12.07.2015 Views

Fundamentals of Probability and Statistics for Engineers

Fundamentals of Probability and Statistics for Engineers

Fundamentals of Probability and Statistics for Engineers

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

178 <strong>Fundamentals</strong> <strong>of</strong> <strong>Probability</strong> <strong>and</strong> <strong>Statistics</strong> <strong>for</strong> <strong>Engineers</strong>Table 6.1 Observed frequencies (number <strong>of</strong>observations) <strong>of</strong> 0, 1, 2, . . . vehicles arriving in a30-second interval (<strong>for</strong> Example 6.11)No. <strong>of</strong> vehicles per 30sFrequency0 181 322 283 204 135 76 07 18 19 0Total 120a r<strong>and</strong>om manner both in space (amplitude <strong>and</strong> velocity) <strong>and</strong> in time (arrivalrate). Considering the time aspect alone, observations are made at 30-secondintervals as shown in Table 6.1.Suppose that the rate <strong>of</strong> 10 vehicles per minute is the level <strong>of</strong> critical trafficload. Determine the probability that this critical level is reached or exceeded.Let X(0,t) be the number <strong>of</strong> vehicles per minute passing some point on thepavement. It can be assumed that all conditions <strong>for</strong> a Poisson distribution aresatisfied in this case. The pmf <strong>of</strong> X(0, t) is thus given by Equation (6.44). Fromthe data, the average number <strong>of</strong> vehicles per 30 seconds is0…18†‡1…32†‡2…28†‡‡9…0†1202:08:Hence, an estimate <strong>of</strong> t is 2.08(2) ˆ 4:16. The desired probability is, then,P‰X…0; t† 10Š ˆX1p k …0; t† ˆ1ˆ 1X 9kˆ10kˆ0X 9kˆ0…4:16† k e 4:16k!1 0:992 ˆ 0:008:p k …0; t†The calculations involved in Example 6.11 are tedious. Because <strong>of</strong> its wideapplicability, the Poisson distribution <strong>for</strong> different values <strong>of</strong> t is tabulatedin the literature. Table A.2 in Appendix A gives its mass function <strong>for</strong> values<strong>of</strong> t ranging from 0.1 to 10. Figure 6.4 is also convenient <strong>for</strong> determiningTLFeBOOK

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!