Probability distributions



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Probability distributions

 

It is desirable to convert the distributions of gusts into probability distributions, giving the probability that a gust from a particular bin would occur. For the GE0 true-direction gusts, this would simply be a matter of normalizing the distributions by , the total number of records for each sensor. Since there are the same total number of records for each sensor (unless there is a local fault at a particular instrument), a table of the probability density functions of GE0 true-direction gusts would look just like the table of numbers of true-direction gusts (table 1).

However, when operations-relevant gusts and thresholded gusts are considered, more possibilities emerge. Two types of probabilities can be computed: absolute probabilities and conditional probabilities. The absolute probability of a particular type of gust at sensor is given by

where, at sensor , is the number of gusts in the particular gust bin required by gust type , and is the total number of valid records. For example, the absolute probability of operations-relevant gusts of type `along track gust between -6.0 and -7.0 experienced during landing in direction 07' is therefore the probability that such gusts occurred at sensor 1 and that the local mean conditions meant aircraft would have been operating in the 07 runway direction at the time. For the example day of 13 April 1994, the probability above is , because there were, from table 2, 220 gusts fitting the criteria and a total of 46140 valid records at sensor 1.

The conditional probability is given by

where is a particular gust bin, refers to the type of operation, such as `landing in direction 07' and is the number of records for which would have occurred. For example, the conditional probability of operations-relevant gusts in the bin for `along track gusts between -6.0 and -7.0 ' for operations type `landing in direction 07' is the probability that such gusts occurred at sensor 1 given that aircraft would have been operating in the 07 runway direction at the time. Continuing the above example, the conditional probability is since there was a total of 6941 records under conditions when aircraft would have landed in direction 07. Formally, the two probability types are related by

Conditional probabilities will be of more interest in assessing the risk factors due to gusts, associated with a particular direction of runway usage. For example, it may be of interest to estimate the probability of an aircraft stalling, given that it is landing on runway 07. Absolute probabilities are always smaller than conditional probabilities and enable an assessment of the overall risk of a particular incident. For example, the overall chance of an aircraft stalling on approach 07 would be estimated using an absolute probability.



next up previous R. Manasseh Papers R. Manasseh Home
Next: Gust distributions - Up: The dataits Previous: Properties of operations-relevant




Tue Feb 28 18:20:49 EST 1995
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