Problem Set 1 - Solutions for Questions 2,3,4 ============================================= #2 (BCN 6.6) X = X1 + X2 is from an Erlang with k*theta=1. Since k=2, theta=0.5. The cdf is: k-1 e^(-ktx) (ktx)^i F(X) = 1 - sum ( ---------------- ) i=0 i! (theta is shown as "t" in the formula above) 1 e^(-2) (2)^i F(2) = 1 - sum ( ------------ ) i=0 i! = 1 - ( e^(-2) + 2 e^(-2) ) = 1 - 3 e^(-2) = .5960 P(X1+X2>2) = 1 - F(2) = 1 - .5960 = .4060 #3 (BCN 6.20) Let X be defined as the lifetime of the battery. Then, X is exponential ( lamda = 1/48 ) with cumulative distribution function F(x) = 1 - e^(-x/48), x>0 (a) The probability that the battery will fail within the next 12 months, given that it has operated for 60 months is: P(X<=72 | X>60) = P(X<=12) = F(12) = 1 - e^(-12/48) = .2212 due to the memoryless property. (b) Let Y be defined as the year in which the battery fails, then, P (Y=odd year) = P(die in 12 months) + P (die in 24-36 months) + ... = (1-e^(-12/48)) + (1-e^(-36/48)) - (1-e^(-24/48)) + ... = (1-e^(-.25)) + (e^(-.50)-e^(-.75)) + ... P (Y=evn year) = P(die in 12-24 months) + P (die in 36-48 months) + ... = (1-e^(-24/48)) - (1-e^(-12/48)) + (1-e^(-48/48)) - (1-e^(-36/48)) + ... = (e^(-.25)-e^(-.50)) + (e^(-.75)-e^(-1)) + ... Now multiply P(Y=odd year) by e^(-.25) P(Y=odd year)*e^(-.25) = (e^(-.25)-e^(-.50)) + (e^(-.75)-e^(-1)) + ... = P(Y=even year) We know that a battery fails in either a odd or even year, so P(Y=odd year) + P(Y=even year) = 1 And then substitute P(Y=even year) = P(Y=odd year)*e^(-.25) to get P(Y=odd year) + P(Y=odd year)*e^(-.25) = 1 1 P(Y=odd year) = ------------ e^(-.25) + 1 = .5622 (c) Due to the memoryless property of the exponential distribution, the remaining expected lifetime is 48 months. #4 (BCN 6.36) (a) Normal (10,4) F(8)-F(6) = F((8-10)/2) - F((6-12)/2) = F(-1) - F(-2) = (1-.84134) - (1-.97725) = .13591 (b) Triangular (4,10,16) (8-4)^2 (6-4)^2 F(8)-F(6) = ------------ - ------------ (10-4)(16-4) (10-4)(16-4) = 1/6 = .1667 (c) Uniform (4,16) (8-4) (6-4) F(8)-F(6) = ------ - ------ (16-4) (16-4) = 1/6 = .1667