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Published byChristopher Gibbs Modified over 9 years ago
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CIVL 181Tutorial 5 Return period Poisson process Multiple random variables
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If P (exceedence within the life time of the building, i.e., 10 years) = 0.1 Return period T = 100 years? A question on return period
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1. The r.v. is continuous or discrete? 2. What is the relation between Poisson and binomial? 3. v / vt? Poisson process
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Bernoulli Sequence Poisson Process IntervalDiscreteContinuous No. of occurrenceBinomialPoisson Time to next occurrenceGeometricExponential Time to kth occurrenceNegative binomialGamma Comparison of two families of occurrence models
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Joint and marginal PDF of continuous R.V.s Surface = f X,Y (x,y) f X,Y (x=a, y) f X,Y (x, y=b) f Y (b) = Area f X (a) = Area marginal PDF f X (x) marginal PDF f Y (y) y =b x=a Joint PDF Conditional PDF of Y given x=a f Y|X (y|x =a)
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a) Calculate probability
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b) Derive marginal distribution
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c) Conditional distribution
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Example: Bivariate normal distribution (3.55) A formal def of bivariate normal distribution is: also by arithmetic we can rewrite as Find P(4 <Y< 6) if f X (x) is N (3,1), f Y (y) is N (4,2) = 0.2 when x = 3, 3.5, 4
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Compare to (Double integral!) Take x = 3.5 as example
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(Take x = 3.5 as example)
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(Take x = 3.5 as example,) Knowing f Y|X (y|x) = N (4.2, 1.95) P(X = 3.5, 4 <Y< 6) = 0.361 Try X = 4, X = 3 as exercise 1.95 4.2
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Ex 3.58 The daily water levels (normalized to respective full condition) of 2 reservoirs A and B are denoted by two r.v. X and Y have the following joint PDF:
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(a) Determine the marginal density function of daily water level for reservoir A
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(b) If reservoir A is half full on a given day, what is the chance that water level will be more than half full?
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(c) Is there any statistical correlation between the water levels in the two reservoirs?
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