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(a) A fire station is to be located along a road of length A,A<. If fires occur at points uniformly chosen on localid="1646880402145" 0,A, where should the station be located so as to minimize the expected distance from the fire? That is,

choose a so as to minimize localid="1646880570154" EX-awhen X is uniformly distributed over 0,A.

(b) Now suppose that the road is of infinite length鈥 stretching from point 0outward to . If the distance of a fire from point 0is exponentially distributed with rate , where should the fire station now be located? That is, we want to minimize EX-a, where X is now exponential with rate .

Short Answer

Expert verified

(a) The fire station should be located at the mid point of the length of the road to minimize the expected distance.

(b) The fire station should be located at a=log2so as to minimize the expected distance.

Step by step solution

01

Part (a) Step 1. Given information.

Here, it is given that a fire station is to be located along a road of length A,A<.

Fires occur at points uniformly chosen on (0,A).

02

Part (a) Step 2. Find the value of EX-a.

Let Abe the fire station and Xbe the place where the fire has occurred.

Xis uniformly distributed over O,A.

fXx=1A0xA0Otherwise

X-a=X-a,ifaXAX-a=a-X,if0Xa

Now,

localid="1646883589256" EX-a=0aa-xfXxdx+aAX-afXxdx=1Aax-x220a+x22-axaA=1Aa2+A22-aA

03

Part (a) Step 3. Find the location of fire station so as to minimize the expected distance from the fire.

Differentiating EX-Aw.r.t aand equating it with zero, we get

role="math" localid="1646884916713" ddaEX-a=02aA+0-1=02aA=1a=A2

Therefore, the fire station should be located at the mid point of the length of the road to minimize the expected distance.

04

Part (b). Step 1. Given information.

Here, it is given that the road is of infinite length stretching from point 0outward to .

The distance of a fire from point 0is exponentially distributed with rate .

05

Part (b) Step 2. Find the value of  EX-a.

The road is of infinite length. Xis exponentially distributed with as parameter.

fXx=e-xx......00OtherwiseX-a=X-aaXa-X0Xa

EX-a=0aa-xe-xdx+ax-ae-xdx=a0ae-xdx-0axe-xdx+axe-x-aae-xdx=ae--x0a-xe--x-e2-x0a+xe--x-e2-xa-ae--xa=a1-e-a+ae-a+e-a2-12+ae-a+e-a2-ae-a=a1-2e-a+2ae-a2+2e-a2-12=a+2e-a2-12=a+2e-a-1

06

Part (b) Step 3. Find the location of fire station so as to minimize the expected distance from the fire.

Differentiating EX-aw.r.t aand equating it with 0, we get

ddaEX-a=01-2e-a=01=2e-ae-a=12ea=2a=log2.

Therefore, the fire station should be located at a=log2to minimize the expected distance.

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