· H2 Mathematics — Ten-Year Series, worked ← All 11 questions

2024 A-Level · Paper 2 · Question 10

2024 H2 Maths Paper 2, Question 10

Normal distribution 12 marks sums of normal variables
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Part (a)

1 mark

Let XX be the mass, in grams, of a plate before drilling: X∼N(200, 1.62)X \sim N\left( 200,\ {1.6}^{2} \right).

Standardising,

Z=197.5−2001.6Z = \frac{197.5 - 200}{1.6}
=−1.5625= - 1.5625
P(X>197.5)=P(Z>−1.5625)P(X > 197.5) = P(Z > - 1.5625)
=Φ(1.5625)= \Phi(1.5625)
=0.941 (3 s.f.)= 0.941\ \left( 3\ \text{s.f.} \right)

∴\therefore P(X>197.5)≈0.941P(X > 197.5) \approx 0.941.

Part (b)

4 marks

Approach

Drilling scales every plate’s mass by the same factor, so the drilled mass is a linear transformation of XX; we find its distribution first, then use it to find the probability that one plate falls in [190,192]\lbrack 190,192\rbrack, and finally treat “at least 5 of 8 plates” as a binomial count.

Drilling reduces mass by 5%, so the drilled mass is Y=0.95XY = 0.95X, where

Y∼N(0.95(200), 0.952(1.62))=N(190, 1.522)Y \sim N\left( 0.95(200),\ {0.95}^{2}\left( {1.6}^{2} \right) \right) = N\left( 190,\ {1.52}^{2} \right)

Let p=P(190<Y<192)p = P(190 < Y < 192), the probability that one drilled plate has mass between 190 g and 192 g.

Z1=190−1901.52=0,Z2=192−1901.52=1.3158Z_{1} = \frac{190 - 190}{1.52} = 0,\quad\quad Z_{2} = \frac{192 - 190}{1.52} = 1.3158
p=Φ(1.3158)−Φ(0)p = \Phi(1.3158) - \Phi(0)
=0.9059−0.5= 0.9059 - 0.5
=0.4059= 0.4059

Let WW be the number of the 8 plates, out of 8 chosen independently, with mass between 190 g and 192 g:

W∼B(8, 0.4059)W \sim B(8,\ 0.4059)

Converting the tail to the cumulative form the GC uses,

P(W≥5)=1−P(W≤4)P(W \geq 5) = 1 - P(W \leq 4)
=1−0.8171= 1 - 0.8171
=0.183 (3 s.f., by GC)= 0.183\ \left( 3\ \text{s.f., by GC} \right)
To check your answer: E(W)=8(0.4059)=3.25E(W) = 8(0.4059) = 3.25, so W≥5W \geq 5 is an upper-tail event; a probability of about 0.180.18 for it is a reasonable size. ✓

∴\therefore P(W≥5)≈0.183P(W \geq 5) \approx 0.183.

Part (c)

3 marks

Let SS be the total mass of 20 randomly chosen drilled plates. Since each drilled plate is N(190, 1.522)N\left( 190,\ {1.52}^{2} \right) (from (b)) and the plates are chosen independently,

S∼N(20(190), 20(1.522))=N(3800, 46.208)S \sim N\left( 20(190),\ 20\left( {1.52}^{2} \right) \right) = N(3800,\ 46.208)
Z=3805−380046.208Z = \frac{3805 - 3800}{\sqrt{46.208}}
=0.7358= 0.7358
P(S<3805)=Φ(0.7358)P(S < 3805) = \Phi(0.7358)
=0.769 (3 s.f.)= 0.769\ \left( 3\ \text{s.f.} \right)
To check your answer: 38053805 is only 0.740.74 standard deviations above the mean 38003800, so a probability just above 0.50.5 (here ≈0.77\text{≈}0.77) is a reasonable size. ✓

∴\therefore P(S<3805)≈0.769P(S < 3805) \approx 0.769.

Part (d)

4 marks

Approach

A Value pack’s total mass is the sum of the pack of plates and all its screws and bolts, all independent; we find EE and VarVar of this sum, then find the value mm that leaves 5%5\% of the normal distribution above it.

Each plate needs 4 screws and 2 bolts (given with the question), so a pack of 20 drilled plates needs 20×4=8020 \times 4 = 80 screws and 20×2=4020 \times 2 = 40 bolts.

Let MM be the total mass of a Value pack: M=S+(80 screws)+(40 bolts)M = S + \left( \text{80 screws} \right) + \left( \text{40 bolts} \right), where each screw is N(10, 0.32)N\left( 10,\ {0.3}^{2} \right), each bolt is N(44, 1.12)N\left( 44,\ {1.1}^{2} \right), and SS is the mass of the 20 plates from (c); all these masses are independent of one another.

E(M)=3800+80(10)+40(44)E(M) = 3800 + 80(10) + 40(44)
=3800+800+1760= 3800 + 800 + 1760
=6360= 6360
Var(M)=Var(S)+80(0.32)+40(1.12)Var(M) = Var(S) + 80\left( {0.3}^{2} \right) + 40\left( {1.1}^{2} \right)
=46.208+7.2+48.4= 46.208 + 7.2 + 48.4
=101.808= 101.808

So M∼N(6360, 101.808)M \sim N(6360,\ 101.808), with standard deviation 101.808=10.090\sqrt{101.808} = 10.090.

We need mm such that P(M>m)=0.05P(M > m) = 0.05, i.e. mm is zz standard deviations above the mean, where P(Z>z)=0.05⇒z=1.6449P(Z > z) = 0.05 \Rightarrow z = 1.6449 (by GC).

m=E(M)+z⋅sd(M)m = E(M) + z \cdot sd(M)
=6360+1.6449(10.090)= 6360 + 1.6449(10.090)
=6376.6= 6376.6
To check your answer: at m=6376.6m = 6376.6, Z=6376.6−636010.090=1.645Z = \frac{6376.6 - 6360}{10.090} = 1.645, and P(Z>1.645)=0.05P(Z > 1.645) = 0.05. ✓

∴\therefore the mass exceeded by just 5%5\% of Value packs is m≈6377 gm \approx 6377\ g (nearest gram).

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