Cumulative Distribution Function of Distance

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SUMMARY

The discussion focuses on deriving the cumulative distribution function (CDF) and probability density function (PDF) for the distance from an ambulance, located at the center of a square district, to an emergency uniformly distributed within that district. The square is rotated 45 degrees, with a radius 'r' from the center to the corners. The participants suggest calculating the CDF by considering the area of regions within the square and using infinitesimal circular strips to determine the PDF, while also discussing the potential complexity of using random variables for coordinates.

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  • Understanding of cumulative distribution functions (CDF) and probability density functions (PDF)
  • Familiarity with geometric probability concepts, particularly in relation to areas of shapes
  • Knowledge of random variables and their applications in probability theory
  • Basic calculus, specifically differentiation for finding PDFs from CDFs
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Kalinka35
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Homework Statement


The location of an emergency is uniformly distributed over a city district. The district is a square rotated 45 degrees with "radius" r (the distance from the center to the top corner is r).
When the emergency occurs, the ambulance is at the center of the district. Let D be the "right-angle" distance from the ambulance to the emergency.
I need to find the cumulative distribution function FD(d) and the probability density function fD(d).

Homework Equations





The Attempt at a Solution


I know that the PDF is the derivative of the CDF so I am trying to find the CDF first.
It seems like you could define two random variables X and Y that give the coordinates of the emergency and the sum of those would give you the right-angle distance, but that seems like it might be overcomplicating things and you might just be able to work with D, the total distance.
Either way I just don't see how you can obtain a CDF.
 
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so you could look at it this way...

the area of any region, divided by the total area of the square is the probability of emergency happening in that area

so consider a infinitesimal circular strip, between s & s + ds. You could work out the area of the strip to get the pdf of the distance

the only trick being when the circle exceeds the square at given regions. Then just work out the angle of the circle that is actually within the square

Though you could also try the combination of random varibles as you suggest, I'm not sure how it would work out until I tried, could be clean...
 

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