If 2 per cent bulbs are known to be defective bulbs, find the probability that in a lot of 300 bulbs, there will be 2 or 3 defective bulbs using Poisson distribution
Answers
Given : 2 per cent bulbs are known to be defective bulbs,
To Find : the probability that in a lot of 300 bulbs, there will be 2 or 3 defective bulbs using Poisson distribution
Solution:
Binomial distribution
P (x) = ⁿCₓpˣqⁿ⁻ˣ q = 1 - p
Poisson approximation for large n
P(x) =
where λ = np = constant
Here λ = 300(0.02) = 6
P(2) = e⁻⁶ . 6²/2! = 0.044618
P(3) = e⁻⁶ . 6³/3! = 0.089235
probability that in a lot of 300 bulbs, there will be 2 or 3 defective bulbs
= 0.044618 + 0.089235
= 0.133853
probability that in a lot of 300 bulbs, there will be 2 or 3 defective bulbs using Poisson distribution = 0.133853
Additional Info:
Using normal Distribution
P(2) = ³⁰⁰C₂(0.02)²(0.98)²⁹⁸ = 0.0435705
P(3) = ³⁰⁰C₃(0.02)³(0.98)²⁹⁷ = 0.0883267
probability that in a lot of 300 bulbs, there will be 2 or 3 defective bulbs
= 0.1318972
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