from Three Heights — 三个高度定二次模型改编自 Unit 1 Progress Check · MCQ Part B #18

A ball is thrown upward from the edge of a rooftop. At $t=0$ seconds it is $6$ meters above the ground, at $t=1$ it is $21.1$ meters above the ground, and at $t=2$ it is $26.4$ meters above the ground. A quadratic model $h(t)$ is fit to these three data points. According to the model, at what time $t$ does the ball hit the ground?

(A) $t=2.041$
(B) $t=4.362$
(C) $t=4.082$
(D) $t=5.102$

答案:(B) 设 $h(t)=at^2+bt+c$:$c=6$,$a+b+c=21.1$,$4a+2b+c=26.4$,解得 $h(t)=-4.9t^2+20t+6$。

令 $h(t)=0$,取正根:$t=\dfrac{20+\sqrt{517.6}}{9.8}\approx 4.362$ 秒。($2.041$ 是最高点的时刻;$4.082$ 是回到 $6$ 米高、也就是屋顶高度的时刻。)

R-7Approximating a Rate of Change — 估计某一时刻的变化率改编自 Stewart §2.4 #35(热汤冷却)
$t$ (minutes)051015202530
$T(t)$ (°C)92.076.263.954.447.141.437.0

A bowl of soup cools on a table. The temperature of the soup $t$ minutes after it is served is $T(t)$ degrees Celsius. Using the data in the table, which of the following is the best estimate of the rate of change of $T$ at $t=12$ minutes, with a correct interpretation?

(A) $-1.90$ °C per minute; at $t=12$ the soup is cooling by about $1.9$ °C each minute.
(B) $-1.68$ °C per minute; at $t=12$ the soup is cooling by about $1.68$ °C each minute.
(C) $-9.50$ °C per minute; at $t=12$ the soup is cooling by about $9.5$ °C each minute.
(D) $1.90$ °C per minute; at $t=12$ the soup is warming by about $1.9$ °C each minute.

答案:(A) 用包含 $t=12$ 的最短区间 $[10,15]$:$\dfrac{54.4-63.9}{15-10}=-1.9$ °C/min。负号表示温度在下降。

(B) 用了更宽的区间 $[10,20]$,估计不如 (A) 好;(C) 忘了除以 $\Delta t$;(D) 符号和含义都错。

R-8Comparing Rates of a Piecewise Model — 分段模型的平均变化率改编自 Practice Exam 3 · MCQ Part B #5

Water drains from a tank. The volume of water in the tank, in liters, $t$ minutes after a valve is opened is modeled by

$V(t)=\begin{cases}300-0.5t^2, & 0\le t<10\\[2pt] 400-1.5t^2, & 10\le t\le 14\end{cases}$

Which of the following is a correct statement about the average rates of change of $V$?

(A) The average rate of change of $V$ over $0\le t\le4$ is less than the average rate of change over $4\le t\le8$.
(B) The average rate of change of $V$ over $8\le t\le12$ is less than the average rate of change over $4\le t\le8$.
(C) The average rate of change of $V$ over $12\le t\le14$ is greater than the average rate of change over $8\le t\le12$.
(D) The average rate of change of $V$ over $0\le t\le8$ is equal to the average rate of change over $8\le t\le14$.

答案:(B) $V(0)=300,\ V(4)=292,\ V(8)=268,\ V(12)=184,\ V(14)=106$。

平均变化率:$[0,4]$ 为 $-2$,$[4,8]$ 为 $-6$,$[8,12]$ 为 $-21$,$[12,14]$ 为 $-39$(L/min);$[0,8]$ 为 $-4$,$[8,14]$ 为 $-27$。只有 (B) 成立:$-21<-6$。

注意 $[8,12]$ 跨过了分段点 $t=10$,两个端点要分别代入对应的那一段。

Part C简答题 Free Response · Show Your Work
R-9Unequally Spaced Table — 不等间距的表格
$x$02358
$f(x)$19121516.5

The function $f$ is increasing on $0\le x\le 8$. The table gives values of $f(x)$ at selected values of $x$.

(a) Find the average rate of change of $f$ over $0\le x\le 8$. Show the computation.
(b) Based on the table, is the graph of $f$ concave up or concave down on $0\le x\le 8$? Give a reason. Hint: the input values are not equally spaced.
(c) Use the table to estimate the rate of change of $f$ at $x=4$.
(d) Use your answer from (c) to estimate $f(4)$ with a line through $(3,\,f(3))$. Is this estimate likely to be greater or less than the actual value of $f(4)$? Explain.

(a) $\dfrac{f(8)-f(0)}{8-0}=\dfrac{16.5-1}{8}=1.9375$。

(b) 下凹。各段平均变化率:$[0,2]$ 为 $4$,$[2,3]$ 为 $3$,$[3,5]$ 为 $1.5$,$[5,8]$ 为 $0.5$,依次减小,所以变化率在减小 → 下凹。
注意:$x$ 不等间距,不能直接比较输出差 $8,\,3,\,3,\,1.5$(中间两个相等会误判)。

(c) 用包含 $x=4$ 的区间 $[3,5]$:$\dfrac{15-12}{2}=1.5$。

(d) $f(4)\approx 12+1.5(4-3)=13.5$。估计值偏小:图像下凹,$[3,5]$ 上的割线在曲线下方,所以割线上 $x=4$ 处的值小于 $f(4)$。

R-10Candle Shop Profit — 蜡烛店利润的二次模型改编自 CB 题库 FRQ #12(冰淇淋销量二次模型)

A small shop sells hand-made candles. When the price is $x$ dollars per candle, the weekly profit is $P(x)$ dollars. The shop recorded a weekly profit of $\$420$ at a price of $\$10$, $\$540$ at $\$14$, and $\$480$ at $\$20$. The profit is modeled by a quadratic function $P(x)=ax^2+bx+c$.

(a) (i) Use the given data to write three equations that can be used to find $a$, $b$, and $c$. (ii) Find the values of $a$, $b$, and $c$.
(b) (i) Use the given data to find the average rate of change of the profit from $x=10$ to $x=14$. Interpret your answer, with units. (ii) Use the average rate of change to estimate $P(12)$. Compare this estimate with $P(12)$ from the model, and use the concavity of the model to explain the difference.
(c) For what prices does the model predict a positive profit? What is the greatest weekly profit the model predicts, and at what price?

(a) $100a+10b+c=420$,$196a+14b+c=540$,$400a+20b+c=480$;解得 $a=-4,\ b=126,\ c=-440$,即 $P(x)=-4x^2+126x-440$。

(b)(i) $\dfrac{540-420}{14-10}=30$ dollars per dollar:价格从 \$10 提到 \$14,每提价 1 美元,周利润平均增加 30 美元。
(ii) 线性估计 $P(12)\approx420+30\cdot2=480$;模型 $P(12)=-576+1512-440=496$。$a<0$,模型图像下凹,割线在曲线下方,所以用平均变化率的估计偏小。

(c) $P(x)=0\Rightarrow x=\dfrac{126\pm\sqrt{8836}}{8}=\dfrac{126\pm94}{8}$,即 $x=4$ 或 $x=27.5$。利润为正:$4<x<27.5$(美元)。顶点 $x=\dfrac{126}{8}=15.75$,最大周利润 $P(15.75)=552.25$ 美元。

R-11A Drone Flight — 无人机飞行的高度图

A drone takes off from the ground at $t=0$ seconds. It rises quickly at first and then more and more slowly, reaching a height of $60$ meters at $t=20$. It hovers at $60$ meters until $t=30$. Then it descends, slowly at first and then faster and faster, and lands at $t=50$. Let $h(t)$ be the height of the drone, in meters.

(a) Sketch a possible graph of $h$ for $0\le t\le 50$.
(b) On which intervals is $h$ increasing? decreasing? On which intervals is the graph of $h$ concave up? concave down?
(c) Write one complete sentence that describes $h$ and its rate of change on $30<t<50$.
(d) Find the average rate of change of $h$ over $0\le t\le 50$. Does this value mean the drone did not move? Explain.

(a) 参考图:

0 10 20 30 40 50 20 40 60 t (s) h (m) 上升:先快后慢 悬停 下降:先慢后快

(b) 递增:$(0,20)$;递减:$(30,50)$;$(20,30)$ 上为常数。下凹:$(0,20)$ 和 $(30,50)$(两段的变化率都在减小);没有上凹的区间。

(c) "On $30<t<50$, $h$ is decreasing, and the rate of change of $h$ is decreasing (it becomes more and more negative), so the drone descends faster and faster."

(d) $\dfrac{h(50)-h(0)}{50}=\dfrac{0-0}{50}=0$ m/s。平均变化率只反映起点和终点的净变化:无人机回到了地面,但中途上升到 60 米又落下,并不是没动。

R-12Second Differences with Step 3 — 间隔为 3 的二阶差分改编自 CB 题库 1.1 #58、#88
$x$$-3$0369
$f(x)$341443118

The table gives values of a function $f$ for equally spaced values of $x$.

(a) Use differences to show that the data are consistent with a quadratic function.
(b) Assume $f(x)=ax^2+bx+c$. Find $a$. A student claims $a=18$ because "$a$ is half the second difference." Explain the error.
(c) Find $b$ and $c$.
(d) Find the average rates of change of $f$ over $[0,3]$ and $[3,6]$. By how much does the average rate of change increase from one interval of length $3$ to the next? Use this pattern to find the average rate of change over $[9,12]$.

(a) 一阶差分:$-33,\ 3,\ 39,\ 75$;二阶差分:$36,\ 36,\ 36$,恒定 → 与二次函数一致。

(b) 间隔 $h=3$ 时 $\Delta_2=2ah^2=18a$,所以 $36=18a$,$a=2$。"$a$ 等于二阶差分的一半"只在 $h=1$ 时成立,这里 $h=3$。

(c) $f(0)=c=1$;$f(3)=18+3b+1=4\Rightarrow b=-5$。所以 $f(x)=2x^2-5x+1$。

(d) $[0,3]$:$\dfrac{4-1}{3}=1$;$[3,6]$:$\dfrac{43-4}{3}=13$。每往后一个长度为 3 的区间,平均变化率增加 $\dfrac{\Delta_2}{h}=\dfrac{36}{3}=12$。所以 $[6,9]$ 为 $25$,$[9,12]$ 为 $37$(验证:$f(12)=229$,$\dfrac{229-118}{3}=37$ ✓)。

Axiom Learning
AP Precalculus · Chapter 1: Relations and Functions  |  Axiom Learning 讲义