- 2071 Shrawan · 5 marks
Poisson: generators failing in warranty
Short answer
Poisson approximation with λ=np=3.2. P(exactly 3 fail)=0.2226; P(between 2 and 6 inclusive)=0.7842.
A heavy machinery manufacturer has 3840 large generators in the field that are under warranty. If the probability is 1/1200 that any one will fail during the given year, find the probability: i) That exactly 3 generators will fail during the given year? ii) That between 2 and 6 are fail during the given year?
n = 3840 generators, p = 1/1200 (small), so the number of failures X is approximately Poisson with
λ = np = 3840 / 1200 = 3.2, P(X = x) = e⁻³·² (3.2)ˣ / x!, e⁻³·² = 0.040762.
x P(X = x)
2 0.040762 × 3.2²/2 = 0.208702
3 0.040762 × 3.2³/6 = 0.222616
4 0.222616 × 3.2/4 = 0.178093
5 0.178093 × 3.2/5 = 0.113979
6 0.113979 × 3.2/6 = 0.060789
i) Exactly 3 fail
P(X = 3) = 0.2226
ii) Between 2 and 6 fail
Taking the limits as included (2 ≤ X ≤ 6):
P = 0.2087 + 0.2226 + 0.1781 + 0.1140 + 0.0608 = 0.7842
(If "between" is read as strictly between, 3 ≤ X ≤ 5, the answer is 0.2226 + 0.1781 + 0.1140 = 0.5147.)
Answer: (i) 0.2226, (ii) 0.7842
✓ Answer checked by Claude Sonnet 5.5
Related questions
- Bayes' theorem; DVD players warranty · Probability and Statistics, chapter 1
- Normal: machinery assembly time · Probability and Statistics, chapter 3
- Poisson process; intersection accidents · Probability and Statistics, chapter 2
- Poisson: error pages in 400-page novel · Probability and Statistics, chapter 2
- Poisson: injection reaction with distribution · Probability and Statistics, chapter 2 · asked 2×
- Poisson: bad reaction among 2000 (a, b) · Probability and Statistics, chapter 2 · asked 2×
- Prove mean annual flood has 2.33-year return period · Engineering Hydrology, chapter 6
- Shunt motor speed with 50 Ω field resistance (1200 rpm) · Electrical Machines I, chapter 4 · asked 5×
- Lossless one-port properties; Foster II and Cauer II · Filter Design, chapter 4
- Lossless one-port properties; Cauer I and Foster II · Filter Design, chapter 4