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Some Example Applications of Distribution Functions. Jake Blanchard Spring 2010. Poisson. Lightning strikes – in any small time interval, there is a certain probability that a strike will occur Discontinuities in continuous manufacture of wire (measure is length of wire)
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Some Example Applications of Distribution Functions Jake Blanchard Spring 2010 Uncertainty Analysis for Engineers
Poisson • Lightning strikes – in any small time interval, there is a certain probability that a strike will occur • Discontinuities in continuous manufacture of wire (measure is length of wire) • Consumption of bacteria from lake – (measure is volume of water consumed) • Company insures planes-crash rate is 0.23 crashes/month – what is distribution of costs? Uncertainty Analysis for Engineers
Poisson • Rain falls @ 270 drops/s/m2 – each drop is 1 ml – barrel is 1 m high and R=0.3 m – How long to fill? Uncertainty Analysis for Engineers
Binomial • Coin tosses • Two experts guess age of 20 wines • A gets 11 right • B gets 14 right • What is confidence that B is “better” than A • Multiple choice tests • 50 questions, 3 possible answers each • A gets 21/50 • What is probability that guessing would have done as well? Uncertainty Analysis for Engineers
Binomial • Darts – I get “double top” 1/20 times – how many will I get in 10 throws Uncertainty Analysis for Engineers
Hypergeometric • Population survey • Herd testing • Lotto • Pick 10 names from 2 bags – A contains 15 men and 22 women – B contains 12 men and 15 women – What is probability of having same ratio of men to women in two picks • How many cards must we turn to get a heart? Uncertainty Analysis for Engineers
Hypergeometric • Post office is considering opening another service counter – people arrive at 1/12 minutes – time to serve is lognormal – What is max queue size? • Estimate of animal population – catch, tag, and release animals – then catch some more and count tagged animals Uncertainty Analysis for Engineers
Exponential • Circuit has constant failure rate – circuit lasts average of 5200 hours Uncertainty Analysis for Engineers
Extreme Value (Gamma) • Town floods every 6 years – how many years to get 4 floods Uncertainty Analysis for Engineers
Lognormal • Estimate particle size of aggregate • Incubation period of infectious disease Uncertainty Analysis for Engineers
Uniform • Angular resting position of camshaft after spinning • Wait time for bus • Distance of leak in pipe network to nearest joint Uncertainty Analysis for Engineers
Poisson • Frequency of deaths in Prussian army Uncertainty Analysis for Engineers