一家制造公司生产医用口罩。这些医用口罩被随机装入每盒 50 个的包装盒中。平均而言,有 15% 的医用口罩是有缺陷的。一盒 50 个口罩中缺陷口罩的数量记为 XX。 (i) 结合具体情境,陈述将一盒中缺陷医用口罩的数量用二项分布很好地进行建模所需的两个假设。 现在假设一盒中缺陷医用口罩的数量服从二项分布。 在随机抽取的一盒 50 个医用口罩中,求满足以下条件的概率:

  1. (i)

    结合具体情境,陈述将一盒中缺陷外科口罩的数量很好地用二项分布来建模所需的两个假设。

  2. (ii)

    超过 8 个缺陷外科口罩。

  3. (iii)

    在已知有超过 8 只不合格外科口罩的条件下,至多有 12 只不合格外科口罩。

  4. (iv)

    为了便于运输,这些盒子被装入纸箱中,每个纸箱装有 24 个盒子。

    求在一个随机选择的纸箱中,至少有 10 个盒子装有至多 8 只不合格外科口罩的概率。

  5. (v)

    该公司还生产可重复使用的口罩,每包 10 个。一个可重复使用的口罩是次品的概率为 pp。已知一包中次品口罩数量的众数为 1。

    利用该信息求出 pp 可以取的值的确切范围。

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完整解法

8(i)

1. State the assumption of independence in context

Whether any surgical mask in a box is defective is independent of whether any other surgical mask in the box is defective.

2. State the assumption of constant probability in context

The probability that any surgical mask in a box is defective is a constant 0.150.15.

答案
  1. Whether any surgical mask is defective is independent of whether any other surgical mask is defective.
  2. The probability of any surgical mask being defective is a constant 0.150.15.

8(ii)

1. Identify the distribution and parameters of the random variable $X$.

Given n=50n = 50 and p=0.15p = 0.15:
X∼B(50,0.15)X \sim \text{B}(50, 0.15)

2. Express 'more than 8' in terms of an inequality and use the complement rule.

P(X>8)=1−P(X≤8)\text{P}(X > 8) = 1 - \text{P}(X \le 8)

3. Evaluate the probability using a graphing calculator.

P(X>8)=1−0.63466\text{P}(X > 8) = 1 - 0.63466
=0.36534= 0.36534
≈0.365 (to 3 s.f.)\approx 0.365 \text{ (to 3 s.f.)}

答案

0.3650.365

8(iii)

1. Set up the conditional probability formula.

P(X⩽12∣X>8)=P(X⩽12∩X>8)P(X>8)\text{P}(X \leqslant 12 \mid X > 8) = \frac{\text{P}(X \leqslant 12 \cap X > 8)}{\text{P}(X > 8)}
=P(8<X⩽12)P(X>8)= \frac{\text{P}(8 < X \leqslant 12)}{\text{P}(X > 8)}

2. Express the numerator and denominator in terms of cumulative probabilities.

=P(X⩽12)−P(X⩽8)1−P(X⩽8)= \frac{\text{P}(X \leqslant 12) - \text{P}(X \leqslant 8)}{1 - \text{P}(X \leqslant 8)}

3. Evaluate the probabilities using a graphing calculator and find the final answer.

From X∼B(50,0.15)X \sim \text{B}(50, 0.15):
P(X⩽8)≈0.668065\text{P}(X \leqslant 8) \approx 0.668065
P(X⩽12)≈0.969941\text{P}(X \leqslant 12) \approx 0.969941

P(X⩽12∣X>8)=0.969941−0.6680651−0.668065\text{P}(X \leqslant 12 \mid X > 8) = \frac{0.969941 - 0.668065}{1 - 0.668065}
=0.3018760.331935≈0.90944= \frac{0.301876}{0.331935} \approx 0.90944
≈0.909 (to 3 s.f.)\approx 0.909 \text{ (to 3 s.f.)}

答案

0.9090.909

8(iv)

1. Identify the distribution of defective masks in a box and find the probability of at most 8 defective masks.

Let XX be the number of defective surgical masks in a box of 5050.
X∼B(50,0.15)X \sim \text{B}(50, 0.15)

We require the probability that a randomly chosen box contains at most 8 defective masks:
P(X≤8)=0.66651 (to 5 s.f.)P(X \le 8) = 0.66651 \text{ (to 5 s.f.)}

2. Define the distribution for the number of such boxes in a carton.

Let YY be the number of boxes out of 2424 in a carton that contain at most 88 defective masks.
Y∼B(24,0.66651)Y \sim \text{B}(24, 0.66651)

3. Calculate the probability of finding at least 10 such boxes in a carton.

We need to find the probability that there are at least 10 such boxes:
P(Y≥10)=1−P(Y≤9)P(Y \ge 10) = 1 - P(Y \le 9)
P(Y≥10)=1−0.003246=0.99675≈0.997 (to 3 s.f.)P(Y \ge 10) = 1 - 0.003246 = 0.99675 \approx 0.997 \text{ (to 3 s.f.)}

答案

0.997

8(v)

1. Set up and simplify the inequality comparing the probability of 1 defective mask to 0 defective masks.

Let YY be the number of defective reusable masks in a packet of 10. Then Y∼B(10,p)Y \sim \text{B}(10, p).
Since the unique modal number is 1, P(Y=1)>P(Y=0)P(Y=1) > P(Y=0).
(101)p(1−p)9>(100)p0(1−p)10\binom{10}{1} p (1-p)^9 > \binom{10}{0} p^0 (1-p)^{10}
10p(1−p)9>(1−p)1010p(1-p)^9 > (1-p)^{10}

2. Solve the first inequality for $p$.

Since pp is a probability and 11 is the mode, 0<p<10 < p < 1, which means (1−p)9>0(1-p)^9 > 0. Dividing both sides by (1−p)9(1-p)^9:
10p>1−p10p > 1 - p
11p>111p > 1
p>111p > \frac{1}{11}

3. Set up and simplify the inequality comparing the probability of 1 defective mask to 2 defective masks.

For 1 to be the unique mode, we must also have P(Y=1)>P(Y=2)P(Y=1) > P(Y=2).
(101)p(1−p)9>(102)p2(1−p)8\binom{10}{1} p (1-p)^9 > \binom{10}{2} p^2 (1-p)^8
10p(1−p)9>45p2(1−p)810p(1-p)^9 > 45p^2(1-p)^8

4. Solve the second inequality and combine the results to find the exact range of $p$.

Dividing both sides by 5p(1−p)85p(1-p)^8:
2(1−p)>9p2(1-p) > 9p
2−2p>9p2 - 2p > 9p
11p<211p < 2
p<211p < \frac{2}{11}
Combining both conditions, the exact range is:
111<p<211\frac{1}{11} < p < \frac{2}{11}

答案

111<p<211\frac{1}{11} < p < \frac{2}{11}

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