Question #39540

In a factory turning out razor blade, there is a small chance of 1/500 for any blade to be defective. The blades are supplied in a packet of 10. Use Poisson distribution to calculate the approximate number of packets containing blades with no defective, one defective, two defectives and three defectives in a consignment of 10,000 packets
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Expert's answer

2014-02-27T05:42:45-0500

Answer on the Question #39540 – Math – Statistics and Probability

In a factory turning out razor blade, there is a small chance of 1/500 for any blade to be defective. The blades are supplied in a packet of 10. Use Poisson distribution to calculate the approximate number of packets containing blades with no defective, one defective, two defectives and three defectives in a consignment of 10,000 packets.

Solution.

Number of defective blades in a packet has binomial distribution B(n,p)B(n,p) with parameters n=10n = 10 and p=1500=0.002p = \frac{1}{500} = 0.002

Binomial distribution can be approximated using Poisson distribution with parameter a=np=100.002=0.02a = np = 10 * 0.002 = 0.02.

We should calculate the number of defective blades in a packet. Let ξ\xi equals to number of the defective blades. ξ=0,1,2,3\xi = 0,1,2,3.

Using the Poisson formula pm=P(ξ=m)=amm!eap_m = P(\xi = m) = \frac{a^m}{m!} e^{-a}.

Hence we have:


p0=e0.0020.9802p_0 = e^{-0.002} \approx 0.9802


Using that pm+1=pmam+1p_{m+1} = p_m \frac{a}{m+1} (from the Poisson formula) we have


p1=p00.021=0.0196p_1 = p_0 \frac{0.02}{1} = 0.0196p2=p10.022=0.000196p_2 = p_1 \frac{0.02}{2} = 0.000196p3=p20.0230p_3 = p_2 \frac{0.02}{3} \approx 0


Thus expected numbers of packets with no, defective, 1 defective, 2 defective and 3 defective blades are:


n0=10000p09802n_0 = 10000p_0 \approx 9802n1=10000p1196n_1 = 10000p_1 \approx 196n2=10000p22n_2 = 10000p_2 \approx 2n30n_3 \approx 0

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