1996 Paper 3 Q14

Year: 1996
Paper: 3
Question Number: 14

Course: UFM Statistics
Section: Poisson Distribution

Difficulty: 1700.0 Banger: 1484.0

Problem

Whenever I go cycling I start with my bike in good working order. However if all is well at time \(t\), the probability that I get a puncture in the small interval \((t,t+\delta t)\) is \(\alpha\,\delta t.\) How many punctures can I expect to get on a journey during which my total cycling time is \(T\)? When I get a puncture I stop immediately to repair it and the probability that, if I am repairing it at time \(t\), the repair will be completed in time \((t,t+\delta t)\) is \(\beta\,\delta t.\) If \(p(t)\) is the probability that I am repairing a puncture at time \(t\), write down an equation relating \(p(t)\) to \(p(t+\delta t)\), and derive from this a differential equation relating \(p'(t)\) and \(p(t).\) Show that \[ p(t)=\frac{\alpha}{\alpha+\beta}(1-\mathrm{e}^{-(\alpha+\beta)t}) \] satisfies this differential equation with the appropriate initial condition. Find an expression, involving \(\alpha,\beta\) and \(T\), for the time expected to be spent mending punctures during a journey of total time \(T\). Hence, or otherwise, show that, the fraction of the journey expected to be spent mending punctures is given approximately by \[ \quad\frac{\alpha T}{2}\quad\ \mbox{ if }(\alpha+\beta)T\text{ is small, } \] and by \[ \frac{\alpha}{\alpha+\beta}\quad\mbox{ if }(\alpha+\beta)T\text{ is large.} \]

No solution available for this problem.

Rating Information

Difficulty Rating: 1700.0

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Banger Rating: 1484.0

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Problem source
Whenever I go cycling I start with my bike in good working order.
However if all is well at time $t$, the probability that I get a
puncture in the small interval $(t,t+\delta t)$ is $\alpha\,\delta t.$
How many punctures can I expect to get on a journey during which my
total cycling time is $T$? 

When I get a puncture I stop immediately to repair it and the probability
that, if I am repairing it at time $t$, the repair will be completed
in time $(t,t+\delta t)$ is $\beta\,\delta t.$ If $p(t)$ is the
probability that I am repairing a puncture at time $t$, write down
an equation relating $p(t)$ to $p(t+\delta t)$, and derive from
this a differential equation relating $p'(t)$ and $p(t).$ Show that
\[
p(t)=\frac{\alpha}{\alpha+\beta}(1-\mathrm{e}^{-(\alpha+\beta)t})
\]
satisfies this differential equation with the appropriate initial
condition. 

Find an expression, involving $\alpha,\beta$ and $T$, for the time
expected to be spent mending punctures during a journey of total time
$T$. Hence, or otherwise, show that, the fraction of the journey
expected to be spent mending punctures is given approximately by 
\[
\quad\frac{\alpha T}{2}\quad\ \mbox{ if }(\alpha+\beta)T\text{ is small, }
\]
and by 
\[
\frac{\alpha}{\alpha+\beta}\quad\mbox{ if }(\alpha+\beta)T\text{ is large.}
\]