在本题中,你应该清楚地写出你所使用的任何正态分布的参数值。 苹果和梨的质量(以克为单位)分别独立服从分布 N(260,152)N(260, 15^{2}) 和 N(210,102)N(210, 10^{2})。 某食谱需要 5 个苹果和 6 个梨。该食谱要求通过去核来处理苹果和梨。这一过程使每个苹果的质量减少 5%,每个梨的质量减少 15%。

  1. (a)

    求一个随机选择的苹果其质量至少为 250 克的概率。

  2. (b)

    求一个随机选择的苹果与一个随机选择的梨其质量相差超过 55 克的概率。

  3. (c)

    求处理后,随机选择的 5 个苹果和 6 个梨的总质量至少为 2.3 千克的概率。

  4. (d)

    求 P(3(0.7W)−0.8(V1+V2)>200)P(3(0.7W) - 0.8(V_1 + V_2) > 200)。在此题背景下,解释你所得答案的实际意义。

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完整解法

9(a)

1. State the distribution for the mass of an apple, clearly identifying the parameters.

Let XX be the mass of a randomly chosen apple in grams.
X∼N(260,152)X \sim \mathrm{N}(260, 15^2)

2. Evaluate the probability that the mass is at least 250 grams.

P(X≥250)=0.747507…P(X \ge 250) = 0.747507\dots
P(X≥250)≈0.748 (to 3 s.f.)P(X \ge 250) \approx 0.748 \text{ (to 3 s.f.)}

答案

0.7480.748

9(b)

1. Find the distribution of the difference in mass between a randomly chosen apple and a randomly chosen pear.

Let XX and YY be the masses of a randomly chosen apple and pear respectively.
E(X−Y)=E(X)−E(Y)E(X - Y) = E(X) - E(Y)
E(X−Y)=260−210=50E(X - Y) = 260 - 210 = 50
Since the masses are independent:
Var(X−Y)=Var(X)+Var(Y)\text{Var}(X - Y) = \text{Var}(X) + \text{Var}(Y)
Var(X−Y)=152+102=225+100=325\text{Var}(X - Y) = 15^2 + 10^2 = 225 + 100 = 325
Therefore, X−Y∼N(50,325)X - Y \sim \text{N}(50, 325).

2. Set up the modulus probability condition and evaluate it using a graphing calculator.

We require the probability that the mass differs by more than 5555 grams, which translates to P(∣X−Y∣>55)P(|X - Y| > 55).
P(∣X−Y∣>55)=P(X−Y<−55)+P(X−Y>55)P(|X - Y| > 55) = P(X - Y < -55) + P(X - Y > 55)
Using a graphing calculator:
P(∣X−Y∣>55)≈0.390757P(|X - Y| > 55) \approx 0.390757
P(∣X−Y∣>55)≈0.391 (to 3 s.f.)P(|X - Y| > 55) \approx 0.391 \text{ (to 3 s.f.)}

答案

0.3910.391

9(c)

1. Find the expected total mass of the 5 prepared apples and 6 prepared pears.

Let XX and YY be the mass of an apple and a pear respectively, so X∼N(260,152)X \sim \mathrm{N}(260, 15^2) and Y∼N(210,102)Y \sim \mathrm{N}(210, 10^2).
Let TT be the total prepared mass.
T=0.95(X1+⋯+X5)+0.85(Y1+⋯+Y6)T = 0.95(X_1 + \dots + X_5) + 0.85(Y_1 + \dots + Y_6)
E(T)=0.95(5×260)+0.85(6×210)\mathrm{E}(T) = 0.95(5 \times 260) + 0.85(6 \times 210)
E(T)=1235+1071=2306\mathrm{E}(T) = 1235 + 1071 = 2306

2. Find the variance of the total mass of the prepared apples and pears.

Since the items are independently chosen, we sum their variances before multiplying by the scale factor squared:
Var(T)=0.952(5×152)+0.852(6×102)\mathrm{Var}(T) = 0.95^2(5 \times 15^2) + 0.85^2(6 \times 10^2)
Var(T)=0.9025(1125)+0.7225(600)\mathrm{Var}(T) = 0.9025(1125) + 0.7225(600)
Var(T)=1015.3125+433.5=1448.8125\mathrm{Var}(T) = 1015.3125 + 433.5 = 1448.8125

3. State the distribution parameters and calculate the probability that the total mass is at least 2300 grams.

Therefore, the total prepared mass follows the normal distribution T∼N(2306,1448.8125)T \sim \mathrm{N}(2306, 1448.8125).
We need to find P(T≥2300)\mathrm{P}(T \ge 2300).
Using a graphing calculator,
P(T≥2300)≈0.56262\mathrm{P}(T \ge 2300) \approx 0.56262
P(T≥2300)=0.563 (to 3 s.f.)\mathrm{P}(T \ge 2300) = 0.563 \text{ (to 3 s.f.)}

答案

0.5630.563

9(d)

1. Define the combined variable and find its mean

Let Y=3(0.7W)−0.8(V1+V2)=2.1W−0.8V1−0.8V2Y=3(0.7W)-0.8(V_1+V_2)=2.1W-0.8V_1-0.8V_2.
E(Y)=2.1(260)−0.8(210)−0.8(210)=546−168−168=210.E(Y)=2.1(260)-0.8(210)-0.8(210)=546-168-168=210.

2. Find the variance (same apple scaled, two distinct pears)

Since 3(0.7W)=2.1W3(0.7W)=2.1W involves the SAME apple, its variance uses the factor 2.122.1^2:
Var(Y)=2.12(152)+0.82(102)+0.82(102)Var(Y)=2.1^2(15^2)+0.8^2(10^2)+0.8^2(10^2)
=4.41(225)+0.64(100)+0.64(100)=992.25+64+64=1120.25.=4.41(225)+0.64(100)+0.64(100)=992.25+64+64=1120.25.
Hence Y∼N(210, 1120.25)Y\sim N(210,\,1120.25).

3. Standardise and compute the probability

P(Y>200)=P ⁣(Z>200−2101120.25)=P(Z>−0.2988)≈0.617.P(Y>200)=P\!\left(Z>\frac{200-210}{\sqrt{1120.25}}\right)=P(Z>-0.2988)\approx 0.617.

4. Interpret the probability in context

The value 0.6170.617 is the probability that three times 70% of the mass of one randomly chosen apple is more than 200 grams greater than 80% of the combined mass of two randomly chosen pears.

答案

P(3(0.7W)−0.8(V1+V2)>200)≈0.617P\big(3(0.7W)-0.8(V_1+V_2)>200\big)\approx 0.617. This is the probability that three times 70% of the mass of a single apple exceeds 80% of the combined mass of two pears by more than 200 grams.

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