题目
Problem
A recycling centre measures the weight of glass deposited by the public each day.
The weight of glass, S kg, deposited at the recycling centre in a day during the summer can be modelled by S∼N(700,502).
(a) Using standardisation and showing your working, find the probability that, in one randomly selected day during the summer,
(i) more than 640 kg of glass is deposited at the recycling centre,
(2)
(ii) 700 kg of glass, correct to the nearest 50 kg, is deposited at the recycling centre.
(5)
The weight of glass, W kg, deposited at the recycling centre in a day during the winter can be modelled by W∼N(μ,σ2).
(b) Given that P(W>680)=0.0668 and P(W<599)=0.3
(i) find two equations in terms of μ and σ
(3)
(ii) Hence, showing your working, find the value of μ and the value of σ
(3)
解答
(a)(i)
解法一
思路
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标准化:
Z=50S−700.
640 比平均数低 60,所以对应 z=−1.2。要求 P(S>640),也就是 P(Z>−1.2)。
答题过程
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P(S>640)===P(Z>50640−700)P(Z>−1.2)0.8849….
Therefore
P(S>640)=0.885
to 3 significant figures.
(a)(ii)
解法一
思路
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“700 kg correct to the nearest 50 kg” 表示实际值在 675 到 725 之间。然后标准化两个端点。
答题过程
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700 kg correct to the nearest 50 kg means
675<S<725.
Therefore
P(675<S<725)==P(50675−700<Z<50725−700)P(−0.5<Z<0.5).
Using the standard normal distribution,
P(−0.5<Z<0.5)===P(Z<0.5)−P(Z<−0.5)0.6915−(1−0.6915)0.3830.
So the probability is
0.383.
解法二
思路
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正态分布对称性。由于区间 [675,725] 的中点恰好是均值 μ=700,即区间关于均值完美对称。在标准化后,对应的区间为 [−0.5,0.5],也关于 0 对称。因此可以使用对称公式直接求概率:
P(−a<Z<a)=2Φ(a)−1
代入 a=0.5 即可。这种方法大大简化了查表和计算对立事件的繁琐步骤。
答题过程
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700 kg correct to the nearest 50 kg means 675<S<725.
Standardising the boundaries:
P(675<S<725)==P(50675−700<Z<50725−700)P(−0.5<Z<0.5)
By symmetry of the standard normal distribution:
P(−0.5<Z<0.5)====2P(Z<0.5)−12(0.6915)−11.3830−10.383.
So the probability is 0.383.
(b)(i)
解法一
思路
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把两个概率都转成标准正态边界。P(W>680)=0.0668 表示左侧概率 0.9332,对应 z≈1.5。P(W<599)=0.3 对应 z≈−0.5244。
答题过程
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From
P(W>680)=0.0668,
we have
P(W<680)=0.9332.
The corresponding z-value is 1.5, so
σ680−μ=1.5.
Also,
P(W<599)=0.3.
The corresponding z-value is −0.5244, so
σ599−μ=−0.5244.
(b)(ii)
解法一
思路
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由两个方程:
680−μ=1.5σ,599−μ=−0.5244σ.
两式相减可以消去 μ。
答题过程
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From part (b)(i),
680−μ=1.5σ
and
599−μ=−0.5244σ.
Subtract the second equation from the first:
81==1.5σ−(−0.5244σ)2.0244σ.
Hence
σ==2.02448140.011….
Using 680−μ=1.5σ,
μ==680−1.5(40.011…)619.98….
Therefore
μ=620,σ=40.0.