IB DP · Thinka 原創模擬試題

2023 IB DP Mathematics - Applications and Interpretation 模擬試題連答案詳解

Thinka May 2023 HL (TZ2) IB Diploma Programme-Style Mock — Mathematics - Applications and Interpretation

275 300 分鐘2023
An original Thinka practice paper modelled on the structure and difficulty of the May 2023 HL (TZ2) IB Diploma Programme Mathematics - Applications and Interpretation paper. Not affiliated with or reproduced from IB.

卷一

Answer all questions in the boxes provided. Working and GDC inputs must be shown.
17 題目 · 109.99
題目 1 · Short-response
6.47
Elena invests $8000 in a savings account that pays a nominal annual interest rate of 4.5%, compounded monthly.

(a) Find the amount of money in Elena's account after 5 years. Give your answer to the nearest dollar.

At the same time, her car depreciates in value. The value of the car, \(V\), in dollars, after \(t\) years is modeled by \(V(t) = 22000(0.85)^t\).

(b) Find the time, in years, for the value of the car to equal the amount of money in Elena's savings account. Give your answer to 3 significant figures.
查看答案詳解

解題

(a) Using the compound interest formula:
\(A = P\left(1 + \frac{r}{100k}\right)^{kt}\)
\(A = 8000\left(1 + \frac{4.5}{1200}\right)^{12 \times 5}\)
\(A = 8000(1.00375)^{60} \approx 10014.37\)

To the nearest dollar, the amount is $10014.

(b) To find when the values are equal, set:
\(22000(0.85)^t = 8000\left(1 + \frac{4.5}{1200}\right)^{12t}\)

Using a graphic display calculator (GDC) to find the intersection of \(y_1 = 22000(0.85)^x\) and \(y_2 = 8000(1.00375)^{12x}\):
\(t \approx 4.88\) years.

評分準則

(a)
[M1] for substituting correctly into the compound interest formula.
[A1] for 10014.

(b)
[M1] for setting up the equation representing the equality of the two models.
[M1] for using GDC to solve the equation.
[A1] for 4.88.
題目 2 · Short-response
6.47
A local library started with 3500 books in its collection. Each year, the library discards 6% of its existing books due to wear and tear, and purchases 400 new books.

(a) Show that the number of books in the library at the end of the second year is 3869 (to the nearest integer).

(b) Find the number of books in the library at the end of the 10th year. Give your answer to the nearest integer.
查看答案詳解

解題

(a) Let \(B_n\) be the number of books at the end of year \(n\).
At the end of Year 1:
\(B_1 = 3500 \times (1 - 0.06) + 400 = 3500 \times 0.94 + 400 = 3690\)

At the end of Year 2:
\(B_2 = 3690 \times 0.94 + 400 = 3468.6 + 400 = 3868.6 \approx 3869\).

(b) This recurrence relation can be represented as:
\(B_n = 3500(0.94)^n + 400 \sum_{i=0}^{n-1} 0.94^i\)

Or by using the sequence feature on a GDC:
For \(n = 10\), \(B_{10} \approx 4961.05\)

To the nearest integer, the number of books is 4961.

評分準則

(a)
[M1] for calculating the books after 1 year: 3690.
[M1] for multiplying by 0.94 and adding 400 for the second year.
[A1] for showing 3868.6 which rounds to 3869.

(b)
[M1] for establishing a correct method to find the 10th term (recurrence list on GDC or formula).
[A2] for 4961 (accept 4960 from different rounding methods, but 4961 is the accurate rounded value).
題目 3 · Short-response
6.47
The trajectory of a projectile fired from a platform is modeled by the function
\(h(d) = -0.05d^2 + 1.2d + 5\),
where \(h\) is the height of the projectile above the ground in meters, and \(d\) is the horizontal distance from the platform in meters.

(a) State the height of the platform from which the projectile was fired.

(b) Find the maximum height reached by the projectile.

(c) Find the horizontal distance from the platform when the projectile hits the ground.
查看答案詳解

解題

(a) The height of the platform is when \(d = 0\):
\(h(0) = 5\) meters.

(b) The maximum height occurs at the vertex of the quadratic function.
\(d = -\frac{b}{2a} = -\frac{1.2}{2(-0.05)} = 12\) meters.
\(h(12) = -0.05(12)^2 + 1.2(12) + 5 = -7.2 + 14.4 + 5 = 12.2\) meters.
(Alternatively, using GDC to find maximum point).

(c) The projectile hits the ground when \(h(d) = 0\):
\(-0.05d^2 + 1.2d + 5 = 0\)

Using the quadratic formula or GDC:
\(d \approx 27.6\) meters (since \(d > 0\)).

評分準則

(a)
[A1] for 5 (or 5 m).

(b)
[M1] for finding the x-coordinate of the vertex (12) or attempting to find maximum via GDC.
[A1] for 12.2 (or 12.2 m).

(c)
[M1] for setting \(h(d) = 0\).
[A2] for 27.6 (or 27.6 m).
題目 4 · Short-response
6.47
Three cell phone towers are located at points \(A(2, 8)\), \(B(8, 6)\), and \(C(4, 2)\) on a coordinate grid, where distances are measured in kilometers.

(a) Find the equation of the perpendicular bisector of the line segment \(AB\). Give your answer in the form \(y = mx + c\).

(b) A new shop is planned to be built at the circumcenter of the triangle \(ABC\) so that it is equidistant from all three cell phone towers. Find the coordinates of this shop.
查看答案詳解

解題

(a) Midpoint of \(AB\):
\(M_{AB} = \left(\frac{2+8}{2}, \frac{8+6}{2}\right) = (5, 7)\)

Gradient of \(AB\):
\(m_{AB} = \frac{6-8}{8-2} = -\frac{2}{6} = -\frac{1}{3}\)

Gradient of the perpendicular bisector:
\(m_{\perp} = -\frac{1}{m_{AB}} = 3\)

Equation of the perpendicular bisector:
\(y - 7 = 3(x - 5) \implies y = 3x - 8\)

(b) To find the circumcenter, we find the perpendicular bisector of another side, e.g., \(BC\).

Midpoint of \(BC\):
\(M_{BC} = \left(\frac{8+4}{2}, \frac{6+2}{2}\right) = (6, 4)\)

Gradient of \(BC\):
\(m_{BC} = \frac{2-6}{4-8} = 1\)

Gradient of the perpendicular bisector of \(BC\):
\(m'_{\perp} = -1\)

Equation of this perpendicular bisector:
\(y - 4 = -1(x - 6) \implies y = -x + 10\)

To find the circumcenter, solve the system of equations:
\(3x - 8 = -x + 10 \implies 4x = 18 \implies x = 4.5\)

Substitute \(x = 4.5\):
\(y = -4.5 + 10 = 5.5\)

So the coordinates are \((4.5, 5.5)\).

評分準則

(a)
[M1] for finding the midpoint of \(AB\).
[M1] for finding the gradient of \(AB\) and then the perpendicular gradient.
[A1] for \(y = 3x - 8\).

(b)
[M1] for finding the equation of a second perpendicular bisector (e.g., \(y = -x + 10\)).
[M1] for solving the system of two linear equations.
[A1] for \((4.5, 5.5)\).
題目 5 · Short-response
6.47
A drone flies from point \(P\) to point \(Q\), which is \(12\text{ km}\) away on a bearing of \(040^\circ\). It then changes direction and flies \(18\text{ km}\) to point \(R\) on a bearing of \(110^\circ\).

(a) Find the angle \(\angle PQR\).

(b) Calculate the direct distance from \(P\) to \(R\), giving your answer to 3 significant figures.

(c) Find the bearing of \(R\) from \(P\), giving your answer to the nearest degree.
查看答案詳解

解題

(a) Draw a North line at \(Q\).
The bearing from \(Q\) to \(P\) is \(040^\circ + 180^\circ = 220^\circ\).
The bearing from \(Q\) to \(R\) is \(110^\circ\).
The angle \(\angle PQR\) is the difference between these bearings:
\(\angle PQR = 220^\circ - 110^\circ = 110^\circ\).

(b) Using the cosine rule on \(\triangle PQR\):
\(PR^2 = PQ^2 + QR^2 - 2(PQ)(QR)\cos(\angle PQR)\)
\(PR^2 = 12^2 + 18^2 - 2(12)(18)\cos(110^\circ)\)
\(PR^2 = 144 + 324 - 432\cos(110^\circ) \approx 615.75\)
\(PR = \sqrt{615.75} \approx 24.8\text{ km}\) (to 3 s.f.).

(c) Using the sine rule to find \(\angle QPR\):
\(\frac{\sin(\angle QPR)}{QR} = \frac{\sin(\angle PQR)}{PR}\)
\(\frac{\sin(\angle QPR)}{18} = \frac{\sin(110^\circ)}{24.814}\)
\(\sin(\angle QPR) = \frac{18 \sin(110^\circ)}{24.814} \approx 0.68164\)
\(\angle QPR \approx 42.97^\circ\)

The bearing of \(R\) from \(P\) is:
\(\text{Bearing} = 040^\circ + 42.97^\circ = 82.97^\circ \approx 083^\circ\).

評分準則

(a)
[M1] for a diagram or calculation showing clear understanding of alternate interior angles or bearings.
[A1] for \(110^\circ\).

(b)
[M1] for substituting correctly into the cosine rule.
[A1] for \(24.8\text{ km}\) (or 24.8).

(c)
[M1] for using the sine rule (or cosine rule) to find \(\angle QPR\).
[A1] for finding \(\angle QPR \approx 43.0^\circ\).
[A1] for adding \(40^\circ\) to find the bearing \(083^\circ\) (or \(83^\circ\)).
題目 6 · Short-response
6.47
The weights of apples in an orchard are normally distributed with a mean of \(150\text{ g}\) and a standard deviation of \(12\text{ g}\).

(a) Find the probability that a randomly selected apple weighs more than \(170\text{ g}\).

Apples weighing less than \(w\text{ g}\) are classified as "small" and are sold at a discount. It is known that 15% of the apples are classified as small.

(b) Find the value of \(w\).

(c) In a random sample of 5 apples, find the probability that exactly 2 are classified as small.
查看答案詳解

解題

(a) Let \(X\) be the weight of an apple. \(X \sim N(150, 12^2)\).
Using GDC: \(P(X > 170) \approx 0.04779 \approx 0.0478\).

(b) We are given \(P(X < w) = 0.15\).
Using inverse normal on the GDC:
\(w \approx 137.56 \approx 138\).

(c) Let \(Y\) be the number of small apples in a sample of 5.
\(Y \sim B(5, 0.15)\).
Using binomial probability on the GDC:
\(P(Y = 2) = \binom{5}{2} (0.15)^2 (0.85)^3 \approx 0.138\).

評分準則

(a)
[M1] for a correct probability statement \(P(X > 170)\) or normal distribution sketch.
[A1] for 0.0478.

(b)
[M1] for setting up the equation \(P(X < w) = 0.15\) or equivalent.
[A1] for 138 (accept 137.6).

(c)
[M1] for identifying the binomial distribution with \(n=5\) and \(p=0.15\).
[A1] for 0.138.
題目 7 · Short-response
6.47
A survey was conducted to investigate whether there is an association between a person's preferred music genre (Pop, Rock, Classical) and their age group (Under 30, 30 and over). The results are summarized in the contingency table below.

| | Pop | Rock | Classical |
|---|---|---|---|
| Under 30 | 45 | 32 | 13 |
| 30 and over | 25 | 38 | 27 |

A \(\chi^2\) test for independence is conducted at the 5% significance level.

(a) State the null hypothesis for this test.

(b) Write down the number of degrees of freedom.

(c) Find the expected frequency of people "Under 30" who prefer "Rock".

(d) Find the \(p\)-value for the test and state, with a reason, the conclusion of the test.
查看答案詳解

解題

(a) \(H_0\): Preferred music genre and age group are independent (or there is no association between preferred music genre and age group).

(b) Degrees of freedom:
\(\text{df} = (\text{rows} - 1)(\text{columns} - 1) = (2 - 1)(\text{3} - 1) = 2\).

(c) Total "Under 30" = \(45 + 32 + 13 = 90\).
Total "Rock" = \(32 + 38 = 70\).
Grand Total = \(90 + 90 = 180\).
Expected Frequency = \(\frac{90 \times 70}{180} = 35\).

(d) Using GDC for \(\chi^2\) two-way test on the matrix:
\(\chi^2 \approx 11.129\)
\(p\text{-value} \approx 0.00383\) (or 0.0038)

Since \(0.00383 < 0.05\) (the significance level), we reject the null hypothesis. There is significant evidence to suggest that preferred music genre and age group are associated.

評分準則

(a)
[A1] for stating the correct null hypothesis (must mention independence or no association).

(b)
[A1] for 2.

(c)
[M1] for using row total \(\times\) column total / grand total.
[A1] for 35.

(d)
[A1] for \(p\text{-value} \approx 0.00383\).
[R1] for comparing \(p\text{-value}\) to 0.05 and making the correct decision (reject \(H_0\)).
題目 8 · Short-response
6.47
An open rectangular box is to be made from a sheet of cardboard. The box has a square base of side length \(x\text{ cm}\) and a height of \(h\text{ cm}\). The volume of the box must be \(500\text{ cm}^3\).

(a) Show that the total external surface area of the box, \(A\), is given by \(A(x) = x^2 + \frac{2000}{x}\).

(b) Find \(\frac{\text{d}A}{\text{d}x}\).

(c) Find the value of \(x\) that minimizes the surface area of the box.
查看答案詳解

解題

(a) The volume of the box is \(V = x^2 h = 500\), which gives \(h = \frac{500}{x^2}\).
The surface area of an open box with a square base of side \(x\) and height \(h\) is:
\(A = x^2 + 4xh\)

Substitute \(h = \frac{500}{x^2}\) into the surface area equation:
\(A = x^2 + 4x \left(\frac{500}{x^2}\right) = x^2 + \frac{2000}{x\}}.

(b) Differentiating \)A\) with respect to \(x\):
\(\frac{\text{d}A}{\text{d}x} = 2x - 2000x^{-2} = 2x - \frac{2000}{x^2}\).

(c) Set \(\frac{\text{d}A}{\text{d}x} = 0\) to find the minimum:
\(2x - \frac{2000}{x^2} = 0 \implies 2x^3 = 2000 \implies x^3 = 1000 \implies x = 10\text{ cm}\).

評分準則

(a)
[M1] for writing down correct expressions for volume and surface area.
[A1] for expressing \(h\) in terms of \(x\) and substituting to obtain the given formula.

(b)
[M1] for attempting to differentiate.
[A1] for \(2x - \frac{2000}{x^2}\).

(c)
[M1] for setting derivative equal to 0.
[A1] for \(x = 10\).
題目 9 · short-response
6.47
A food truck is purchased for \$45,000. Its value depreciates at a constant rate of 12\\% per year.\
\
(a) Find the value of the food truck after 5 years.\
\
(b) Calculate the number of complete years it will take for the value of the food truck to fall below \$15,000.
查看答案詳解

解題

(a) The depreciation of the food truck can be modeled by the geometric sequence formula: \( V = 45000 \times (1 - 0.12)^t = 45000 \times 0.88^t \).\
\
For \( t = 5 \):\
\( V = 45000 \times 0.88^5 \approx 23747.98 \).\
\
Rounding to 3 significant figures gives \$23,700.\
\
(b) To find when the value falls below \$15,000, we set up the inequality:\
\( 45000 \times 0.88^t < 15000 \)\
\( 0.88^t < \frac{1}{3} \)\
\( t \ln(0.88) < \ln\left(\frac{1}{3}\right) \)\
\( t > \frac{\ln(1/3)}{\ln(0.88)} \approx 8.59 \) years.\
\
Since we need the number of complete years, it will take 9 years for the value to fall below \$15,000.

評分準則

(M1) for writing a correct depreciation expression: \( 45000 \times 0.88^5 \).\
(A1) for \( 23700 \) (or \( 23747.98 \)).\
(M1) for setting up the inequality or equation: \( 45000 \times 0.88^t < 15000 \).\
(A1) for solving to find \( t \approx 8.59 \).\
(A1) for rounding up to 9 complete years.
題目 10 · short-response
6.47
The temperature \( T \) (in \( ^\circ\text{C} \)) of a cup of coffee \( t \) minutes after being poured is modeled by \( T(t) = 22 + a b^{-t} \), where \( a \) and \( b \) are positive constants.\
\
Given that the initial temperature of the coffee is \( 85^\circ\text{C} \), and after 10 minutes the temperature is \( 45^\circ\text{C} \):\
\
(a) Find the value of \( a \).\
\
(b) Find the value of \( b \), giving your answer correct to three significant figures.\
\
(c) Find the temperature of the coffee after 20 minutes.
查看答案詳解

解題

(a) When \( t = 0 \), \( T(0) = 85 \).\
\( 22 + a b^{0} = 85 \Rightarrow 22 + a = 85 \Rightarrow a = 63 \).\
\
(b) When \( t = 10 \), \( T(10) = 45 \).\
\( 22 + 63 b^{-10} = 45 \)\
\( 63 b^{-10} = 23 \)\
\( b^{-10} = \frac{23}{63} \)\
\( b = \left(\frac{63}{23}\right)^{0.1} \approx 1.10597 \).\
\
To 3 significant figures, \( b = 1.11 \).\
\
(c) For \( t = 20 \):\
\( T(20) = 22 + 63 \times (1.10597)^{-20} = 22 + 63 \times \left(\frac{23}{63}\right)^2 \approx 30.4^\circ\text{C} \).

評分準則

(A1) for \( a = 63 \).\
(M1) for substituting \( a = 63 \) and \( t = 10 \) into the formula.\
(A1) for \( b \approx 1.11 \).\
(M1) for substituting \( t = 20 \) into the model.\
(A1) for \( 30.4^\circ\text{C} \).
題目 11 · short-response
6.47
Three delivery hubs are located at coordinates \( A(2, 8) \), \( B(8, 6) \), and \( C(4, 2) \) on a map.\
\
(a) Find the equation of the perpendicular bisector of the line segment \( AB \). Give your answer in the form \( y = mx + c \).\
\
(b) A new customer is located at \( P(5, 5.5) \). By calculating distances, determine which delivery hub is closest to this customer.
查看答案詳解

解題

(a) Find the midpoint of \( AB \):\
\( M = \left(\frac{2+8}{2}, \frac{8+6}{2}\right) = (5, 7) \).\
\
Find the gradient of \( AB \):\
\( m_{AB} = \frac{6-8}{8-2} = -\frac{1}{3} \).\
\
The perpendicular gradient is \( m = 3 \).\
\
Using the point-slope formula with \( M(5, 7) \):\
\( y - 7 = 3(x - 5) \Rightarrow y = 3x - 8 \).\
\
(b) Calculate the distance from \( P(5, 5.5) \) to each hub:\
\( PA = \sqrt{(5-2)^2 + (5.5-8)^2} = \sqrt{9 + 6.25} = \sqrt{15.25} \approx 3.91 \).\
\( PB = \sqrt{(5-8)^2 + (5.5-6)^2} = \sqrt{9 + 0.25} = \sqrt{9.25} \approx 3.04 \).\
\( PC = \sqrt{(5-4)^2 + (5.5-2)^2} = \sqrt{1 + 12.25} = \sqrt{13.25} \approx 3.64 \).\
\
Since \( PB \) is the shortest distance, Hub B is the closest delivery hub to the customer.

評分準則

(M1) for finding the midpoint \( (5, 7) \).\
(M1) for finding the gradient of \( AB \) and determining the perpendicular gradient \( 3 \).\
(A1) for the correct equation \( y = 3x - 8 \).\
(M1) for calculating the distances from \( P \) to the hubs.\
(A1) for identifying Hub B as the closest.
題目 12 · short-response
6.47
A study investigated the relationship between preferred music genre and age group. A random sample of 200 participants was surveyed, with results shown below:\
\
\( \begin{array}{|c|c|c|c|}\hline & \text{Pop} & \text{Rock} & \text{Classical} \\\\hline \text{Under 30} & 55 & 40 & 15 \\\hline \text{30 and Over} & 25 & 30 & 35 \\\hline\end{array} \)\
\
A \( \chi^2 \) test for independence is conducted at the 5\\% significance level.\
\
(a) State the null hypothesis for this test.\
\
(b) Calculate the expected number of participants under 30 who prefer Classical music.\
\
(c) Find the \( p \)-value for this test. State, with a reason, whether preferred music genre is independent of age group.
查看答案詳解

解題

(a) \( H_0 \): Preferred music genre and age group are independent.\
\
(b) Total number of "Under 30" participants \( = 55 + 40 + 15 = 110 \).\
Total number of "Classical" preference participants \( = 15 + 35 = 50 \).\
Grand total \( = 200 \).\
\
Expected Value \( = \frac{110 \times 50}{200} = 27.5 \).\
\
(c) Using a GDC for a \( 2 \times 3 \) contingency table, the test statistics are:\
\( \chi^2 \approx 18.87 \)\
\( p \)-value \\approx 7.99 \\times 10^{-5} \) (or \( 0.0000799 \)).\
\
Since the \( p \)-value \( < 0.05 \), we reject the null hypothesis. Thus, preferred music genre is not independent of age group.

評分準則

(A1) for a correct null hypothesis stating independence.\
(M1) for expected value calculation setup.\
(A1) for \( 27.5 \).\
(G2) for \( p \)-value \\approx 7.99 \\times 10^{-5} \) (accept \( 0.00008 \)).\
(R1) for comparing the \( p \)-value with \( 0.05 \) and rejecting \( H_0 \).
題目 13 · short-response
6.47
A rectangular garden is bordered on one side by a straight brick wall and on the other three sides by fencing. The total length of fencing available is 120 meters.\
\
Let \( x \) be the width of the garden perpendicular to the wall, in meters.\
\
(a) Write down an expression for the area, \( A \), of the garden in terms of \( x \).\
\
(b) Find \( \frac{\text{d}A}{\text{d}x} \).\
\
(c) Determine the maximum possible area of the garden.
查看答案詳解

解題

(a) The three fenced sides consist of two widths of length \( x \) and one length parallel to the wall. The parallel side has length \( 120 - 2x \).\
\
Area \( A = x(120 - 2x) = 120x - 2x^2 \).\
\
(b) Differentiating \( A \) with respect to \( x \):\
\( \frac{\text{d}A}{\text{d}x} = 120 - 4x \).\
\
(c) For maximum area, set the derivative to zero:\
\( 120 - 4x = 0 \Rightarrow x = 30 \).\
\
Substituting \( x = 30 \) back into the area equation:\
\( A = 30(120 - 2(30)) = 30 \times 60 = 1800\text{ m}^2 \).

評分準則

(M1) for expressing the length as \( 120 - 2x \).\
(A1) for \( A = 120x - 2x^2 \).\
(A1) for \( 120 - 4x \).\
(M1) for setting their derivative to 0.\
(A1) for \( 1800\text{ m}^2 \).
題目 14 · short-response
6.47
A water tank is in the shape of an inverted right cone with a base radius of \( 1.5\text{ m} \) and a height of \( 4.0\text{ m} \).\
\
(a) Find the volume of the cone.\
\
(b) Calculate the slant height of the cone.\
\
(c) The internal curved surface area of the cone is to be painted. Find the total area to be painted, giving your answer correct to three significant figures.
查看答案詳解

解題

(a) Volume of a cone: \( V = \frac{1}{3}\pi r^2 h \).\
\
\( V = \frac{1}{3}\pi (1.5)^2 (4.0) = 3\pi \approx 9.42\text{ m}^3 \).\
\
(b) Using Pythagoras' theorem for slant height \( l \):\
\( l = \sqrt{r^2 + h^2} = \sqrt{1.5^2 + 4.0^2} = \sqrt{18.25} \approx 4.27\text{ m} \).\
\
(c) Curved surface area: \( A = \pi r l \).\
\
\( A = \pi (1.5)(\sqrt{18.25}) \approx 20.137\text{ m}^2 \).\
\
Correct to three significant figures, the area is \( 20.1\text{ m}^2 \).

評分準則

(M1) for using the cone volume formula.\
(A1) for \( 9.42 \).\
(M1) for Pythagoras' theorem setup.\
(A1) for \( 4.27 \).\
(M1) for using the curved surface area formula.\
(A1) for \( 20.1 \).
題目 15 · short-response
6.47
The masses of apples in an orchard are normally distributed with a mean of 150 grams and a standard deviation of 12 grams.\
\
(a) Find the probability that a randomly selected apple has a mass between 140 and 165 grams.\
\
(b) Apples with a mass of less than \( w \) grams are classified as "small". Given that 8\\% of the apples are classified as small, find the value of \( w \) correct to the nearest gram.
查看答案詳解

解題

(a) Let \( X \) represent the mass of an apple, where \( X \sim N(150, 12^2) \).\
\
Using a GDC to find \( P(140 < X < 165) \):\
\( P(140 < X < 165) \approx 0.6897 \).\
\
Correct to three significant figures, the probability is \( 0.690 \).\
\
(b) We are given \( P(X < w) = 0.08 \).\
\
Using the inverse normal cumulative function on a GDC:\
\( w = \text{invNorm}(0.08, 150, 12) \approx 133.14 \) grams.\
\
To the nearest gram, \( w = 133 \).

評分準則

(M1) for correct normal probability notation/setup: \( P(140 < X < 165) \).\
(A1) for \( 0.690 \).\
(M1) for setting up equation \( P(X < w) = 0.08 \).\
(A1) for \( 133 \).
題目 16 · short-response
6.47
A drone travels in a straight line. Its velocity \( v \) (in \( \text{m s}^{-1} \)) at time \( t \) seconds is recorded in the table below:\
\
\( \begin{array}{|c|c|c|c|c|c|}\hline t & 0 & 2 & 4 & 6 & 8 \\\hline v & 0 & 3.5 & 5.2 & 4.8 & 2.1 \\\hline\end{array} \)\
\
(a) Use the trapezoidal rule with four intervals of equal width to estimate the total distance traveled by the drone in these 8 seconds.\
\
(b) The velocity of a second drone is modeled by \( v(t) = -0.15t^2 + 1.5t \) for \( 0 \le t \le 8 \). Find the exact distance traveled by this second drone during the 8 seconds.
查看答案詳解

解題

(a) The width of each interval is \( h = 2 \).\
\
Using the trapezoidal rule:\
\( \text{Distance} \approx \frac{2}{2} [ v(0) + 2(v(2) + v(4) + v(6)) + v(8) ] \)\
\( = 1 \times [ 0 + 2(3.5 + 5.2 + 4.8) + 2.1 ] \)\
\( = 2(13.5) + 2.1 = 29.1\text{ meters} \).\
\
(b) The exact distance is found by integrating the velocity function:\
\( \int_{0}^{8} (-0.15t^2 + 1.5t) \text{d}t = \left[ -0.05t^3 + 0.75t^2 \right]_{0}^{8} \)\
\( = [-0.05(512) + 0.75(64)] - [0] \)\
\( = -25.6 + 48 = 22.4\text{ meters} \).

評分準則

(M1) for establishing \( h = 2 \).\
(M1) for correct substitution into the trapezoidal formula.\
(A1) for \( 29.1 \).\
(M1) for setting up the integration of \( v(t) \).\
(A1) for \( 22.4 \).
題目 17 · Short-response
6.47
The lifespan of a specific model of LED light bulb is normally distributed with a mean of 8000 hours and a standard deviation of 600 hours. (a) Find the probability that a randomly chosen bulb lasts between 7500 and 8500 hours. (b) The manufacturer offers a warranty to replace any bulb that fails within the first \(t\) hours. They want to replace no more than 1.5% of the bulbs. Find the maximum value of \(t\) to the nearest hour.
查看答案詳解

解題

(a) Let \(X\) be the lifespan of a bulb in hours, so \(X \sim N(8000, 600^2)\). To find \(P(7500 \le X \le 8500)\), we use a graphic display calculator (GDC) with a normal cumulative distribution function (lower limit = 7500, upper limit = 8500, \(\mu = 8000\), \(\sigma = 600\)). This yields \(P(7500 \le X \le 8500) \approx 0.59534...\), which rounds to 0.595 to 3 significant figures. (b) We want to find the value of \(t\) such that \(P(X < t) = 0.015\). Using the inverse normal function on a GDC with area = 0.015, \(\mu = 8000\), and \(\sigma = 600\), we obtain \(t \approx 6697.95...\) hours. Rounding to the nearest hour, we get \(t = 6698\).

評分準則

(a) [2.47 marks total]: M1.47 for a setup indicating normal cumulative distribution with correct limits and parameters. A1 for 0.595 (accept 0.59534...). (b) [4.00 marks total]: M1.50 for setting up the inverse normal equation \(P(X < t) = 0.015\). M1.50 for finding the unrounded value \(t \approx 6697.95...\). A1 for rounding to the nearest hour to get 6698.

卷二

Answer all questions in the separate answer booklet. Working and GDC inputs must be shown.
7 題目 · 106
題目 1 · Long-response
16
An open-topped water storage tank is to be constructed in the shape of a cylinder of radius \( r \) meters and height \( h \) meters, with a hemispherical base of the same radius \( r \). The total volume of the tank must be \( 50\text{ m}^3 \). (a) Show that \( h = \frac{50}{\pi r^2} - \frac{2}{3}r \). (b) The inner surface area \( A \) of the tank consists of the curved surface of the cylinder and the curved surface of the hemisphere. Show that \( A = \frac{100}{r} + \frac{2}{3}\pi r^2 \). (c) Find \( \frac{dA}{dr} \). (d) Find the value of \( r \) that minimizes the surface area \( A \). (e) Calculate the minimum surface area, giving your answer to 3 significant figures. (f) Justify that this value of \( r \) indeed gives a minimum.
查看答案詳解

解題

(a) The total volume of the tank is the sum of the volume of the cylinder and the volume of the hemisphere: \( V = \pi r^2 h + \frac{2}{3}\pi r^3 \). Setting \( V = 50 \): \( \pi r^2 h + \frac{2}{3}\pi r^3 = 50 \Rightarrow \pi r^2 h = 50 - \frac{2}{3}\pi r^3 \Rightarrow h = \frac{50}{\pi r^2} - \frac{2}{3}r \). (b) The inner surface area of the tank is: \( A = 2\pi r h + 2\pi r^2 \). Substituting the expression for \( h \) from part (a): \( A = 2\pi r \left( \frac{50}{\pi r^2} - \frac{2}{3}r \right) + 2\pi r^2 = \frac{100}{r} - \frac{4}{3}\pi r^2 + 2\pi r^2 = \frac{100}{r} + \frac{2}{3}\pi r^2 \). (c) Differentiating \( A \) with respect to \( r \): \( \frac{dA}{dr} = -\frac{100}{r^2} + \frac{4}{3}\pi r \). (d) To minimize the surface area, set \( \frac{dA}{dr} = 0 \): \( -\frac{100}{r^2} + \frac{4}{3}\pi r = 0 \Rightarrow \frac{4}{3}\pi r = \frac{100}{r^2} \Rightarrow r^3 = \frac{75}{\pi} \Rightarrow r = \left(\frac{75}{\pi}\right)^{1/3} \approx 2.88 \text{ m} \). (e) Substituting \( r \approx 2.8794 \) into the expression for \( A \): \( A \approx \frac{100}{2.8794} + \frac{2}{3}\pi (2.8794)^2 \approx 34.729 + 17.365 = 52.1 \text{ m}^2 \). (f) Find the second derivative: \( \frac{d^2A}{dr^2} = \frac{200}{r^3} + \frac{4}{3}\pi \). Since \( r > 0 \), both terms are positive, meaning \( \frac{d^2A}{dr^2} > 0 \) for all positive \( r \). Thus, the critical point represents a minimum.

評分準則

(a) M1 for writing the correct total volume equation. A1 for correct algebraic manipulation leading to the given expression. (b) M1 for identifying the correct components of surface area. A1 for substituting the expression for h. M1 A1 for simplifying algebraically to reach the exact target expression. (c) M1 A1 for differentiating the 100/r term. M1 A1 for differentiating the (2/3)pi r^2 term. (d) M1 for setting their derivative equal to 0. A1 for isolating r^3. A1 for finding r = 2.88. (e) M1 for substituting their value of r into the area formula. A1 for area = 52.1. (f) M1 for finding the second derivative expression. R1 for evaluating or stating it is positive, R1 for concluding a minimum.
題目 2 · Long-response
15
A study is conducted to determine whether the type of book a person reads is independent of their age group. A random sample of 300 readers is surveyed, and the observed frequencies are shown below:

| Age Group | Fiction | Non-fiction | Science Fiction | Total |
|---|---|---|---|---|
| Under 25 | 40 | 15 | 35 | 90 |
| 25-50 | 50 | 45 | 25 | 120 |
| Over 50 | 45 | 35 | 10 | 90 |
| Total | 135 | 95 | 70 | 300 |

(a) State the null and alternative hypotheses for this test. (b) Write down the number of degrees of freedom. (c) Show that the expected frequency of readers Under 25 who prefer Science Fiction is 21. (d) Find the \( \chi^2 \) statistic and the corresponding \( p \)-value for this test. (e) State, with a reason, the conclusion of the test at the 5% significance level. (f) A reader is chosen at random from the 300 surveyed. Find the probability that: (i) they are 25-50 years old or preferred Non-fiction. (ii) given that the reader is Over 50, they preferred Fiction. (iii) two readers are chosen at random without replacement, both are Under 25.
查看答案詳解

解題

(a) \( H_0 \): The type of book preferred is independent of the reader's age group. \( H_1 \): The type of book preferred is not independent of the reader's age group. (b) \( \text{Degrees of Freedom} = (\text{rows} - 1)(\text{columns} - 1) = (3 - 1)(3 - 1) = 4 \). (c) Expected frequency \( = \frac{\text{Row Total} \times \text{Column Total}}{\text{Grand Total}} = \frac{90 \times 70}{300} = 21 \). (d) Using a GDC on the 3x3 table of observed values: \( \chi^2 \approx 25.386 \approx 25.4 \) (3 s.f.), \( p \text{-value} \approx 4.21 \times 10^{-5} \approx 0.0000421 \). (e) Since the \( p \)-value \( (0.0000421) < 0.05 \) (or the critical value), we reject the null hypothesis \( H_0 \). There is sufficient evidence to conclude that book preference is associated with age group. (f)(i) \( P(25\text{-}50 \cup \text{Non-fiction}) = \frac{120 + 95 - 45}{300} = \frac{170}{300} = \frac{17}{30} \approx 0.567 \). (ii) \( P(\text{Fiction} \mid \text{Over 50}) = \frac{45}{90} = 0.5 \). (iii) \( P(\text{Both Under 25}) = \frac{90}{300} \times \frac{89}{299} = \frac{3}{10} \times \frac{89}{299} = \frac{267}{2990} \approx 0.0893 \).

評分準則

(a) A1 for correct H0, A1 for correct H1. (b) A1 for df = 4. (c) M1 for showing the formula structure, A1 for concluding 21. (d) M2 for correct GDC inputs, A1 for Chi-sq = 25.4, A1 for p-value = 4.21 x 10^-5. (e) R1 for comparing p-value with 0.05, A1 for rejecting H0 and writing a contextual conclusion. (f)(i) M1 for summing probabilities, A1 for 17/30 (0.567). (f)(ii) M1 for conditional probability setup, A1 for 0.5. (f)(iii) M1 for product of fractions without replacement, A1 for 267/2990 (0.0893).
題目 3 · Long-response
15
A surveyor standing at point \( A \) on level ground observes a vertical mast \( TP \) where \( T \) is the top and \( P \) is the base on the ground. The angle of elevation of \( T \) from \( A \) is \( 23^\circ \). She then walks 150 meters on a bearing of \( 065^\circ \) to point \( B \). From \( A \), the base of the mast \( P \) lies on a bearing of \( 340^\circ \). From \( B \), the bearing of \( P \) is \( 305^\circ \). (a) Find the angle \( \widehat{APB} \). (b) Find the distance \( AP \). (c) Find the height of the mast \( TP \). (d) Find the distance \( BP \). (e) Find the angle of elevation of the top of the mast \( T \) from \( B \).
查看答案詳解

解題

(a) In triangle \( APB \): The bearing from \( A \) to \( B \) is \( 065^\circ \) and from \( A \) to \( P \) is \( 340^\circ \). The internal angle \( \widehat{PAB} = 65^\circ + (360^\circ - 340^\circ) = 85^\circ \). The bearing from \( B \) to \( A \) is \( 065^\circ + 180^\circ = 245^\circ \), and the bearing from \( B \) to \( P \) is \( 305^\circ \). The internal angle \( \widehat{ABP} = 305^\circ - 245^\circ = 60^\circ \). Therefore, \( \widehat{APB} = 180^\circ - (85^\circ + 60^\circ) = 35^\circ \). (b) Using the Sine Rule in \( \triangle APB \): \( \frac{AP}{\sin(60^\circ)} = \frac{150}{\sin(35^\circ)} \Rightarrow AP = \frac{150 \sin(60^\circ)}{\sin(35^\circ)} \approx 226.445 \approx 226 \text{ m} \). (c) In right-angled triangle \( \triangle TPA \): \( \tan(23^\circ) = \frac{TP}{AP} \Rightarrow TP = 226.445 \times \tan(23^\circ) \approx 96.115 \approx 96.1 \text{ m} \). (d) Using the Sine Rule to find \( BP \): \( \frac{BP}{\sin(85^\circ)} = \frac{150}{\sin(35^\circ)} \Rightarrow BP = \frac{150 \sin(85^\circ)}{\sin(35^\circ)} \approx 260.525 \approx 261 \text{ m} \). (e) In right-angled triangle \( \triangle TPB \), let the angle of elevation be \( \theta \): \( \tan(\theta) = \frac{TP}{BP} = \frac{96.115}{260.525} \approx 0.3689 \Rightarrow \theta = \arctan(0.3689) \approx 20.3^\circ \).

評分準則

(a) M1 for finding angle PAB = 85, M1 for finding angle ABP = 60, A1 for angle APB = 35. (b) M1 for correct substitution into Sine Rule, A1 for rearranging, A1 for 226 m. (c) M1 for setting up tan(23) = TP/AP, A1 for multiplying, A1 for 96.1 m. (d) M1 for correct Sine Rule substitution, A1 for 261 m. (e) M1 for identifying the correct right-angled triangle, M1 for tan(theta) = TP/BP, A1 for 20.3 degrees.
題目 4 · Long-response
15
A particle moves along a straight line such that its velocity, \( v \text{ m s}^{-1} \), at time \( t \) seconds is given by \( v(t) = 3t^2 - 14t + 8 \) for \( 0 \le t \le 6 \). (a) Find the initial velocity of the particle. (b) Find the values of \( t \) when the particle is momentarily at rest. (c) Find the acceleration of the particle when \( t = 3 \). (d) Find the total distance traveled by the particle in the first 4 seconds. (e) The displacement, \( s \), of the particle from a fixed origin \( O \) is 10 meters when \( t = 1 \). Find an expression for \( s(t) \) in terms of \( t \).
查看答案詳解

解題

(a) Initial velocity is when \( t = 0 \): \( v(0) = 3(0)^2 - 14(0) + 8 = 8 \text{ m s}^{-1} \). (b) Momentarily at rest when \( v(t) = 0 \): \( 3t^2 - 14t + 8 = 0 \Rightarrow (3t - 2)(t - 4) = 0 \Rightarrow t = \frac{2}{3} \text{ s} \) and \( t = 4 \text{ s} \). (c) Acceleration \( a(t) = v'(t) = 6t - 14 \). When \( t = 3 \): \( a(3) = 6(3) - 14 = 4 \text{ m s}^{-2} \). (d) Total distance traveled is the integral of the absolute value of velocity: \( D = \int_0^4 |3t^2 - 14t + 8| dt = \int_0^{2/3} v(t) dt + \int_{2/3}^4 -v(t) dt \). Integrating gives \( \left[ t^3 - 7t^2 + 8t \right]_0^{2/3} + \left[ -t^3 + 7t^2 - 8t \right]_{2/3}^4 = \frac{68}{27} + \left( 16 + \frac{68}{27} \right) = \frac{568}{27} \approx 21.0 \text{ m} \). (e) Displacement is \( s(t) = \int (3t^2 - 14t + 8) dt = t^3 - 7t^2 + 8t + C \). Given \( s(1) = 10 \): \( 1^3 - 7(1)^2 + 8(1) + C = 10 \Rightarrow 2 + C = 10 \Rightarrow C = 8 \). Thus, \( s(t) = t^3 - 7t^2 + 8t + 8 \).

評分準則

(a) A1 for 8 m s^-1. (b) M1 for setting velocity to 0, A1 for t = 2/3, A1 for t = 4. (c) M1 for differentiating, A1 for 4 m s^-2. (d) M1 for integrating absolute velocity (or split integral), M1 for evaluating at limits, A1 for each part or GDC usage, A1 for final answer of 21.0 m. (e) M1 for integrating, A1 for correct algebraic terms, M1 for substituting s(1)=10 to find C, A1 for correct final function.
題目 5 · Long-response
15
The weights of apples in an orchard are normally distributed with a mean of 150 grams and a standard deviation of 15 grams. (a) Find the probability that a randomly selected apple weighs: (i) more than 170 grams. (ii) between 130 and 165 grams. (b) Apples weighing less than \( w \) grams are considered underweight and cannot be sold. Given that 8% of apples are underweight, find the value of \( w \). (c) A box contains 20 randomly selected apples. Find the probability that: (i) exactly 3 apples weigh more than 170 grams. (ii) at least 2 apples weigh more than 170 grams. (d) A quality control manager takes a sample of 150 apples to test if the mean weight of apples has decreased. State the null and alternative hypotheses for this test.
查看答案詳解

解題

(a) Let \( X \sim N(150, 15^2) \). (i) \( P(X > 170) \approx 0.0912 \) (from GDC). (ii) \( P(130 < X < 165) \approx 0.750 \) (from GDC). (b) We need \( P(X < w) = 0.08 \). Using inverse normal: \( w \approx 128.92 \approx 129 \text{ grams} \). (c) Let \( Y \sim B(20, p) \) where \( p = P(X > 170) = 0.091211 \). (i) \( P(Y = 3) = \binom{20}{3} p^3 (1-p)^{17} \approx 0.171 \) (from GDC binomial PDF). (ii) \( P(Y \ge 2) = 1 - P(Y \le 1) \approx 1 - 0.4497 = 0.550 \) (from GDC binomial CDF). (d) We are testing for a decrease in the population mean: \( H_0: \mu = 150 \) and \( H_1: \mu < 150 \).

評分準則

(a)(i) M1 for normal CDF setup, A1 for 0.0912. (a)(ii) M1 for correct limits, A1 for 0.750. (b) M1 for inverse normal setup, A1 for 129. (c)(i) M1 for identifying binomial, A1 for p, A1 for 0.171. (c)(ii) M1 for writing P(Y>=2) = 1 - P(Y<=1), A1 for 0.550. (d) A1 for H0, A1 for H1.
題目 6 · Long-response
15
Sofia wants to buy a car costing $25,000. She has two options to finance the purchase.

Option A: She pays a 10% deposit and takes out a loan for the remainder. The loan has an annual interest rate of 6% compounded monthly, with equal monthly payments over 4 years.

Option B: She invests $18,000 in a savings account with a nominal annual interest rate of 4.5% compounded quarterly for 5 years.

(a) For Option A, calculate: (i) the loan amount. (ii) the monthly payment. (iii) the total interest paid over 4 years. (b) For Option B, calculate: (i) the value of the investment after 5 years. (ii) the total interest earned. (c) Sofia's friend, Liam, decides to invest $500 at the start of each year into an account paying 3.5% interest compounded annually. Find the total value of Liam's investment at the end of 10 years.
查看答案詳解

解題

(a)(i) Loan amount is \( 90\% \text{ of } 25000 = 22500 \text{ USD} \). (ii) Using a GDC Finance Solver: \( N = 48 \), \( I\% = 6 \), \( PV = 22500 \), \( FV = 0 \), \( P/Y = 12 \), \( C/Y = 12 \). Solving for monthly payment: \( PMT \approx 528.41 \text{ USD} \). (iii) Total payments \( = 528.41 \times 48 = 25363.68 \). Interest paid \( = 25363.68 - 22500 = 2863.68 \text{ USD} \). (b)(i) Option B: \( PV = 18000 \), \( r = 0.045 \), \( k = 4 \), \( n = 5 \). \( FV = 18000 \times \left(1 + \frac{0.045}{4}\right)^{20} \approx 22513.52 \text{ USD} \). (ii) Interest earned \( = 22513.52 - 18000 = 4513.52 \text{ USD} \). (c) This is a geometric series (annuity due) with 10 terms. The first deposit compound is \( 500 \times 1.035^{10} \) and the last is \( 500 \times 1.035^1 \). \( u_1 = 500 \times 1.035 = 517.5 \), \( r = 1.035 \). \( S_{10} = \frac{517.5(1.035^{10} - 1)}{1.035 - 1} \approx 6071.00 \text{ USD} \).

評分準則

(a)(i) A1 for $22,500. (a)(ii) M2 for correct finance solver parameters, A1 for $528.41. (a)(iii) M1 for total payments calculation, A1 for $2,863.68. (b)(i) M1 for compound interest formula setup, A1 for correct substitution, A1 for $22,513.52. (b)(ii) A1 for $4,513.52. (c) M1 for recognizing geometric series with first term 517.5, M1 for common ratio 1.035, M1 for formula substitution, A1 for $6,071.00.
題目 7 · Long-response
15
The depth of water, \( d \) meters, at a port is modeled by \( d(t) = a \cos(b(t - c)) + d_0 \), where \( t \) is the time in hours after midnight. The maximum depth of 14 meters occurs at high tide at 04:00. The minimum depth of 6 meters occurs at low tide at 10:15. (a) Find the value of: (i) \( a \). (ii) \( d_0 \). (b) Show that the period of the tide is 12.5 hours, and hence find the value of \( b \), correct to 3 decimal places. (c) Write down a value for \( c \). (d) Find the depth of water at 14:30. (e) A large cargo ship requires a depth of at least 11.5 meters to enter the port. Find the time interval during the afternoon (between 12:00 and 24:00) when the ship can safely enter the port.
查看答案詳解

解題

(a)(i) \( a = \frac{14 - 6}{2} = 4 \). (ii) \( d_0 = \frac{14 + 6}{2} = 10 \). (b) The time from maximum to minimum is \( 10.25 - 4 = 6.25 \) hours. This is half the period, so Period \( = 2 \times 6.25 = 12.5 \) hours. Therefore, \( b = \frac{2\pi}{12.5} \approx 0.50265 \approx 0.503 \). (c) Since the maximum occurs at \( t = 4 \), we can write \( c = 4 \). (d) At 14:30, \( t = 14.5 \). \( d(14.5) = 4 \cos(0.50265(14.5 - 4)) + 10 = 4 \cos(5.2778) + 10 \approx 12.119 \approx 12.1 \text{ m} \) (using radians). (e) We need \( 4 \cos(0.50265(t - 4)) + 10 \ge 11.5 \Rightarrow \cos(0.50265(t - 4)) \ge 0.375 \). The boundaries in \( [12, 24] \) are when \( 0.50265(t - 4) = 2\pi \pm 1.1864 \Rightarrow t - 4 \approx 10.14 \text{ and } 14.86 \Rightarrow t \approx 14.14 \text{ and } 18.86 \). Thus, the interval is \( 14.1 \le t \le 18.9 \) (or between 14:08 and 18:52).

評分準則

(a)(i) A1 for amplitude 4, A1 for working. (a)(ii) A1 for midline 10, A1 for working. (b) M1 for finding time diff = 6.25 hours, A1 for showing period = 12.5, A1 for b = 0.503. (c) A1 for c = 4. (d) M1 for substituting t = 14.5, A1 for using radians, A1 for 12.1 m. (e) M1 for inequality setup, M1 for finding critical values on GDC, A1 for t1 = 14.1, A1 for t2 = 18.9.

Paper 3

Answer both extended case-study questions in the separate answer booklet. Working must be shown.
2 題目 · 55
題目 1 · Paper 3
28
A conservation team is studying the levels of a water-soluble chemical pollutant in two connected natural lakes, Lake Alpha and Lake Beta.

Lake Alpha has a constant volume of \(V_1 = 100\text{ m}^3\) and Lake Beta has a constant volume of \(V_2 = 200\text{ m}^3\). Water flows between the lakes and the surrounding environment according to the following constant rates:
- Clean water from a mountain stream enters Lake Alpha at a rate of \(25\text{ m}^3/\text{day}\).
- Water is pumped from Lake Alpha into Lake Beta at a rate of \(40\text{ m}^3/\text{day}\).
- Water is pumped from Lake Beta back into Lake Alpha at a rate of \(15\text{ m}^3/\text{day}\).
- Water outflows from Lake Beta into a local river at a rate of \(25\text{ m}^3/\text{day}\).

Let \(x(t)\) and \(y(t)\) represent the mass (in kg) of the pollutant in Lake Alpha and Lake Beta, respectively, at time \(t\) days.

(a) Show that the rate of change of the mass of the pollutant in each lake can be modeled by the system of linear differential equations:
\[\frac{dx}{dt} = -0.4x + 0.075y\]
\[\frac{dy}{dt} = 0.4x - 0.2y\] [4]

(b) Write this system of differential equations in the matrix form \(\frac{d\mathbf{x}}{dt} = \mathbf{A}\mathbf{x}\), and find the eigenvalues and corresponding eigenvectors of the matrix \(\mathbf{A}\). [8]

(c) Write down the general solution of the system, expressing \(x(t)\) and \(y(t)\) in terms of two arbitrary constants \(C_1\) and \(C_2\). [3]

At \(t = 0\), an industrial accident upstream causes a sudden spill of \(80\text{ kg}\) of the pollutant into Lake Alpha. At this time, Lake Beta contains no pollutant.

(d) Use these initial conditions to find the particular solution for both \(x(t)\) and \(y(t)\). [4]

(e) (i) Find the time, \(t_{\text{max}}\), at which the mass of pollutant in Lake Beta reaches its maximum value.

(ii) Calculate this maximum mass. [5]

(f) An environmental safety threshold is set at \(30\text{ kg}\). If the mass of pollutant in either lake exceeds this threshold, a remediation protocol must be activated.

Determine whether this protocol must be activated for Lake Beta, and if so, calculate the total length of the time interval during which the pollutant level in Lake Beta remains strictly above \(30\text{ kg}\). [4]
查看答案詳解

解題

**(a)**
For Lake Alpha:
- Inflow of pollutant: from Lake Beta, which carries concentration \(\frac{y}{200}\text{ kg/m}^3\) at a rate of \(15\text{ m}^3/\text{day}\). Thus, inflow rate is \(15 \times \frac{y}{200} = 0.075y\text{ kg/day}\).
- Outflow of pollutant: to Lake Beta, which carries concentration \(\frac{x}{100}\text{ kg/m}^3\) at a rate of \(40\text{ m}^3/\text{day}\). Thus, outflow rate is \(40 \times \frac{x}{100} = 0.4x\text{ kg/day}\).
- Therefore, \(\frac{dx}{dt} = -0.4x + 0.075y\).

For Lake Beta:
- Inflow of pollutant: from Lake Alpha at rate \(40 \times \frac{x}{100} = 0.4x\text{ kg/day}\).
- Outflow of pollutant: return flow to Lake Alpha at rate \(15 \times \frac{y}{200} = 0.075y\text{ kg/day}\), and outflow to river at rate \(25 \times \frac{y}{200} = 0.125y\text{ kg/day}\).
- Total outflow rate of pollutant: \(0.075y + 0.125y = 0.2y\text{ kg/day}\).
- Therefore, \(\frac{dy}{dt} = 0.4x - 0.2y\).

**(b)**
In matrix form, the system is:
\[\frac{d\mathbf{x}}{dt} = \begin{pmatrix} -0.4 & 0.075 \\ 0.4 & -0.2 \end{pmatrix} \mathbf{x}\]
To find the eigenvalues, solve \(\det(\mathbf{A} - \lambda\mathbf{I}) = 0\):
\[\det \begin{pmatrix} -0.4 - \lambda & 0.075 \\ 0.4 & -0.2 - \lambda \end{pmatrix} = 0\]
\[(-0.4 - \lambda)(-0.2 - \lambda) - 0.03 = 0\]
\[\lambda^2 + 0.6\lambda + 0.08 - 0.03 = 0 \implies \lambda^2 + 0.6\lambda + 0.05 = 0\]
\[(\lambda + 0.1)(\lambda + 0.5) = 0\]
So the eigenvalues are \(\lambda_1 = -0.1\) and \(\lambda_2 = -0.5\).

To find the eigenvector for \(\lambda_1 = -0.1\):
\[(\mathbf{A} - (-0.1)\mathbf{I})\mathbf{v}_1 = \mathbf{0} \implies \begin{pmatrix} -0.3 & 0.075 \\ 0.4 & -0.1 \end{pmatrix} \begin{pmatrix} v_{11} \\ v_{12} \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \end{pmatrix}\]
From the first row, \(-0.3v_{11} + 0.075v_{12} = 0 \implies v_{12} = 4v_{11}\).
An eigenvector is \(\mathbf{v}_1 = \begin{pmatrix} 1 \\ 4 \end{pmatrix}\).

To find the eigenvector for \(\lambda_2 = -0.5\):
\[(\mathbf{A} - (-0.5)\mathbf{I})\mathbf{v}_2 = \mathbf{0} \implies \begin{pmatrix} 0.1 & 0.075 \\ 0.4 & 0.3 \end{pmatrix} \begin{pmatrix} v_{21} \\ v_{22} \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \end{pmatrix}\]
From the first row, \(0.1v_{21} + 0.075v_{22} = 0 \implies v_{22} = -\frac{4}{3}v_{21}\).
An eigenvector is \(\mathbf{v}_2 = \begin{pmatrix} 3 \\ -4 \end{pmatrix}\).

**(c)**
The general solution is:
\[\begin{pmatrix} x(t) \\ y(t) \end{pmatrix} = C_1 e^{-0.1t} \begin{pmatrix} 1 \\ 4 \end{pmatrix} + C_2 e^{-0.5t} \begin{pmatrix} 3 \\ -4 \end{pmatrix}\]
So, \(x(t) = C_1 e^{-0.1t} + 3C_2 e^{-0.5t}\) and \(y(t) = 4C_1 e^{-0.1t} - 4C_2 e^{-0.5t}\).

**(d)**
Using initial conditions \(x(0) = 80\) and \(y(0) = 0\):
\[C_1 + 3C_2 = 80\]
\[4C_1 - 4C_2 = 0 \implies C_1 = C_2\]
Substitute \(C_1 = C_2\) into the first equation:
\[4C_1 = 80 \implies C_1 = 20 \text{ and } C_2 = 20\]
Therefore, the particular solution is:
\[x(t) = 20e^{-0.1t} + 60e^{-0.5t}\]
\[y(t) = 80e^{-0.1t} - 80e^{-0.5t}\]

**(e)**
(i) To find \(t_{\text{max}}\) where \(y(t)\) is maximized, set \(\frac{dy}{dt} = 0\):
\[\frac{dy}{dt} = -8e^{-0.1t} + 40e^{-0.5t} = 0\]
\[40e^{-0.5t} = 8e^{-0.1t} \implies e^{0.4t} = 5\]
\[0.4t = \ln(5) \implies t_{\text{max}} = 2.5 \ln(5) \approx 4.02 \text{ days}\]

(ii) Calculate the maximum mass:
\[y(4.02) = 80 e^{-0.1(2.5 \ln(5))} - 80 e^{-0.5(2.5 \ln(5))} = 80(5^{-0.25}) - 80(5^{-1.25}) = 80 \cdot 5^{-0.25} \left(1 - \frac{1}{5}\right) = 64 \cdot 5^{-0.25} \approx 42.8 \text{ kg}\]

**(f)**
Since the maximum level of pollutant in Lake Beta is \(42.8\text{ kg}\), which is greater than \(30\text{ kg}\), the protocol must be activated.
To find the interval, solve \(y(t) = 30\):
\[80 e^{-0.1t} - 80 e^{-0.5t} = 30\]
Using a GDC to solve \(8e^{-0.1t} - 8e^{-0.5t} - 3 = 0\):
Let \(u = e^{-0.1t}\), then \(8u - 8u^5 - 3 = 0\).
The two positive real roots for \(u\) are \(u_1 \approx 0.3833\) and \(u_2 \approx 0.8683\).
- For \(e^{-0.1t} = 0.8683 \implies t_1 \approx 1.412 \approx 1.41\text{ days}\).
- For \(e^{-0.1t} = 0.3833 \implies t_2 \approx 9.590 \approx 9.59\text{ days}\).

The total duration is \(t_2 - t_1 = 9.590 - 1.412 \approx 8.18\text{ days}\) (accept range \(8.17\) to \(8.19\)).

評分準則

**(a)**
M1: Setting up rates for Lake Alpha: Inflow rate = \(15 \times \frac{y}{200}\) and Outflow rate = \(40 \times \frac{x}{100}\).
A1: Combining to yield \(\frac{dx}{dt} = -0.4x + 0.075y\).
M1: Setting up rates for Lake Beta: Inflow rate = \(40 \times \frac{x}{100}\) and Outflow rates = \(15 \times \frac{y}{200}\) and \(25 \times \frac{y}{200}\).
A1: Combining to yield \(\frac{dy}{dt} = 0.4x - 0.2y\).

**(b)**
M1: Writing down matrix form correctly.
M1: Attempting to solve \(\det(\mathbf{A} - \lambda\mathbf{I}) = 0\).
A1: Obtaining quadratic equation \(\lambda^2 + 0.6\lambda + 0.05 = 0\).
A1: Correct eigenvalues \(\lambda = -0.1, -0.5\).
M1: Attempt to solve \((\mathbf{A} - \lambda\mathbf{I})\mathbf{v} = \mathbf{0}\) for either eigenvalue.
A1: Correct eigenvector for \(\lambda = -0.1\) (or scalar multiple).
A1: Correct eigenvector for \(\lambda = -0.5\) (or scalar multiple).

**(c)**
M1: Using the formula \(\mathbf{x}(t) = C_1 e^{\lambda_1 t}\mathbf{v}_1 + C_2 e^{\lambda_2 t}\mathbf{v}_2\).
A2: Writing correct system general equations (award A1 if only one of \(x(t)\) or \(y(t)\) is correct).

**(d)**
M1: Setting up the linear system using initial conditions \(x(0)=80\), \(y(0)=0\).
A1: Finding \(C_1 = 20\).
A1: Finding \(C_2 = 20\).
A1: Final particular equations written explicitly.

**(e)**
M1: Taking the derivative \(\frac{dy}{dt}\) and setting it to zero.
A1: Simplifying to \(e^{0.4t} = 5\) or equivalent.
A1: \(t_{\text{max}} = 2.5\ln(5)\) (exact) or \(4.02\text{ days}\) (at least 3sf).
M1: Substituting \(t_{\text{max}}\) back into \(y(t)\).
A1: \(42.8\text{ kg}\) (accept \(42.7 - 42.9\)).

**(f)**
R1: Comparing maximum value to 30 and confirming activation.
M1: Writing equation \(80e^{-0.1t} - 80e^{-0.5t} = 30\) and attempting GDC root finder.
A1: Obtaining critical times \(t_1 \approx 1.41\) and \(t_2 \approx 9.59\).
A1: Finding duration as \(t_2 - t_1 \approx 8.18\text{ days}\).
題目 2 · Paper 3
27
A municipality has implemented a regional bicycle-sharing scheme with three stations:
- Town Centre (C)
- Railway Station (R)
- University Campus (U)

At the end of each day, the locations of all returned bicycles are modeled as a Markov chain with the following transition matrix \(\mathbf{P}\):
\[\mathbf{P} = \begin{pmatrix} 0.5 & 0.3 & 0.2 \\ 0.2 & 0.6 & 0.2 \\ 0.3 & 0.1 & 0.6 \end{pmatrix}\]
where the rows and columns correspond to the stations in the order C, R, and U.

(a) Suppose that at the start of the scheme (Day 0), there are \(200\) bicycles at each of the three stations. Calculate the expected number of bicycles at each station:
(i) after 1 day.
(ii) after 2 days. [5]

(b) Find the steady-state distribution vector for this Markov chain, expressing the proportions at C, R, and U as exact fractions. [6]

To prevent the University Campus from accumulating too many bicycles, the municipality introduces a daily rebalancing routine. Every night, after all rentals are returned, \(10\%\) of the bicycles currently located at the University Campus are manually moved to the Town Centre.

(c) (i) Write down a rebalancing matrix, \(\mathbf{M}\), such that if \(\mathbf{s}'_n\) is the distribution vector of bicycles after returns, the new distribution vector after manual rebalancing is \(\mathbf{s}_{n+1} = \mathbf{s}'_n \mathbf{M}\).

(ii) Show that the combined daily transition matrix \(\mathbf{Q} = \mathbf{P}\mathbf{M}\) is:
\[\mathbf{Q} = \begin{pmatrix} 0.52 & 0.30 & 0.18 \\ 0.22 & 0.60 & 0.18 \\ 0.36 & 0.10 & 0.54 \end{pmatrix}\]

(iii) Find the new steady-state distribution of bicycles under this rebalancing scheme, and determine by how much this routine reduces the steady-state proportion of bicycles at the University Campus. [6]

To test if the original transition matrix \(\mathbf{P}\) is accurate, the municipality tracks \(1000\) random individual bicycle trips over a week. The observed starting and returning stations are recorded in the contingency table below:

| Starting Station | Return to C | Return to R | Return to U | Total Trips |
|---|---|---|---|---|
| **Town Centre (C)** | 160 | 80 | 60 | **300** |
| **Railway Station (R)** | 90 | 250 | 60 | **400** |
| **University Campus (U)** | 110 | 40 | 150 | **300** |

(d) Conduct a Chi-squared goodness-of-fit test at the \(5\%\) significance level to determine whether the observed trip data is consistent with the transition probabilities predicted by the original model \(\mathbf{P}\).

State the null and alternative hypotheses, the degrees of freedom, the calculated \(\chi^2\) statistic, the critical value (or \(p\)-value), and your final conclusion in context. [10]
查看答案詳解

解題

**(a)**
(i) Let the initial distribution of bicycles be represented by the row vector:
\[\mathbf{s}_0 = \begin{pmatrix} 200 & 200 & 200 \end{pmatrix}\]
After 1 day, the distribution \(\mathbf{s}_1\) is:
\[\mathbf{s}_1 = \mathbf{s}_0 \mathbf{P} = \begin{pmatrix} 200 & 200 & 200 \end{pmatrix} \begin{pmatrix} 0.5 & 0.3 & 0.2 \\ 0.2 & 0.6 & 0.2 \\ 0.3 & 0.1 & 0.6 \end{pmatrix}\]
- Expected at C: \(200(0.5) + 200(0.2) + 200(0.3) = 100 + 40 + 60 = 200\)
- Expected at R: \(200(0.3) + 200(0.6) + 200(0.1) = 60 + 120 + 20 = 200\)
- Expected at U: \(200(0.2) + 200(0.2) + 200(0.6) = 40 + 40 + 120 = 200\)

So after 1 day, there are \(200\) bicycles at Town Centre, \(200\) at Railway Station, and \(200\) at University Campus.

(ii) Since the state remains unchanged, \(\mathbf{s}_2 = \mathbf{s}_1\mathbf{P} = \mathbf{s}_1\). Therefore, after 2 days, the expected number of bicycles at each station is still \(200\) at C, \(200\) at R, and \(200\) at U.

**(b)**
Let \(\mathbf{s} = \begin{pmatrix} c & r & u \end{pmatrix}\) be the steady-state distribution, where \(c + r + u = 1\).
Solve the equation \(\mathbf{s} \mathbf{P} = \mathbf{s}\):
\[\begin{pmatrix} c & r & u \end{pmatrix} \begin{pmatrix} 0.5 & 0.3 & 0.2 \\ 0.2 & 0.6 & 0.2 \\ 0.3 & 0.1 & 0.6 \end{pmatrix} = \begin{pmatrix} c & r & u \end{pmatrix}\]
This yields the system of equations:
1) \(0.5c + 0.2r + 0.3u = c \implies -0.5c + 0.2r + 0.3u = 0 \implies -5c + 2r + 3u = 0\)
2) \(0.3c + 0.6r + 0.1u = r \implies 0.3c - 0.4r + 0.1u = 0 \implies 3c - 4r + u = 0\)
3) \(0.2c + 0.2r + 0.6u = u \implies c + r - 2u = 0 \implies r = 2u - c\)

Substitute \(r = 2u - c\) into (2):
\[3c - 4(2u - c) + u = 0 \implies 7c - 7u = 0 \implies c = u\]
Since \(c = u\), we have \(r = 2u - u = u\).
Using \(c + r + u = 1 \implies u + u + u = 1 \implies 3u = 1 \implies u = \frac{1}{3}\).
Thus, \(c = \frac{1}{3}\), \(r = \frac{1}{3}\), \(u = \frac{1}{3}\).
The steady-state distribution vector is \(\begin{pmatrix} \frac{1}{3} & \frac{1}{3} & \frac{1}{3} \end{pmatrix}\).

**(c)**
(i) Since \(10\%\) of bicycles at \(U\) are moved to \(C\), while \(C\) and \(R\) remain unchanged, the rebalancing matrix \(\mathbf{M}\) is:
\[\mathbf{M} = \begin{pmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0.1 & 0 & 0.9 \end{pmatrix}\]

(ii) Show \(\mathbf{Q} = \mathbf{P}\mathbf{M}\):
\[\mathbf{Q} = \begin{pmatrix} 0.5 & 0.3 & 0.2 \\ 0.2 & 0.6 & 0.2 \\ 0.3 & 0.1 & 0.6 \end{pmatrix} \begin{pmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0.1 & 0 & 0.9 \end{pmatrix}\]
\[= \begin{pmatrix} 0.5(1) + 0.2(0.1) & 0.3 & 0.2(0.9) \\ 0.2(1) + 0.2(0.1) & 0.6 & 0.2(0.9) \\ 0.3(1) + 0.6(0.1) & 0.1 & 0.6(0.9) \end{pmatrix} = \begin{pmatrix} 0.52 & 0.30 & 0.18 \\ 0.22 & 0.60 & 0.18 \\ 0.36 & 0.10 & 0.54 \end{pmatrix}\]

(iii) Solve \(\mathbf{w} \mathbf{Q} = \mathbf{w}\) where \(\mathbf{w} = \begin{pmatrix} c & r & u \end{pmatrix}\) and \(c + r + u = 1\):
1) \(0.52c + 0.22r + 0.36u = c \implies -0.48c + 0.22r + 0.36u = 0\)
2) \(0.30c + 0.60r + 0.10u = r \implies 0.3c - 0.4r + 0.1u = 0 \implies u = 4r - 3c\)
3) \(0.18c + 0.18r + 0.54u = u \implies 9c + 9r - 23u = 0\)

Substitute \(u = 4r - 3c\) into equation (3):
\[9c + 9r - 23(4r - 3c) = 0 \implies 78c - 83r = 0 \implies r = \frac{78}{83}c\]
Then, \(u = 4\left(\frac{78}{83}c\right) - 3c = \frac{63}{83}c\).
Using \(c + r + u = 1\):
\[c + \frac{78}{83}c + \frac{63}{83}c = 1 \implies \frac{224}{83}c = 1 \implies c = \frac{83}{224} \approx 0.3705\]
\[r = \frac{78}{224} \approx 0.3482\text{, and } u = \frac{63}{224} = \frac{9}{32} \approx 0.2813\]

The original steady-state proportion at University was \(\frac{1}{3} \approx 0.3333\).
The new steady-state proportion is \(\frac{9}{32} \approx 0.2813\).

Reduction: \(\frac{1}{3} - \frac{9}{32} = \frac{5}{96} \approx 0.0521\) (or a reduction of \(5.21\%\)).

**(d)**
- **Hypotheses:**
\(H_0\): The observed trip transitions are consistent with the transition probabilities predicted by the original model \(\mathbf{P}\).
\(H_1\): The observed trip transitions are not consistent with the transition probabilities predicted by the original model \(\mathbf{P}\).

- **Expected Frequencies:**
Multiply the total trips from each starting station by the corresponding transition probabilities:
- Starting from C (Total 300):
Expected to C: \(300 \times 0.5 = 150\)
Expected to R: \(300 \times 0.3 = 90\)
Expected to U: \(300 \times 0.2 = 60\)
- Starting from R (Total 400):
Expected to C: \(400 \times 0.2 = 80\)
Expected to R: \(400 \times 0.6 = 240\)
Expected to U: \(400 \times 0.2 = 80\)
- Starting from U (Total 300):
Expected to C: \(300 \times 0.3 = 90\)
Expected to R: \(300 \times 0.1 = 30\)
Expected to U: \(300 \times 0.6 = 180\)

- **Degrees of Freedom:**
Since there are 3 independent starting stations (representing 3 distinct multinomial distributions), and each has 3 outcome categories:
\(df = 3 \times (3 - 1) = 6\).

- **Calculation of \(\chi^2\) Statistic:**
\[\chi^2 = \sum \frac{(O - E)^2}{E}\]
\[= \frac{(160 - 150)^2}{150} + \frac{(80 - 90)^2}{90} + \frac{(60 - 60)^2}{60} + \frac{(90 - 80)^2}{80} + \frac{(250 - 240)^2}{240} + \frac{(60 - 80)^2}{80} + \frac{(110 - 90)^2}{90} + \frac{(40 - 30)^2}{30} + \frac{(150 - 180)^2}{180}\]
\[= \frac{100}{150} + \frac{100}{90} + 0 + \frac{100}{80} + \frac{100}{240} + \frac{400}{80} + \frac{400}{90} + \frac{100}{30} + \frac{900}{180}\]
\[\approx 0.6667 + 1.1111 + 0 + 1.25 + 0.4167 + 5 + 4.4444 + 3.3333 + 5 = 21.2222 \approx 21.2\]

- **Critical Value / \(p\)-value:**
For \(df = 6\) at the \(5\%\) significance level:
- Critical value \(\chi^2_{0.05} \approx 12.592\).
- The \(p\)-value corresponding to \(\chi^2 = 21.22\) is \(0.00167\).

- **Conclusion:**
Since \(\chi^2_{\text{calc}} = 21.22 > 12.592\) (or \(p\text{-value} \approx 0.00167 < 0.05\)), we reject the null hypothesis \(H_0\).
There is sufficient evidence at the \(5\%\) level of significance to conclude that the observed trip data is not consistent with the original model's transition probabilities.

評分準則

**(a)**
M1: Setting up calculation \(\mathbf{s}_0\mathbf{P}\).
A1: Correct values for day 1 (C: 200, R: 200, U: 200).
M1: Recognizing that because \(\mathbf{s}_1 = \mathbf{s}_0\), \(\mathbf{s}_2 = \mathbf{s}_1\mathbf{P}\).
A2: Correct values for day 2 (C: 200, R: 200, U: 200) (Award A1 for any two correct).

**(b)**
M1: Writing down system of equations or using GDC matrix steady-state finder.
A2: Correct equations in terms of proportions \(c, r, u\).
M2: Systematic algebraic steps to solve the linear system.
A1: Final correct fractions: \(c = 1/3, r = 1/3, u = 1/3\).

**(c)**
(i) A1: Correct matrix \(\mathbf{M}\).
(ii) M1: Multiplying \(\mathbf{P}\mathbf{M}\) with clear working shown.
A1: Verifying all entries of the matrix \(\mathbf{Q}\).
(iii) M1: Setting up equations for new steady state \(\mathbf{w}\mathbf{Q} = \mathbf{w}\).
A1: Solving to get new proportions: \(c = 83/224, r = 78/224, u = 9/32\) (accept decimal equivalents to 3sf: \(0.371, 0.348, 0.281\)).
M1: Subtracting new proportion of University from original (\(1/3 - 9/32\) or \(0.3333 - 0.2813\)).
A1: Finding the reduction as \(5/96 \approx 0.0521\) (or \(5.21\%\)).

**(d)**
**Hypotheses:**
A1: Correct null and alternative hypotheses stated in context.
**Expected Frequencies:**
M1: Showing method to find expected frequencies.
A2: All expected frequencies calculated correctly (Award A1 if only 1 or 2 mistakes).
**Degrees of Freedom:**
A1: Stating \(df = 6\) with justification or calculation shown.
**Chi-squared Statistic:**
M1: Setting up the formula \(\sum \frac{(O-E)^2}{E}\).
A2: Correctly calculated value \(\chi^2 \approx 21.2\) (accept \(21.22\)). (Award A1 for minor arithmetic error).
**Decision and Conclusion:**
A1: Stating critical value (\(12.59\)) or \(p\)-value (\(0.00167\)) and comparing with \(0.05\).
R1: Rejecting \(H_0\) and writing a correct, context-based conclusion.

想知道自己有幾分把握?

Thinka 是 DSE 學生用的 AI 練習應用程式,有無限量練習題、即時自動批改和詳細解題步驟。逾 100,000 名學生用它確認自己真的識,而不只是「以為識」。

想練更多類似題型?在 Thinka 無限量操練,即時知道答案。

免費開始練習