MATH 203 Calculus I • Concordia University, Montreal

Corrected exercises: rates of change and limit laws (MATH 203)

This is the corrected exercise set for rates of change and limit laws in MATH 203, Differential and Integral Calculus I, at Concordia University, sections 2.1 and 2.2 of Thomas' Calculus. It opens the limit part of the course: the average rate of change as the slope of a secant, the slope of the tangent estimated by secants that close in on the point, and the limit laws that turn that estimate into an exact number. Your scientific calculator is allowed and used for the tables; it never replaces the algebra.

The thread running through the whole set: the secant is the only slope anyone can compute, and the tangent is what the secants APPROACH. Reaching it exactly means taking a limit whose substitution gives 00\frac{0}{0}, and that form is not an answer but an order to rewrite the expression, legally, because x≠cx \ne c in a limit. In MATH 203 the marks are not lost in the limit: they are lost in the ALGEBRA of that rewriting. A fraction inside a fraction, a negative exponent, a conjugate, a leading coefficient dropped in a factorization. Every solution names the algebraic step where the points go.

The traps named in the solutions: dividing Δx\Delta x by Δy\Delta y, reading an interval in degrees, estimating a tangent from one side only, rounding before subtracting, giving f(c)f(c) as the limit, using the quotient law when the denominator tends to 00, writing x−1=−xx^{-1} = -x or x+16=x+4\sqrt{x + 16} = \sqrt x + 4, losing the leading coefficient in 2x2+5x−32x^2 + 5x - 3, dropping the parentheses in 3−(3−x)3 - (3 - x), squeezing with bounds that swap places for negative xx, and trusting a table that the calculator has rounded to 00.

10 corrected exercises • 100 points • 150 minutes

Revision sheet for this chapter → Every MATH 203 chapter →

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Course recap

  • • Average rate of change of ff on [a,b][a, b]: f(b)−f(a)b−a\frac{f(b) - f(a)}{b - a}, the slope of the secant through (a,f(a))(a, f(a)) and (b,f(b))(b, f(b)).
  • • Slope of the tangent at PP: the limit of the slopes of the secants PQPQ as Q→PQ \to P; estimated by secants on BOTH sides of PP.
  • • Limit laws: if lim⁡f=L\lim f = L and lim⁡g=M\lim g = M (finite), the limits of f±gf \pm g, kfkf, fgfg, fnf^n, fn\sqrt[n]{f} are L±ML \pm M, kLkL, LMLM, LnL^n, Ln\sqrt[n]{L}; and fg→LM\frac{f}{g} \to \frac{L}{M} if M≠0M \ne 0.
  • • Polynomials and rational functions with nonzero denominator at cc: the limit is the value at cc.
  • • If f(x)=g(x)f(x) = g(x) for all x≠cx \ne c near cc, they have the same limit at cc: this licenses cancelling x−cx - c after 00\frac{0}{0}.
  • • Sandwich Theorem: g≤f≤hg \le f \le h near cc and lim⁡g=lim⁡h=L\lim g = \lim h = L give lim⁡f=L\lim f = L. Also −∣θ∣≤sin⁡θ≤∣θ∣-|\theta| \le \sin\theta \le |\theta|.
  • • Algebra: x−n=1xnx^{-n} = \frac{1}{x^n}, a3+b3=(a+b)(a2−ab+b2)a^3 + b^3 = (a + b)(a^2 - ab + b^2), (A−B)(A+B)=A−B2(\sqrt A - B)(\sqrt A + B) = A - B^2, a+b≠a+b\sqrt{a + b} \ne \sqrt a + \sqrt b.

Part A: the basics (/50)

Exercise 1: Average rate of change: the slope of a secant, on a graph and from a formula

The average rate of change of y=f(x)y = f(x) on [a,b][a, b] is ΔyΔx=f(b)−f(a)b−a\frac{\Delta y}{\Delta x} = \frac{f(b) - f(a)}{b - a}. Geometrically it is the slope of the SECANT line through P(a,f(a))P(a, f(a)) and Q(b,f(b))Q(b, f(b)). The quotient is always change in OUTPUT over change in INPUT, taken in the same order on top and bottom.

The figure shows the graph of f(x)=x3−3x2+5f(x) = x^3 - 3x^2 + 5 on [−1,3.2][-1, 3.2], with the points of abscissa −1-1, 00, 22 and 33 marked, and the secant through the first and the last of them (dashed).

-2-11234-112345678y = f(x)x
  • a) Give f(−1)f(-1), f(0)f(0), f(2)f(2) and f(3)f(3), then the average rate of change of ff on [−1,0][-1, 0], on [0,2][0, 2] and on [−1,3][-1, 3]. Which of these is the slope of the dashed line?
  • b) Find every bb in (0,3.2](0, 3.2] for which the average rate of change of ff on [0,b][0, b] is 00, by solving an equation. What does a zero average rate of change say about ff, and what does it NOT say?
  • c) Find the average rate of change of sin⁡x\sin x on [0,π6]\left[0, \frac{\pi}{6}\right] and on [π6,π2]\left[\frac{\pi}{6}, \frac{\pi}{2}\right], exactly and to 44 decimals. What does a calculator in degree mode lead a student to write for the first one?
  • d) For g(x)=1xg(x) = \frac{1}{x}, find the average rate of change on [2,5][2, 5], then show that on any interval [a,b][a, b] with 0<a<b0 < a < b it equals −1ab-\frac{1}{ab}.
  • e) For h(t)=t−2h(t) = t^{-2}, find the average rate of change on [1,2][1, 2], then on [1,1+k][1, 1 + k] for k>0k > 0, simplified to a single fraction. Evaluate the second one for k=0.1k = 0.1.

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  • a) f(−1)=1f(-1) = 1, f(0)=5f(0) = 5, f(2)=1f(2) = 1, f(3)=5f(3) = 5; rates 44, −2-2 and 11; the dashed line is the secant on [−1,3][-1, 3], slope 11.
  • b) b=3b = 3 only, from b2(b−3)=0b^2(b - 3) = 0; the secant is horizontal, ff is NOT constant.
  • c) 3π≈0.9549\frac{3}{\pi} \approx 0.9549 and 32π≈0.4775\frac{3}{2\pi} \approx 0.4775; degree mode gives 0.530≈0.0167\frac{0.5}{30} \approx 0.0167, wrong.
  • d) −110-\frac{1}{10}; 1b−1ab−a=a−bab(b−a)=−1ab\frac{\frac{1}{b} - \frac{1}{a}}{b - a} = \frac{a - b}{ab(b - a)} = -\frac{1}{ab}
  • e) −34-\frac{3}{4}; −2+k(1+k)2-\frac{2 + k}{(1 + k)^2}, which is −2.11.21≈−1.7355-\frac{2.1}{1.21} \approx -1.7355 for k=0.1k = 0.1

a) Substituting: f(−1)=−1−3+5=1f(-1) = -1 - 3 + 5 = 1, f(0)=5f(0) = 5, f(2)=8−12+5=1f(2) = 8 - 12 + 5 = 1, f(3)=27−27+5=5f(3) = 27 - 27 + 5 = 5, which the grid confirms. On [−1,0][-1, 0]: 5−10−(−1)=4\frac{5 - 1}{0 - (-1)} = 4. On [0,2][0, 2]: f(2)−f(0)2−0=1−52=−2\frac{f(2) - f(0)}{2 - 0} = \frac{1 - 5}{2} = -2. On [−1,3][-1, 3]: 5−13−(−1)=44=1\frac{5 - 1}{3 - (-1)} = \frac{4}{4} = 1, and this is the slope of the dashed line, which joins (−1,1)(-1, 1) to (3,5)(3, 5). Subtracting a negative abscissa is the first algebraic trap: 3−(−1)=43 - (-1) = 4, not 22. The two classic slips are the inverted quotient ΔxΔy\frac{\Delta x}{\Delta y}, which would give 14\frac{1}{4} on [−1,0][-1, 0], and the mixed order f(0)−f(2)2−0=2\frac{f(0) - f(2)}{2 - 0} = 2, which loses the sign. A negative rate on [0,2][0, 2] is exactly what the figure shows: the curve comes DOWN from 55 to 11.

b) The rate on [0,b][0, b] is f(b)−5b−0\frac{f(b) - 5}{b - 0}, which is 00 exactly when f(b)=5f(b) = 5, that is b3−3b2=0b^3 - 3b^2 = 0. Factor out the common factor: b2(b−3)=0b^2(b - 3) = 0, so b=0b = 0 or b=3b = 3, and the only root in (0,3.2](0, 3.2] is b=3b = 3. Dividing both sides by b2b^2 instead of factoring gives the right root here by luck, and loses roots in general: an equation is FACTORED, never divided by an expression that may be 00. A zero average rate says that ff ends where it started: the secant is HORIZONTAL. It does not say that ff stayed constant, nor that it did not move: on [0,3][0, 3] the curve goes down to 11 and back up to 55. The same holds on [−1,2][-1, 2], since f(−1)=f(2)=1f(-1) = f(2) = 1.

c) With xx in radians: on [0,π6]\left[0, \frac{\pi}{6}\right], sin⁡π6−sin⁡0π6−0=12π6=12⋅6π=3π≈0.9549\frac{\sin\frac{\pi}{6} - \sin 0}{\frac{\pi}{6} - 0} = \frac{\frac{1}{2}}{\frac{\pi}{6}} = \frac{1}{2} \cdot \frac{6}{\pi} = \frac{3}{\pi} \approx 0.9549. On [π6,π2]\left[\frac{\pi}{6}, \frac{\pi}{2}\right]: 1−12π2−π6=12π3=32π≈0.4775\frac{1 - \frac{1}{2}}{\frac{\pi}{2} - \frac{\pi}{6}} = \frac{\frac{1}{2}}{\frac{\pi}{3}} = \frac{3}{2\pi} \approx 0.4775. The second is half the first: the sine curve flattens as it approaches its maximum. Dividing by a fraction is multiplying by its reciprocal; this is where the marks go, not in the sine. A calculator in degree mode reads the interval as [0,30][0, 30] and returns 0.530≈0.0167\frac{0.5}{30} \approx 0.0167, which is the rate per DEGREE. In calculus every angle is in radians unless the question says otherwise.

d) On [2,5][2, 5]: 15−125−2=−3103=−110\frac{\frac{1}{5} - \frac{1}{2}}{5 - 2} = \frac{-\frac{3}{10}}{3} = -\frac{1}{10}. In general, the numerator is a difference of fractions: bring it to the common denominator abab first, 1b−1a=a−bab\frac{1}{b} - \frac{1}{a} = \frac{a - b}{ab}. Then divide by b−ab - a, that is multiply by 1b−a\frac{1}{b - a}: a−bab(b−a)\frac{a - b}{ab(b - a)}. Since a−b=−(b−a)a - b = -(b - a), the factor cancels and leaves −1ab-\frac{1}{ab}. Check with a=2a = 2, b=5b = 5: −110-\frac{1}{10}. This fraction inside a fraction is THE algebraic gesture of the chapter; writing 1b−1a=1b−a\frac{1}{b} - \frac{1}{a} = \frac{1}{b - a} is the error that costs the whole part.

e) t−2=1t2t^{-2} = \frac{1}{t^2}, never −t2-t^2. On [1,2][1, 2]: 14−12−1=−34\frac{\frac{1}{4} - 1}{2 - 1} = -\frac{3}{4}. On [1,1+k][1, 1 + k]: (1+k)−2−1k=1(1+k)2−1k=1−(1+k)2k(1+k)2\frac{(1 + k)^{-2} - 1}{k} = \frac{\frac{1}{(1 + k)^2} - 1}{k} = \frac{1 - (1 + k)^2}{k(1 + k)^2}. Expand the top: 1−(1+2k+k2)=−2k−k2=−k(2+k)1 - (1 + 2k + k^2) = -2k - k^2 = -k(2 + k). The factor kk cancels (k≠0k \ne 0): the rate is −2+k(1+k)2-\frac{2 + k}{(1 + k)^2}. For k=0.1k = 0.1: −2.11.21≈−1.7355-\frac{2.1}{1.21} \approx -1.7355. Two traps: (1+k)−2(1 + k)^{-2} is not 1+k−21 + k^{-2}, and (1+k)2(1 + k)^2 is not 1+k21 + k^2; with the second one, the kk never factors out and the simplification stalls.

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Exercise 2: The slope of a tangent, estimated by secants that close in on the point

The tangent line to a curve at a point PP is the limit of the secant lines PQPQ as QQ slides toward PP. When the slope of the tangent cannot yet be computed exactly, it is ESTIMATED: compute the slopes of secants PQPQ for QQ closer and closer to PP, on BOTH sides, and read the number they settle on. Your scientific calculator does the arithmetic; the reasoning is yours.

The figure shows y=2xy = 2^x, the point P(1,2)P(1, 2) and two secants, PQ1PQ_1 with Q1(2,4)Q_1(2, 4) and PQ2PQ_2 with Q2(1.5,21.5)Q_2\left(1.5, 2^{1.5}\right). The exact slope of the tangent at PP needs a rule of chapter 3.8; here it is estimated only. Give every slope to 44 decimals.

-1-0.50.511.522.53-1123456PQ₁Q₂y = 2ˣx
  • a) Compute the slope of the secant PQPQ when QQ has abscissa 22, 1.51.5, 1.11.1, 1.011.01 and 1.0011.001.
  • b) Same question when QQ has abscissa 0.90.9, 0.990.99 and 0.9990.999. Why can QQ not simply be taken at abscissa 11?
  • c) Estimate the slope mm of the tangent at PP to 22 decimals. Explain from the figure why the slopes of a) are all larger than mm and those of b) all smaller.
  • d) Using m≈1.386m \approx 1.386, write an equation of the tangent at PP and give its yy-intercept to 22 decimals.
  • e) Show that for every h≠0h \ne 0, 21+h−2h=2⋅2h−1h\frac{2^{1 + h} - 2}{h} = 2 \cdot \frac{2^h - 1}{h}. Deduce, without any new table, an estimate of the slope of the tangent to y=2xy = 2^x at (0,1)(0, 1), to 22 decimals.

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  • a) 22, 1.65691.6569, 1.43551.4355, 1.39111.3911, 1.38681.3868
  • b) 1.33931.3393, 1.38151.3815, 1.38581.3858; at abscissa 11 the slope is 00\frac{0}{0}, not a number.
  • c) m≈1.39m \approx 1.39 (between 1.38581.3858 and 1.38681.3868); the curve bends upward.
  • d) y=2+1.386(x−1)y = 2 + 1.386(x - 1); yy-intercept ≈0.61\approx 0.61
  • e) 21+h=2⋅2h2^{1 + h} = 2 \cdot 2^h; slope at (0,1)(0, 1) ≈1.3862≈0.69\approx \frac{1.386}{2} \approx 0.69

a) The slope of PQPQ with Q(1+h,21+h)Q(1 + h, 2^{1 + h}) is 21+h−2h\frac{2^{1 + h} - 2}{h}. With h=1h = 1: 4−21=2\frac{4 - 2}{1} = 2. With h=0.5h = 0.5: 21.5−20.5=2.828427−20.5≈1.6569\frac{2^{1.5} - 2}{0.5} = \frac{2.828427 - 2}{0.5} \approx 1.6569. With h=0.1h = 0.1: 2.143547−20.1≈1.4355\frac{2.143547 - 2}{0.1} \approx 1.4355. With h=0.01h = 0.01: 2.013911−20.01≈1.3911\frac{2.013911 - 2}{0.01} \approx 1.3911. With h=0.001h = 0.001: ≈1.3868\approx 1.3868. Keep all the digits of 21+h2^{1 + h} in the calculator until the last division: rounding 21.0012^{1.001} to 2.0012.001 before subtracting destroys the estimate, since the difference with 22 is only 0.00140.0014. The figure checks the first two: PQ1PQ_1 is steeper than PQ2PQ_2.

b) Now hh is negative, and the formula is unchanged. h=−0.1h = -0.1: 20.9−2−0.1=1.866066−2−0.1≈1.3393\frac{2^{0.9} - 2}{-0.1} = \frac{1.866066 - 2}{-0.1} \approx 1.3393. h=−0.01h = -0.01: ≈1.3815\approx 1.3815. h=−0.001h = -0.001: ≈1.3858\approx 1.3858. A negative numerator over a negative denominator gives a positive slope, as the rising curve demands. QQ cannot be PP itself: a secant needs two distinct points, and with h=0h = 0 the quotient is 00\frac{0}{0}, which is not a number. This is precisely why the slope of a tangent is a LIMIT, the value the secant slopes approach as h→0h \to 0 with h≠0h \ne 0.

c) The right-hand slopes decrease, 22, 1.65691.6569, 1.43551.4355, 1.39111.3911, 1.38681.3868; the left-hand slopes increase, 1.33931.3393, 1.38151.3815, 1.38581.3858. Both lists close in on the same number, trapped between 1.38581.3858 and 1.38681.3868, so m≈1.386m \approx 1.386, that is 1.391.39 to 22 decimals. The curve y=2xy = 2^x bends upward: a chord to the right of PP climbs more steeply than the tangent, a chord to the left climbs less steeply. That is why one side overestimates and the other underestimates, and why an estimate from ONE side only, such as 1.43551.4355 from h=0.1h = 0.1, is off by 0.050.05 without warning. With both sides you get a bracket, not just a guess.

d) Point-slope form through P(1,2)P(1, 2): y−2=1.386(x−1)y - 2 = 1.386(x - 1), so y=1.386x+0.614y = 1.386x + 0.614. The yy-intercept is 2−1.386≈0.612 - 1.386 \approx 0.61. With the rounded slope 1.391.39 one gets 0.610.61 as well. A student who forgets the parentheses and writes y=2+1.386x−1y = 2 + 1.386x - 1 distributes nothing and finds the intercept 11: the point-slope form must be expanded as 1.386x−1.3861.386x - 1.386.

e) By the law of exponents am+n=amana^{m + n} = a^m a^n: 21+h=2⋅2h2^{1 + h} = 2 \cdot 2^h, so 21+h−2=2⋅2h−2=2(2h−1)2^{1 + h} - 2 = 2 \cdot 2^h - 2 = 2(2^h - 1), after factoring out the common 22. Dividing by hh gives the identity. The right side contains 2h−1h\frac{2^h - 1}{h}, which is the slope of the secant from (0,1)(0, 1) to (h,2h)(h, 2^h). So every secant slope at PP is exactly twice the corresponding secant slope at (0,1)(0, 1), and their limits keep that ratio: the slope at (0,1)(0, 1) is about 1.3862=0.693\frac{1.386}{2} = 0.693, that is 0.690.69. The classic slip is 21+h=2+2h2^{1 + h} = 2 + 2^h, which turns a product into a sum and makes the factorization impossible.

Exercise 3: Limits read on a graph, then combined by the limit laws

The figure shows two functions on [−3,5][-3, 5]: ff in blue and gg in orange. A full dot is a point of the graph, an empty dot is a point that is NOT on the graph. The blue graph is a line from (−3,0)(-3, 0) to (3,3)(3, 3), except at x=1x = 1 where the point (1,2)(1, 2) is missing and f(1)=4f(1) = 4; then f(x)=2f(x) = 2 for 3<x≤53 < x \le 5. The orange graph is the cubic g(x)=(1−x)2(9−x)40g(x) = \frac{(1 - x)^2(9 - x)}{40}.

The limit laws (Thomas, Theorem 1 of 2.2): if lim⁡x→cf(x)=L\lim_{x\to c} f(x) = L and lim⁡x→cg(x)=M\lim_{x\to c} g(x) = M, both finite, then the limit of f±gf \pm g, kfkf, fgfg and fnf^n is L±ML \pm M, kLkL, LMLM and LnL^n, and the limit of fg\frac{f}{g} is LM\frac{L}{M} PROVIDED M≠0M \ne 0. Each law needs its permit: both limits must exist.

-3-2-112345-112345y = f(x)y = g(x)x
  • a) Read lim⁡x→1f(x)\lim_{x\to 1} f(x), f(1)f(1) and lim⁡x→−1f(x)\lim_{x\to -1} f(x). Does lim⁡x→3f(x)\lim_{x\to 3} f(x) exist?
  • b) Find lim⁡x→1(3f(x)−2g(x))\lim_{x\to 1} \left(3f(x) - 2g(x)\right) and lim⁡x→1[f(x)]3\lim_{x\to 1} [f(x)]^3, naming the laws. Compare the second with [f(1)]3[f(1)]^3.
  • c) Find lim⁡x→−1f(x)g(x)\lim_{x\to -1} \frac{f(x)}{g(x)} and lim⁡x→1g(x)f(x)\lim_{x\to 1} \frac{g(x)}{f(x)}. Can the quotient law be used for f(x)g(x)\frac{f(x)}{g(x)} as x→1x \to 1?
  • d) Find lim⁡x→3g(x)\lim_{x\to 3} g(x). Prove that lim⁡x→3f(x)g(x)\lim_{x\to 3} f(x)g(x) does not exist, using the quotient law.
  • e) Find lim⁡x→1[f(x)]2+g(x)f(x)−g(x)+1\lim_{x\to 1} \frac{[f(x)]^2 + g(x)}{f(x) - g(x) + 1}, checking the permit of each law. What number do you get if you use the values at 11 instead, and why is it wrong?

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  • a) lim⁡x→1f(x)=2\lim_{x\to 1} f(x) = 2, f(1)=4f(1) = 4, lim⁡x→−1f(x)=1\lim_{x\to -1} f(x) = 1; no limit at 33 (heights 33 and 22 on the two sides).
  • b) 66 and 88; [f(1)]3=64[f(1)]^3 = 64 is irrelevant.
  • c) 11 and 00; no: lim⁡x→1g(x)=0\lim_{x\to 1} g(x) = 0 removes the permit.
  • d) lim⁡x→3g(x)=35\lim_{x\to 3} g(x) = \frac{3}{5}; if fg→Lfg \to L then f=fgg→5L3f = \frac{fg}{g} \to \frac{5L}{3}, contradiction.
  • e) 43\frac{4}{3}; the values give 165\frac{16}{5}, but a limit never uses f(1)f(1).

a) As xx approaches 11, the blue line runs toward the empty dot at height 22: lim⁡x→1f(x)=2\lim_{x\to 1} f(x) = 2. The value is the full dot: f(1)=4f(1) = 4. The limit reads the curve AROUND 11, the value reads the single isolated dot; they are two different questions. At −1-1 nothing special happens: f(x)=x+32f(x) = \frac{x + 3}{2} near −1-1, so the limit is −1+32=1\frac{-1 + 3}{2} = 1. Near 33, the values of ff just below 33 are close to 33 (the line ends at the full dot (3,3)(3, 3)), while the values just above 33 all equal 22. The values of ff do not approach ONE number, so lim⁡x→3f(x)\lim_{x\to 3} f(x) does not exist.

b) From the figure, lim⁡x→1f(x)=2\lim_{x\to 1} f(x) = 2 and lim⁡x→1g(x)=g(1)=0\lim_{x\to 1} g(x) = g(1) = 0, since gg is a polynomial; its double root makes the orange curve touch the axis at (1,0)(1, 0). Both limits exist, so the difference and constant multiple laws apply: 3⋅2−2⋅0=63 \cdot 2 - 2 \cdot 0 = 6. The power law gives lim⁡x→1[f(x)]3=23=8\lim_{x\to 1} [f(x)]^3 = 2^3 = 8. The value [f(1)]3=43=64[f(1)]^3 = 4^3 = 64 has nothing to do with it: the power law takes the power of the LIMIT, and the limit ignores the full dot at (1,4)(1, 4).

c) At −1-1: lim⁡f(x)=1\lim f(x) = 1 and lim⁡g(x)=g(−1)=(2)2(10)40=1≠0\lim g(x) = g(-1) = \frac{(2)^2(10)}{40} = 1 \ne 0, so the quotient law has its permit and gives 11=1\frac{1}{1} = 1; on the figure the two graphs cross at (−1,1)(-1, 1). At 11: lim⁡g(x)=0\lim g(x) = 0 and lim⁡f(x)=2≠0\lim f(x) = 2 \ne 0, so the quotient gf\frac{g}{f} tends to 02=0\frac{0}{2} = 0. For fg\frac{f}{g} at 11 the denominator tends to 00: the quotient law has NO permit, and cannot be used. What this quotient does near 11 (it grows without bound, since gg is tiny and positive near 11) belongs to the chapter on infinite limits; here the only correct statement is that the law does not apply.

d) gg is a polynomial, so lim⁡x→3g(x)=g(3)=(−2)2(6)40=35\lim_{x\to 3} g(x) = g(3) = \frac{(-2)^2(6)}{40} = \frac{3}{5}. The product law cannot be used for fgfg, since ff has no limit at 33. Suppose lim⁡x→3f(x)g(x)=L\lim_{x\to 3} f(x)g(x) = L. Near 33, g(x)g(x) is close to 35\frac{3}{5}, hence not 00, and f(x)=f(x)g(x)g(x)f(x) = \frac{f(x)g(x)}{g(x)}. Both pieces now have limits, LL and 35≠0\frac{3}{5} \ne 0, so the quotient law WOULD give lim⁡x→3f(x)=5L3\lim_{x\to 3} f(x) = \frac{5L}{3}, a number, contradicting a). So lim⁡x→3f(x)g(x)\lim_{x\to 3} f(x)g(x) does not exist. The law used backwards is a proof technique: a factor with a nonzero limit cannot rescue a factor that has none.

e) Denominator first, since it decides the permit: lim⁡(f−g+1)=2−0+1=3≠0\lim (f - g + 1) = 2 - 0 + 1 = 3 \ne 0 by the sum and difference laws. Numerator: lim⁡([f]2+g)=22+0=4\lim ([f]^2 + g) = 2^2 + 0 = 4 by the power and sum laws. Quotient law: 43\frac{4}{3}. With the values at 11 one would compute 42+04−0+1=165\frac{4^2 + 0}{4 - 0 + 1} = \frac{16}{5}: this is F(1)F(1) for the function FF of the question, not its limit, because f(1)=4f(1) = 4 is not the height the blue curve approaches. Substituting is legitimate only when the function IS its limit at the point, as for polynomials; ff is not one of them at x=1x = 1.

Exercise 4: The form 0/0 by factoring: find the common factor, cancel it, substitute

For a polynomial or a rational function, the limit at cc is the value at cc whenever the denominator is not 00 there (Thomas, Theorems 2 and 3 of 2.2). When substitution gives 00\frac{0}{0}, that theorem is silent, and the 00 on top and the 00 below say one thing: x−cx - c is a factor of BOTH. Factor, cancel x−cx - c, which is legal because x≠cx \ne c in a limit, and substitute into what remains.

Write the form 00\frac{0}{0} on your paper before you factor: it is the reason for everything that follows. The algebra is where the marks go: a factoring that forgets a leading coefficient, or a sum of cubes treated as a cube of a sum, gives a wrong number with complete confidence.

  • a) Evaluate lim⁡x→4x2−2x−8x2−16\lim_{x\to 4} \frac{x^2 - 2x - 8}{x^2 - 16}.
  • b) Evaluate lim⁡x→−1x3+1x2+3x+2\lim_{x\to -1} \frac{x^3 + 1}{x^2 + 3x + 2}.
  • c) Evaluate lim⁡x→3x3−2x2−4x+3x−3\lim_{x\to 3} \frac{x^3 - 2x^2 - 4x + 3}{x - 3}, using synthetic division.
  • d) Evaluate lim⁡x→2x3−2x2+3x−6x2−4\lim_{x\to 2} \frac{x^3 - 2x^2 + 3x - 6}{x^2 - 4}, factoring the numerator by grouping.
  • e) Evaluate lim⁡x→−32x2+5x−3x2+3x\lim_{x\to -3} \frac{2x^2 + 5x - 3}{x^2 + 3x}. A student factors the numerator as (x+3)(x−12)(x + 3)\left(x - \frac{1}{2}\right) and finds 76\frac{7}{6}: find the error.

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  • a) 34\frac{3}{4}
  • b) 33
  • c) 1111
  • d) 74\frac{7}{4}
  • e) 73\frac{7}{3}; the factorization lost the leading coefficient 22: 2x2+5x−3=(2x−1)(x+3)2x^2 + 5x - 3 = (2x - 1)(x + 3).

a) Substitution: 16−8−816−16=00\frac{16 - 8 - 8}{16 - 16} = \frac{0}{0}, so x−4x - 4 divides both. x2−2x−8=(x−4)(x+2)x^2 - 2x - 8 = (x - 4)(x + 2), two numbers with product −8-8 and sum −2-2, and x2−16=(x−4)(x+4)x^2 - 16 = (x - 4)(x + 4), a difference of squares. For x≠4x \ne 4 the quotient is x+2x+4\frac{x + 2}{x + 4}, a rational function whose denominator is 8≠08 \ne 0 at 44, so the limit is 68=34\frac{6}{8} = \frac{3}{4}. Reduce the fraction at the end; 68\frac{6}{8} is correct but a marker wants the reduced form.

b) Substitution: −1+11−3+2=00\frac{-1 + 1}{1 - 3 + 2} = \frac{0}{0}. The numerator is a SUM of cubes, a3+b3=(a+b)(a2−ab+b2)a^3 + b^3 = (a + b)(a^2 - ab + b^2): x3+1=(x+1)(x2−x+1)x^3 + 1 = (x + 1)(x^2 - x + 1). The denominator is (x+1)(x+2)(x + 1)(x + 2). For x≠−1x \ne -1 the quotient is x2−x+1x+2\frac{x^2 - x + 1}{x + 2}, which gives 1+1+11=3\frac{1 + 1 + 1}{1} = 3. Writing x3+1=(x+1)3x^3 + 1 = (x + 1)^3 is false: at x=1x = 1 the left side is 22 and the right side 88. Test a factorization at one simple value before cancelling; it takes five seconds.

c) Substitution: 27−18−12+3=027 - 18 - 12 + 3 = 0 on top and 00 below, the form 00\frac{0}{0}. By the factor theorem, x−3x - 3 divides the cubic. Synthetic division by 33 on the coefficients 1,−2,−4,31, -2, -4, 3: bring down 11; 1⋅3−2=11 \cdot 3 - 2 = 1; 1⋅3−4=−11 \cdot 3 - 4 = -1; −1⋅3+3=0-1 \cdot 3 + 3 = 0, the remainder, as expected. So x3−2x2−4x+3=(x−3)(x2+x−1)x^3 - 2x^2 - 4x + 3 = (x - 3)(x^2 + x - 1), and for x≠3x \ne 3 the quotient is x2+x−1x^2 + x - 1, a polynomial: the limit is 9+3−1=119 + 3 - 1 = 11. A remainder that is not 00 means an arithmetic slip in the division, never a quotient that has no limit.

d) Substitution: 8−8+6−6=08 - 8 + 6 - 6 = 0 over 4−4=04 - 4 = 0. Group the numerator in pairs: x3−2x2+3x−6=x2(x−2)+3(x−2)=(x−2)(x2+3)x^3 - 2x^2 + 3x - 6 = x^2(x - 2) + 3(x - 2) = (x - 2)(x^2 + 3). The common factor x−2x - 2 appears only because the two pairs were chosen so that their brackets match. The denominator is (x−2)(x+2)(x - 2)(x + 2). For x≠2x \ne 2 the quotient is x2+3x+2\frac{x^2 + 3}{x + 2}, which gives 74\frac{7}{4}. Grouping is the fastest route when the coefficients come in proportional pairs, here 1:−21 : -2 and 3:−63 : -6.

e) Substitution: 18−15−3=018 - 15 - 3 = 0 over 9−9=09 - 9 = 0. The numerator vanishes at −3-3, so x+3x + 3 is a factor, and matching the leading coefficient 22 gives 2x2+5x−3=(2x−1)(x+3)2x^2 + 5x - 3 = (2x - 1)(x + 3); expanding checks it: 2x2+6x−x−32x^2 + 6x - x - 3. The denominator is x(x+3)x(x + 3). For x≠−3x \ne -3, the quotient is 2x−1x\frac{2x - 1}{x}, which gives −7−3=73\frac{-7}{-3} = \frac{7}{3}. The student's product (x+3)(x−12)=x2+52x−32(x + 3)\left(x - \frac{1}{2}\right) = x^2 + \frac{5}{2}x - \frac{3}{2} is HALF the numerator: the roots are right, but a quadratic with leading coefficient aa factors as a(x−r1)(x−r2)a(x - r_1)(x - r_2), and the lost 22 halves the answer. Expanding before cancelling catches it.

Exercise 5: Conjugates, fractions inside fractions and negative exponents: the algebra of 0/0

Two more rewritings remove a 00\frac{0}{0}. With a square root, multiply numerator AND denominator by the conjugate: (A−B)(A+B)=A−B2(\sqrt A - B)(\sqrt A + B) = A - B^2 removes the root. With fractions inside a fraction, bring the small fractions to a common denominator first, then divide, that is multiply by the reciprocal. A negative exponent is a fraction in disguise: x−1=1xx^{-1} = \frac{1}{x}, x−1/2=1xx^{-1/2} = \frac{1}{\sqrt x}; rewrite it BEFORE anything else.

In every part, write the form, name the rewriting, cancel the factor using x≠cx \ne c, then substitute. Every answer is an exact fraction.

  • a) Evaluate lim⁡x→23x−2−2x−2\lim_{x\to 2} \frac{\sqrt{3x - 2} - 2}{x - 2}.
  • b) Evaluate lim⁡x→3x+1−2x+6−3\lim_{x\to 3} \frac{\sqrt{x + 1} - 2}{\sqrt{x + 6} - 3}, where both numerator and denominator carry a root.
  • c) Evaluate lim⁡x→−2x−1+12x+2\lim_{x\to -2} \frac{x^{-1} + \frac{1}{2}}{x + 2}.
  • d) Evaluate lim⁡x→01x(13−x−13)\lim_{x\to 0} \frac{1}{x}\left(\frac{1}{3 - x} - \frac{1}{3}\right).
  • e) Evaluate lim⁡x→4x−1/2−12x−4\lim_{x\to 4} \frac{x^{-1/2} - \frac{1}{2}}{x - 4}.

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  • a) 34\frac{3}{4}
  • b) 32\frac{3}{2}
  • c) −14-\frac{1}{4}
  • d) 19\frac{1}{9}
  • e) −116-\frac{1}{16}

a) Substitution: 4−20=00\frac{\sqrt 4 - 2}{0} = \frac{0}{0}. Multiply top and bottom by the conjugate 3x−2+2\sqrt{3x - 2} + 2: the numerator becomes (3x−2)−4=3x−6=3(x−2)(3x - 2) - 4 = 3x - 6 = 3(x - 2). So for x≠2x \ne 2, 3(x−2)(x−2)(3x−2+2)=33x−2+2\frac{3(x - 2)}{(x - 2)\left(\sqrt{3x - 2} + 2\right)} = \frac{3}{\sqrt{3x - 2} + 2}, and by the root and quotient laws the limit is 32+2=34\frac{3}{2 + 2} = \frac{3}{4}. The factor 33 is where the marks go: 3x−63x - 6 must be written 3(x−2)3(x - 2) before anything cancels, and the frequent slip is to lose the 33 and answer 14\frac{1}{4}. Multiplying the numerator alone by the conjugate is the other one: it changes the value of the expression.

b) Substitution: 2−23−3=00\frac{2 - 2}{3 - 3} = \frac{0}{0}. Two roots, two conjugates. Multiply top and bottom by (x+1+2)(x+6+3)\left(\sqrt{x + 1} + 2\right)\left(\sqrt{x + 6} + 3\right). The numerator becomes (x+1−4)(x+6+3)=(x−3)(x+6+3)(x + 1 - 4)\left(\sqrt{x + 6} + 3\right) = (x - 3)\left(\sqrt{x + 6} + 3\right), the denominator (x+6−9)(x+1+2)=(x−3)(x+1+2)(x + 6 - 9)\left(\sqrt{x + 1} + 2\right) = (x - 3)\left(\sqrt{x + 1} + 2\right). For x≠3x \ne 3 the quotient is x+6+3x+1+2\frac{\sqrt{x + 6} + 3}{\sqrt{x + 1} + 2}, which tends to 64=32\frac{6}{4} = \frac{3}{2}. Notice that each conjugate ends up on the OPPOSITE side from the root it removed: that is the sign that the multiplication was done on both sides, as it must be.

c) Substitution: −12+120=00\frac{-\frac{1}{2} + \frac{1}{2}}{0} = \frac{0}{0}. First rewrite the negative exponent: x−1=1xx^{-1} = \frac{1}{x}, not −x-x. Common denominator: 1x+12=2+x2x\frac{1}{x} + \frac{1}{2} = \frac{2 + x}{2x}. Dividing by x+2x + 2 is multiplying by 1x+2\frac{1}{x + 2}: for x≠−2x \ne -2, x+22x(x+2)=12x\frac{x + 2}{2x(x + 2)} = \frac{1}{2x}. The limit is 12(−2)=−14\frac{1}{2(-2)} = -\frac{1}{4}. With x−1=−xx^{-1} = -x the numerator becomes −x+12-x + \frac{1}{2}, which does not even vanish at −2-2: the form is lost and every mark with it.

d) Substitution in the bracket: 13−13=0\frac{1}{3} - \frac{1}{3} = 0, times 10\frac{1}{0}, so the expression is not even defined at 00; combine before thinking. Common denominator 3(3−x)3(3 - x): 13−x−13=3−(3−x)3(3−x)=x3(3−x)\frac{1}{3 - x} - \frac{1}{3} = \frac{3 - (3 - x)}{3(3 - x)} = \frac{x}{3(3 - x)}. The parentheses around 3−x3 - x are the whole difficulty: 3−3−x3 - 3 - x gives −x-x and the wrong sign. Multiplying by 1x\frac{1}{x}, for x≠0x \ne 0: 13(3−x)\frac{1}{3(3 - x)}, which tends to 19\frac{1}{9}.

e) Substitution: 12−120=00\frac{\frac{1}{2} - \frac{1}{2}}{0} = \frac{0}{0}. Rewrite x−1/2=1xx^{-1/2} = \frac{1}{\sqrt x}, then combine: 1x−12=2−x2x\frac{1}{\sqrt x} - \frac{1}{2} = \frac{2 - \sqrt x}{2\sqrt x}. The denominator x−4x - 4 is a difference of squares in x\sqrt x: x−4=(x−2)(x+2)x - 4 = (\sqrt x - 2)(\sqrt x + 2), valid for x≥0x \ge 0. And 2−x=−(x−2)2 - \sqrt x = -(\sqrt x - 2). So for x≠4x \ne 4 the expression is −(x−2)2x(x−2)(x+2)=−12x(x+2)\frac{-(\sqrt x - 2)}{2\sqrt x(\sqrt x - 2)(\sqrt x + 2)} = -\frac{1}{2\sqrt x(\sqrt x + 2)}, which tends to −12⋅2⋅4=−116-\frac{1}{2 \cdot 2 \cdot 4} = -\frac{1}{16}. Three algebraic gestures in one line: the exponent rewritten, the common denominator, the factor turned around with its minus sign.

Part B: problems and reasoning (/50)

Exercise 6: The Sandwich Theorem: two bounds that meet at the point

Sandwich Theorem (Thomas, Theorem 4 of 2.2): if g(x)≤f(x)≤h(x)g(x) \le f(x) \le h(x) for all xx in an open interval containing cc, except possibly at cc, and lim⁡x→cg(x)=lim⁡x→ch(x)=L\lim_{x\to c} g(x) = \lim_{x\to c} h(x) = L, then lim⁡x→cf(x)=L\lim_{x\to c} f(x) = L. It reaches the limits that no factoring can: a factor that keeps oscillating, or a function known only through inequalities. The two bounds must have the SAME limit, or the theorem says nothing.

The figure shows y=x22+sin⁡(1/x)y = \frac{x^2}{2 + \sin(1/x)} (solid) between the dashed curves y=x23y = \frac{x^2}{3} and y=x2y = x^2.

-0.2-0.15-0.1-0.050.050.10.150.2-0.010.010.020.030.040.05y = x²y = x²/3x
  • a) Given that −∣θ∣≤sin⁡θ≤∣θ∣-|\theta| \le \sin\theta \le |\theta| and 0≤1−cos⁡θ≤∣θ∣0 \le 1 - \cos\theta \le |\theta| for every θ\theta (in radians), prove that lim⁡θ→0sin⁡θ=0\lim_{\theta\to 0} \sin\theta = 0 and lim⁡θ→0cos⁡θ=1\lim_{\theta\to 0} \cos\theta = 1. Why is −θ≤sin⁡θ≤θ-\theta \le \sin\theta \le \theta not a valid starting point?
  • b) Prove that lim⁡x→0x22+sin⁡(1/x)=0\lim_{x\to 0} \frac{x^2}{2 + \sin(1/x)} = 0, starting from the bounds of sin⁡(1/x)\sin(1/x).
  • c) A function ff satisfies 2−x2≤f(x)≤2cos⁡x2 - x^2 \le f(x) \le 2\cos x for all xx. Find lim⁡x→0f(x)\lim_{x\to 0} f(x).
  • d) A function gg satisfies ∣g(x)−5∣≤3(x−1)2|g(x) - 5| \le 3(x - 1)^2 for all xx. Find lim⁡x→1g(x)\lim_{x\to 1} g(x), and the value g(1)g(1).
  • e) Prove that if ∣u(x)∣≤M|u(x)| \le M for all x≠0x \ne 0, then lim⁡x→0x u(x)=0\lim_{x\to 0} x\,u(x) = 0. Apply it to lim⁡x→0x(3sin⁡1x−4cos⁡1x)\lim_{x\to 0} x\left(3\sin\frac{1}{x} - 4\cos\frac{1}{x}\right), giving a suitable MM.

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  • a) ±∣θ∣→0\pm|\theta| \to 0 squeeze sin⁡θ→0\sin\theta \to 0; 0≤1−cos⁡θ≤∣θ∣0 \le 1 - \cos\theta \le |\theta| gives 1−cos⁡θ→01 - \cos\theta \to 0, so cos⁡θ→1\cos\theta \to 1. For θ<0\theta < 0, −θ≤sin⁡θ≤θ-\theta \le \sin\theta \le \theta is false.
  • b) x23≤x22+sin⁡(1/x)≤x2\frac{x^2}{3} \le \frac{x^2}{2 + \sin(1/x)} \le x^2, both bounds →0\to 0: the limit is 00.
  • c) 22
  • d) lim⁡x→1g(x)=5\lim_{x\to 1} g(x) = 5 and g(1)=5g(1) = 5
  • e) −M∣x∣≤x u(x)≤M∣x∣-M|x| \le x\,u(x) \le M|x|; with M=7M = 7 the limit is 00.

a) The bounds −∣θ∣-|\theta| and ∣θ∣|\theta| both tend to 00 as θ→0\theta \to 0, so the Sandwich Theorem gives lim⁡θ→0sin⁡θ=0\lim_{\theta\to 0} \sin\theta = 0. Likewise 0≤1−cos⁡θ≤∣θ∣0 \le 1 - \cos\theta \le |\theta| with both bounds tending to 00 gives lim⁡θ→0(1−cos⁡θ)=0\lim_{\theta\to 0} (1 - \cos\theta) = 0; then cos⁡θ=1−(1−cos⁡θ)\cos\theta = 1 - (1 - \cos\theta), and the difference law gives lim⁡θ→0cos⁡θ=1−0=1\lim_{\theta\to 0} \cos\theta = 1 - 0 = 1. The chain −θ≤sin⁡θ≤θ-\theta \le \sin\theta \le \theta is FALSE for θ<0\theta < 0: at θ=−1\theta = -1 it claims 1≤sin⁡(−1)≤−11 \le \sin(-1) \le -1, and the upper bound is below the lower one. The absolute values are there precisely to keep the bounds in the right order on both sides of 00.

b) For every x≠0x \ne 0, −1≤sin⁡1x≤1-1 \le \sin\frac{1}{x} \le 1, so 1≤2+sin⁡1x≤31 \le 2 + \sin\frac{1}{x} \le 3: the denominator stays positive and never exceeds 33. Taking reciprocals of positive numbers REVERSES the inequalities: 13≤12+sin⁡(1/x)≤1\frac{1}{3} \le \frac{1}{2 + \sin(1/x)} \le 1. Multiplying by x2≥0x^2 \ge 0 keeps them: x23≤x22+sin⁡(1/x)≤x2\frac{x^2}{3} \le \frac{x^2}{2 + \sin(1/x)} \le x^2. Both bounds tend to 00, so the limit is 00 by the Sandwich Theorem. The figure is the picture of this chain: the curve wiggles between the two dashed parabolas, which meet at the origin. The quotient law is useless here, since lim⁡sin⁡1x\lim \sin\frac{1}{x} does not exist; the reversal of the inequalities when taking reciprocals is the algebraic step that costs marks.

c) By direct substitution, lim⁡x→0(2−x2)=2\lim_{x\to 0} (2 - x^2) = 2. By a) and the constant multiple law, lim⁡x→02cos⁡x=2⋅1=2\lim_{x\to 0} 2\cos x = 2 \cdot 1 = 2. The bounds share the limit 22, and the inequality holds for all xx, so lim⁡x→0f(x)=2\lim_{x\to 0} f(x) = 2. The hypothesis is not contradictory: 2−x2≤2cos⁡x2 - x^2 \le 2\cos x amounts to cos⁡x≥1−x22\cos x \ge 1 - \frac{x^2}{2}, a true inequality whose proof comes later in the course. On a graph, the two bounds are almost indistinguishable near 00: they touch at (0,2)(0, 2), and ff is squeezed into the thin gap between them.

d) ∣g(x)−5∣≤3(x−1)2|g(x) - 5| \le 3(x - 1)^2 means −3(x−1)2≤g(x)−5≤3(x−1)2-3(x - 1)^2 \le g(x) - 5 \le 3(x - 1)^2, that is 5−3(x−1)2≤g(x)≤5+3(x−1)25 - 3(x - 1)^2 \le g(x) \le 5 + 3(x - 1)^2. Both bounds are polynomials with value 55 at x=1x = 1, so both limits are 55 and the Sandwich Theorem gives lim⁡x→1g(x)=5\lim_{x\to 1} g(x) = 5. Since the inequality also holds AT x=1x = 1, it gives ∣g(1)−5∣≤0|g(1) - 5| \le 0, so g(1)=5g(1) = 5. The limit did not need that second fact; it only used x≠1x \ne 1. Opening an absolute value inequality ∣A∣≤B|A| \le B into −B≤A≤B-B \le A \le B is the algebraic step every sandwich of this kind starts with.

e) For x≠0x \ne 0, ∣x u(x)∣=∣x∣ ∣u(x)∣≤M∣x∣|x\,u(x)| = |x|\,|u(x)| \le M|x|, so −M∣x∣≤x u(x)≤M∣x∣-M|x| \le x\,u(x) \le M|x|. Both bounds tend to 00 as x→0x \to 0, so lim⁡x→0x u(x)=0\lim_{x\to 0} x\,u(x) = 0. For u(x)=3sin⁡1x−4cos⁡1xu(x) = 3\sin\frac{1}{x} - 4\cos\frac{1}{x}, the triangle inequality gives ∣u(x)∣≤3∣sin⁡1x∣+4∣cos⁡1x∣≤3+4=7|u(x)| \le 3\left|\sin\frac{1}{x}\right| + 4\left|\cos\frac{1}{x}\right| \le 3 + 4 = 7, so M=7M = 7 works and the limit is 00. Any valid bound gives the same conclusion; the best one happens to be 55, but proving it needs more trigonometry than the question requires. The sandwich never needs the SHARPEST bound, only a bound that is true for every x≠0x \ne 0.

Exercise 7: When the calculator table lies: estimating a limit, then deciding it by algebra

A table of values computed at xx closer and closer to cc SUGGESTS a limit; it never proves one. Two things can go wrong: the calculator rounds, and a difference of two nearly equal numbers loses its digits; or the sample points are badly chosen and hide what the function does between them. The algebra of the limit laws decides.

Your calculator is scientific: it evaluates, it does not compute limits. Give table values to 66 decimals unless stated otherwise.

  • a) Let F(x)=x2+100−10x2F(x) = \frac{\sqrt{x^2 + 100} - 10}{x^2}. Compute F(±1)F(\pm 1), F(±0.5)F(\pm 0.5) and F(±0.1)F(\pm 0.1), and guess lim⁡x→0F(x)\lim_{x\to 0} F(x).
  • b) Find lim⁡x→0F(x)\lim_{x\to 0} F(x) exactly, by algebra.
  • c) A calculator that keeps 1010 significant digits returns F(0.0001)=0F(0.0001) = 0. Explain where this 00 comes from, and say which of 00 and the answer to b) is the limit.
  • d) Let G(x)=cos⁡πxG(x) = \cos\frac{\pi}{x}. Compute G(0.1)G(0.1), G(0.01)G(0.01) and G(0.001)G(0.001). A student concludes that lim⁡x→0G(x)=1\lim_{x\to 0} G(x) = 1. Compute G(13)G\left(\frac{1}{3}\right), G(15)G\left(\frac{1}{5}\right), G(1101)G\left(\frac{1}{101}\right), and decide.
  • e) Let H(x)=x10−1x−1H(x) = \frac{x^{10} - 1}{x - 1}. Compute H(1.01)H(1.01) and H(0.99)H(0.99) to 22 decimals, then find lim⁡x→1H(x)\lim_{x\to 1} H(x) exactly by factoring x10−1x^{10} - 1.

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  • a) F(±1)≈0.049876F(\pm 1) \approx 0.049876, F(±0.5)≈0.049969F(\pm 0.5) \approx 0.049969, F(±0.1)≈0.049999F(\pm 0.1) \approx 0.049999; guess 0.050.05.
  • b) F(x)=1x2+100+10→120F(x) = \frac{1}{\sqrt{x^2 + 100} + 10} \to \frac{1}{20}
  • c) 100.00000001\sqrt{100.00000001} is rounded to 1010, so the numerator becomes 00: round-off. The limit is 120\frac{1}{20}.
  • d) 11, 11, 11 at the sampled points, but −1-1 at 13\frac{1}{3}, 15\frac{1}{5}, 1101\frac{1}{101}: no limit.
  • e) H(1.01)≈10.46H(1.01) \approx 10.46, H(0.99)≈9.56H(0.99) \approx 9.56; H(x)=x9+x8+⋯+x+1→10H(x) = x^9 + x^8 + \dots + x + 1 \to 10

a) Both F(x)F(x) and F(−x)F(-x) contain only x2x^2, so the table is symmetric. F(1)=101−10≈0.049876F(1) = \sqrt{101} - 10 \approx 0.049876; F(0.5)=100.25−100.25≈0.049969F(0.5) = \frac{\sqrt{100.25} - 10}{0.25} \approx 0.049969; F(0.1)=100.01−100.01≈0.049999F(0.1) = \frac{\sqrt{100.01} - 10}{0.01} \approx 0.049999. The values climb toward 0.050.05, and the natural guess is lim⁡x→0F(x)=0.05\lim_{x\to 0} F(x) = 0.05. At this stage it is only a guess: substitution gives 00\frac{0}{0}, and no finite table can see what happens at every xx near 00.

b) Substitution: 10−100=00\frac{10 - 10}{0} = \frac{0}{0}. Multiply top and bottom by the conjugate x2+100+10\sqrt{x^2 + 100} + 10: the numerator becomes (x2+100)−100=x2(x^2 + 100) - 100 = x^2. For x≠0x \ne 0, F(x)=x2x2(x2+100+10)=1x2+100+10F(x) = \frac{x^2}{x^2\left(\sqrt{x^2 + 100} + 10\right)} = \frac{1}{\sqrt{x^2 + 100} + 10}. By the root, sum and quotient laws, lim⁡x→0F(x)=110+10=120=0.05\lim_{x\to 0} F(x) = \frac{1}{10 + 10} = \frac{1}{20} = 0.05. The guess of a) was right, and now it is proved.

c) At x=0.0001x = 0.0001, x2=10−8x^2 = 10^{-8} and x2+100=100.00000001x^2 + 100 = 100.00000001, whose root is 10.000000000510.0000000005 to the digits that matter. Written with 1010 significant digits, that is 10.0000000010.00000000: the last digits, the only ones that carry the difference, are lost. The subtraction then gives exactly 00, and F(0.0001)=010−8=0F(0.0001) = \frac{0}{10^{-8}} = 0. This is round-off, a failure of the machine, not a property of FF: the exact value of F(0.0001)F(0.0001) is 1100.00000001+10\frac{1}{\sqrt{100.00000001} + 10}, extremely close to 0.050.05. The limit is 120\frac{1}{20}. A table that suddenly jumps to 00 as xx shrinks is a signal to stop the table and do the algebra.

d) G(0.1)=cos⁡(10π)=1G(0.1) = \cos(10\pi) = 1, G(0.01)=cos⁡(100π)=1G(0.01) = \cos(100\pi) = 1, G(0.001)=cos⁡(1000π)=1G(0.001) = \cos(1000\pi) = 1, since the cosine of an even multiple of π\pi is 11. But G(13)=cos⁡3π=−1G\left(\frac{1}{3}\right) = \cos 3\pi = -1, G(15)=cos⁡5π=−1G\left(\frac{1}{5}\right) = \cos 5\pi = -1 and G(1101)=cos⁡101π=−1G\left(\frac{1}{101}\right) = \cos 101\pi = -1. Arbitrarily close to 00, the function takes the value 11 at x=12kx = \frac{1}{2k} and the value −1-1 at x=12k+1x = \frac{1}{2k + 1}: its values do not approach a single number, so lim⁡x→0G(x)\lim_{x\to 0} G(x) does not exist. The student's sample points 10−n10^{-n} were all of the first kind: a table only sees the points you choose.

e) H(1.01)=1.0110−10.01≈10.46H(1.01) = \frac{1.01^{10} - 1}{0.01} \approx 10.46 and H(0.99)=0.9910−1−0.01≈9.56H(0.99) = \frac{0.99^{10} - 1}{-0.01} \approx 9.56: the limit seems to be about 1010. To decide it, factor: x10−1=(x−1)(x9+x8+⋯+x+1)x^{10} - 1 = (x - 1)(x^9 + x^8 + \dots + x + 1), which can be checked by expanding, since all the middle terms cancel in pairs. For x≠1x \ne 1, H(x)=x9+x8+⋯+x+1H(x) = x^9 + x^8 + \dots + x + 1, a polynomial with ten terms, each equal to 11 at x=1x = 1: lim⁡x→1H(x)=10\lim_{x\to 1} H(x) = 10. The same factorization gives lim⁡x→1xn−1x−1=n\lim_{x\to 1} \frac{x^n - 1}{x - 1} = n for every positive integer nn.

Exercise 8: Five statements to correct

Each statement below was written by a student on a MATH 203 assignment, and each is false. Say what is wrong, give a counterexample or a numerical check, and write the correct statement. Three of the five are algebra, not calculus: that is where the marks of this chapter go.

  • a) If substitution gives 00\frac{0}{0}, the limit does not exist.
  • b) The average rate of change of ff on [a,b][a, b] is the average of f(a)f(a) and f(b)f(b).
  • c) x+16=x+4\sqrt{x + 16} = \sqrt x + 4, so lim⁡x→0x+16−4x=lim⁡x→0xx\lim_{x\to 0} \frac{\sqrt{x + 16} - 4}{x} = \lim_{x\to 0} \frac{\sqrt x}{x}.
  • d) If lim⁡x→c[f(x)]2=9\lim_{x\to c} [f(x)]^2 = 9, then lim⁡x→cf(x)=3\lim_{x\to c} f(x) = 3.
  • e) x−1−3−1=(x−3)−1x^{-1} - 3^{-1} = (x - 3)^{-1}, so x−1−3−1x−3=1(x−3)2\frac{x^{-1} - 3^{-1}}{x - 3} = \frac{1}{(x - 3)^2} and there is no limit at 33.

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  • a) False: x2−2x−8x2−16→34\frac{x^2 - 2x - 8}{x^2 - 16} \to \frac{3}{4} at 44. The form 00\frac{0}{0} is an order to rewrite.
  • b) False: for 1x\frac{1}{x} on [2,5][2, 5] the rate is −110-\frac{1}{10}, the average of the values 0.350.35. The rate is f(b)−f(a)b−a\frac{f(b) - f(a)}{b - a}.
  • c) False: 25=5≠3+4\sqrt{25} = 5 \ne 3 + 4. With the conjugate the limit is 18\frac{1}{8}.
  • d) False: f(x)=−3f(x) = -3 gives −3-3. True conclusion: lim⁡x→c∣f(x)∣=3\lim_{x\to c} |f(x)| = 3.
  • e) False: at x=1x = 1, 23≠−12\frac{2}{3} \ne -\frac{1}{2}. x−1−3−1=3−x3xx^{-1} - 3^{-1} = \frac{3 - x}{3x} and the limit is −19-\frac{1}{9}.

a) FALSE. x2−2x−8x2−16\frac{x^2 - 2x - 8}{x^2 - 16} gives 00\frac{0}{0} at x=4x = 4, and its limit is 34\frac{3}{4} (Exercise 4 a). The form 00\frac{0}{0} is not a verdict: it says that the theorem on rational functions cannot be used YET, because numerator and denominator share the factor x−4x - 4. Correct statement: if substitution gives 00\frac{0}{0}, rewrite (factor, conjugate, common denominator), cancel the common factor using x≠cx \ne c, and substitute again. The limit may then be a number, or it may fail to exist, but the form alone never decides.

b) FALSE. For g(x)=1xg(x) = \frac{1}{x} on [2,5][2, 5], the average of the values is 12+152=0.35\frac{\frac{1}{2} + \frac{1}{5}}{2} = 0.35, a height, while the average rate of change is 15−125−2=−110\frac{\frac{1}{5} - \frac{1}{2}}{5 - 2} = -\frac{1}{10}, a slope (Exercise 1 d). They do not even have the same sign: the function decreases, its values are positive. Correct statement: the average rate of change of ff on [a,b][a, b] is f(b)−f(a)b−a\frac{f(b) - f(a)}{b - a}, the slope of the secant through (a,f(a))(a, f(a)) and (b,f(b))(b, f(b)). A rate is a CHANGE divided by a change, never a sum.

c) FALSE. The square root does not distribute over a sum: at x=9x = 9, 9+16=5\sqrt{9 + 16} = 5 while 9+4=7\sqrt 9 + 4 = 7. The correct route is the conjugate: for x≠0x \ne 0, x+16−4x=(x+16)−16x(x+16+4)=1x+16+4\frac{\sqrt{x + 16} - 4}{x} = \frac{(x + 16) - 16}{x\left(\sqrt{x + 16} + 4\right)} = \frac{1}{\sqrt{x + 16} + 4}, which tends to 18\frac{1}{8}. The student's false identity turned a quotient with limit 18\frac{1}{8} into 1x\frac{1}{\sqrt x}, which is not even defined for x<0x < 0. Correct statement: a+b≠a+b\sqrt{a + b} \ne \sqrt a + \sqrt b in general; ab=ab\sqrt{ab} = \sqrt a\sqrt b holds for a,b≥0a, b \ge 0.

d) FALSE. The constant function f(x)=−3f(x) = -3 satisfies [f(x)]2=9[f(x)]^2 = 9, so lim⁡[f(x)]2=9\lim [f(x)]^2 = 9, but lim⁡f(x)=−3\lim f(x) = -3. Worse, a function that equals 33 for x>cx > c and −3-3 for x<cx < c has [f(x)]2=9[f(x)]^2 = 9 near cc and no limit at all. Squaring erases the sign, and the sign cannot be recovered. Correct statement: by the root law, lim⁡x→c[f(x)]2=9\lim_{x\to c} \sqrt{[f(x)]^2} = \sqrt 9, and since u2=∣u∣\sqrt{u^2} = |u|, this says lim⁡x→c∣f(x)∣=3\lim_{x\to c} |f(x)| = 3. If moreover f(x)≥0f(x) \ge 0 near cc, then lim⁡x→cf(x)=3\lim_{x\to c} f(x) = 3.

e) FALSE. At x=1x = 1: 1−1−3−1=1−13=231^{-1} - 3^{-1} = 1 - \frac{1}{3} = \frac{2}{3}, while (1−3)−1=−12(1 - 3)^{-1} = -\frac{1}{2}. A negative exponent is a reciprocal, and the reciprocal of a difference is not the difference of the reciprocals. Correct computation: x−1−3−1=1x−13=3−x3xx^{-1} - 3^{-1} = \frac{1}{x} - \frac{1}{3} = \frac{3 - x}{3x}, so for x≠3x \ne 3, x−1−3−1x−3=−(x−3)3x(x−3)=−13x\frac{x^{-1} - 3^{-1}}{x - 3} = \frac{-(x - 3)}{3x(x - 3)} = -\frac{1}{3x}, and the limit at 33 is −19-\frac{1}{9}. The student's identity manufactured a limit that does not exist out of one that does.

Exercise 9: A growing culture: average rates on a table, and the rate at one instant

A biologist counts the cells of a yeast culture every two hours. P(t)P(t) is the population in thousands of cells per millilitre, tt the time in hours since the start. The measurements, plotted in the figure, are: P(0)=10P(0) = 10, P(2)=18P(2) = 18, P(4)=31P(4) = 31, P(6)=48P(6) = 48, P(8)=65P(8) = 65, P(10)=79P(10) = 79, P(12)=88P(12) = 88.

An average rate of change here is in thousands of cells per millilitre PER HOUR. The rate at the instant t=6t = 6 cannot be read from a table directly: it is estimated by the slopes of secants PQPQ with P(6,48)P(6, 48) and QQ another point of the table, as in Thomas 2.1. The dashed line of the figure is the secant from PP to Q(10,79)Q(10, 79).

12345678910111213102030405060708090100PQt (h)P
  • a) Compute the average rate of change of PP on [0,12][0, 12] and on [4,8][4, 8], with units.
  • b) Compute the slope of the secant PQPQ for QQ at t=0,2,4,8,10,12t = 0, 2, 4, 8, 10, 12. Which slopes give the best estimate of the rate of growth at t=6t = 6, and what is that estimate?
  • c) Compute the six average rates on the two-hour intervals [0,2],[2,4],…,[10,12][0, 2], [2, 4], \dots, [10, 12]. On which intervals is growth fastest? Show that the average of the six rates equals the rate on [0,12][0, 12], and explain why this is no coincidence.
  • d) The biologist fits the model P(t)=1001+9e−0.35tP(t) = \frac{100}{1 + 9e^{-0.35t}} to the data. Using the model, compute the slopes of the secants on [6,6.01][6, 6.01] and on [5.99,6][5.99, 6] with your calculator, and estimate the rate of growth at t=6t = 6 to 22 decimals.
  • e) A lab report states: on [10,12][10, 12] the rate is only 4.54.5, so the population is decreasing at the end. Is the population decreasing? What IS decreasing?

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  • a) 6.56.5 and 8.58.5 thousand cells per mL per hour
  • b) 6.336.33, 7.57.5, 8.58.5, 8.58.5, 7.757.75, 6.676.67; the closest secants give about 8.58.5 thousand cells per mL per hour.
  • c) 44, 6.56.5, 8.58.5, 8.58.5, 77, 4.54.5; fastest on [4,6][4, 6] and [6,8][6, 8]; mean 396=6.5\frac{39}{6} = 6.5, a telescoping sum.
  • d) ≈8.73\approx 8.73 thousand cells per mL per hour
  • e) No, it is still increasing; its RATE of growth is decreasing.

a) On [0,12][0, 12]: P(12)−P(0)12−0=88−1012=6.5\frac{P(12) - P(0)}{12 - 0} = \frac{88 - 10}{12} = 6.5 thousand cells per mL per hour. On [4,8][4, 8]: 65−318−4=344=8.5\frac{65 - 31}{8 - 4} = \frac{34}{4} = 8.5 thousand cells per mL per hour. The units are those of PP divided by those of tt; a rate without its per hour is a number without meaning, and on a MATH 203 paper it loses the unit mark.

b) Slope of PQPQ is P(t)−48t−6\frac{P(t) - 48}{t - 6}. QQ at 00: 10−48−6≈6.33\frac{10 - 48}{-6} \approx 6.33. At 22: −30−4=7.5\frac{-30}{-4} = 7.5. At 44: −17−2=8.5\frac{-17}{-2} = 8.5. At 88: 172=8.5\frac{17}{2} = 8.5. At 1010: 314=7.75\frac{31}{4} = 7.75, the slope of the dashed line. At 1212: 406≈6.67\frac{40}{6} \approx 6.67. The secants whose QQ is CLOSEST to PP, at t=4t = 4 and t=8t = 8, are the best approximations of the tangent, and they agree: the rate of growth at t=6t = 6 is about 8.58.5 thousand cells per mL per hour. Far secants, like the one to t=0t = 0, average over a long stretch where the culture was still small, and underestimate. Note the minus signs on the left: a negative change over a negative time step gives a positive slope, as the rising data require.

c) The six rates: 18−102=4\frac{18 - 10}{2} = 4, 31−182=6.5\frac{31 - 18}{2} = 6.5, 48−312=8.5\frac{48 - 31}{2} = 8.5, 65−482=8.5\frac{65 - 48}{2} = 8.5, 79−652=7\frac{79 - 65}{2} = 7, 88−792=4.5\frac{88 - 79}{2} = 4.5. Growth is fastest on [4,6][4, 6] and [6,8][6, 8], around t=6t = 6, which is consistent with b). Their average is 4+6.5+8.5+8.5+7+4.56=396=6.5\frac{4 + 6.5 + 8.5 + 8.5 + 7 + 4.5}{6} = \frac{39}{6} = 6.5, the rate of a). It is no coincidence: the sum of the six numerators (P(2)−P(0))+(P(4)−P(2))+⋯+(P(12)−P(10))(P(2) - P(0)) + (P(4) - P(2)) + \dots + (P(12) - P(10)) telescopes to P(12)−P(0)P(12) - P(0), and the six denominators are all equal to 22, so the mean is P(12)−P(0)6⋅2\frac{P(12) - P(0)}{6 \cdot 2}. With intervals of unequal lengths this would fail.

d) With the model, the calculator gives P(6)≈47.5713P(6) \approx 47.5713, P(6.01)≈47.6586P(6.01) \approx 47.6586 and P(5.99)≈47.4840P(5.99) \approx 47.4840. The secant slopes are P(6.01)−P(6)0.01≈8.730\frac{P(6.01) - P(6)}{0.01} \approx 8.730 and P(6)−P(5.99)0.01≈8.729\frac{P(6) - P(5.99)}{0.01} \approx 8.729. Both round to 8.738.73: the rate of growth at t=6t = 6 is about 8.738.73 thousand cells per mL per hour. The table's 8.58.5 is lower because its secants span two hours and its counts are rounded to the thousand. Keep every digit of P(6.01)P(6.01) and P(6)P(6) in memory: rounding them to 22 decimals before subtracting leaves a difference of 0.090.09 and a slope of 99, a digit-loss error, not a calculus one.

e) No. On [10,12][10, 12] the rate is 4.5>04.5 > 0, so the population still INCREASES, from 7979 to 8888 thousand cells per mL. What decreases is the RATE: 8.58.5, then 77, then 4.54.5 per hour. The population grows more and more slowly, which is what a culture running out of nutrients does. Confusing the sign of the rate with the change of the rate is the classic error of this kind of question: a positive rate means increasing, a decreasing positive rate means increasing more slowly.

Exercise 10: A final exam problem: a tool tossed up on the Moon, its velocity from average velocities

An astronaut on the Moon tosses a tool straight up. Its height above the release point after tt seconds is y(t)=12t−0.8t2y(t) = 12t - 0.8t^2 metres, until it comes back to the hand. The figure shows the graph of yy and the secant through A(4,y(4))A(4, y(4)) and B(5,y(5))B(5, y(5)).

The average velocity on [a,b][a, b] is y(b)−y(a)b−a\frac{y(b) - y(a)}{b - a}, the slope of a secant. The velocity at the instant aa is the limit of the average velocity on [a,a+h][a, a + h] as h→0h \to 0. No formula of kinematics is allowed: every velocity comes from a secant or from that limit. Upward is positive.

123456789101112131415165101520253035404550ABt (s)y (m)
  • a) When does the tool come back to the hand? Find its average velocity over the whole flight, and over [0,7.5][0, 7.5].
  • b) Compute the average velocity on [4,4+h][4, 4 + h] for h=1h = 1, 0.10.1, 0.010.01, −0.01-0.01 and −0.1-0.1, and estimate the velocity at t=4t = 4.
  • c) Show that for h≠0h \ne 0 the average velocity on [4,4+h][4, 4 + h] equals 5.6−0.8h5.6 - 0.8h, and deduce the velocity at t=4t = 4 with the limit laws.
  • d) Show that the average velocity on [a,a+h][a, a + h] is 12−1.6a−0.8h12 - 1.6a - 0.8h, and deduce the velocity at any instant aa. Find the velocity at t=7.5t = 7.5 and at t=10t = 10, and say what each tells you.
  • e) A classmate argues: the average velocity over the whole flight is 00, so the tool was never moving. Correct this, and find the velocity with which the tool comes back to the hand.

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  • a) At t=15t = 15 s; average velocity 00 m/s over the flight, 66 m/s over [0,7.5][0, 7.5].
  • b) 4.84.8, 5.525.52, 5.5925.592, 5.6085.608, 5.685.68 m/s; velocity at t=4t = 4 about 5.65.6 m/s.
  • c) y(4+h)−y(4)h=5.6h−0.8h2h=5.6−0.8h→5.6\frac{y(4 + h) - y(4)}{h} = \frac{5.6h - 0.8h^2}{h} = 5.6 - 0.8h \to 5.6 m/s
  • d) v(a)=12−1.6av(a) = 12 - 1.6a; v(7.5)=0v(7.5) = 0 (top of the flight), v(10)=−4v(10) = -4 m/s (falling).
  • e) Zero average velocity only means it returned to its start; it comes back at v(15)=−12v(15) = -12 m/s.

a) y(t)=0y(t) = 0 when t(12−0.8t)=0t(12 - 0.8t) = 0, that is t=0t = 0 or t=120.8=15t = \frac{12}{0.8} = 15: the tool is back at the hand after 1515 s. Over [0,15][0, 15] the average velocity is y(15)−y(0)15=0−015=0\frac{y(15) - y(0)}{15} = \frac{0 - 0}{15} = 0 m/s. Over [0,7.5][0, 7.5]: y(7.5)=90−45=45y(7.5) = 90 - 45 = 45 m, so the average velocity is 457.5=6\frac{45}{7.5} = 6 m/s. The factoring of 12t−0.8t212t - 0.8t^2 is the algebra here; dividing by tt instead would lose the root t=0t = 0, harmless here but a habit that costs marks elsewhere.

b) y(4)=48−12.8=35.2y(4) = 48 - 12.8 = 35.2. With h=1h = 1: y(5)=60−20=40y(5) = 60 - 20 = 40, so 40−35.21=4.8\frac{40 - 35.2}{1} = 4.8 m/s, the slope of the secant ABAB of the figure. With h=0.1h = 0.1: y(4.1)=49.2−13.448=35.752y(4.1) = 49.2 - 13.448 = 35.752, and 0.5520.1=5.52\frac{0.552}{0.1} = 5.52. With h=0.01h = 0.01: 5.5925.592. With h=−0.01h = -0.01: 5.6085.608. With h=−0.1h = -0.1: y(3.9)=46.8−12.168=34.632y(3.9) = 46.8 - 12.168 = 34.632, and 34.632−35.2−0.1=5.68\frac{34.632 - 35.2}{-0.1} = 5.68. The values on both sides close in on 5.65.6: the velocity at t=4t = 4 is about 5.65.6 m/s. The right-hand values are below it and the left-hand values above, because the tool is slowing down on its way up.

c) Expand, do not substitute numbers: y(4+h)=12(4+h)−0.8(4+h)2=48+12h−0.8(16+8h+h2)=35.2+5.6h−0.8h2y(4 + h) = 12(4 + h) - 0.8(4 + h)^2 = 48 + 12h - 0.8(16 + 8h + h^2) = 35.2 + 5.6h - 0.8h^2. So y(4+h)−y(4)=5.6h−0.8h2=h(5.6−0.8h)y(4 + h) - y(4) = 5.6h - 0.8h^2 = h(5.6 - 0.8h), and for h≠0h \ne 0 the factor hh cancels: the average velocity is 5.6−0.8h5.6 - 0.8h. At h=0h = 0 the quotient itself is 00\frac{0}{0}; the simplified form is a polynomial in hh, whose limit as h→0h \to 0 is its value: 5.65.6 m/s. The trap is (4+h)2=16+h2(4 + h)^2 = 16 + h^2, which drops the 8h8h and gives a velocity of 1212 m/s at t=4t = 4, the launch speed, obviously wrong for a tool that is slowing down.

d) Same algebra with a letter: y(a+h)−y(a)=12h−0.8((a+h)2−a2)=12h−0.8(2ah+h2)=h(12−1.6a−0.8h)y(a + h) - y(a) = 12h - 0.8\left((a + h)^2 - a^2\right) = 12h - 0.8(2ah + h^2) = h(12 - 1.6a - 0.8h). For h≠0h \ne 0 the average velocity on [a,a+h][a, a + h] is 12−1.6a−0.8h12 - 1.6a - 0.8h, which tends to v(a)=12−1.6av(a) = 12 - 1.6a as h→0h \to 0. Check: v(4)=12−6.4=5.6v(4) = 12 - 6.4 = 5.6, as in c). At t=7.5t = 7.5: v=12−12=0v = 12 - 12 = 0, the tool is momentarily at rest at the top of its flight, the peak of the graph where the tangent is horizontal. At t=10t = 10: v=12−16=−4v = 12 - 16 = -4 m/s; the minus sign says the tool is coming DOWN at 44 m/s.

e) The average velocity over [0,15][0, 15] is 00 because the displacement is 00: the tool ends where it started. That says nothing about the motion in between: it rose 4545 m and fell 4545 m, and its velocity was 00 only at the single instant t=7.5t = 7.5. By d), it returns to the hand with v(15)=12−24=−12v(15) = 12 - 24 = -12 m/s, the launch speed, downward. An average velocity is the slope of ONE secant; the velocity at each instant is the slope of the tangent there, and the two can be very different.

© Ahmed Squalli Houssaini. Exercise set published at www.letuteurscientifique.ca/en/exercices/math203-tangent-lines-limit-laws. Free for personal and classroom use; republishing it elsewhere requires written permission (legal notice).

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