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minRTT = propagation delay + extra delay (due to extra circular routes , congestion and router delays)

?delta(T) measured= ?delta(t + ?t0  ) + delta(t0)  

(Pseudo-distance)

PD = ?delta(T) measured .  ?alpha

(Actual distance)

D = ?delta(T) .  ?alpha

PD = (delta(?T) + ?delta(T0)).  ?alpha

PD = D + ?delta(T0) .c  .................................(1)

D = actual distance from the landmark.

C = speed of light

alpha = X(c) i.e. Speed of digital info in fiber optic cable

X = factor of c with which digital info travels in fiber optic cable.

?delta(T) = actual propagation delay along the greater circle router/paths.

?delta(T0) = the extra delay causing overestimation.

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PD1= (sqrt(XL1 - XH )^2 + (YL1 - YH)^2) + ?delta(T0) . alpha       .................... (A)
Similarly for other 2 landmarks:
PD2= (sqrt(XL2 - XH )^2 + (YL2 - YH)^2) + ?delta(t0) . alpha     .................... (B)
PD3= (sqrt(XL3 - XH )^2 + (YL3 - YH)^2) + ?delta(t0) . ?alpha    .....................(C)
We need to linearize (A), (B) & (C) to solve them

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                        f(x0) . ( x- x0)        f ' (x0) . (x - x0)

  f( x ) = f (x0) + - ----------  + ---------------------

                              1!                             2!

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 f ( x ) = f (x0) + f(x0)(x - x0)

 put (x-x0) =  delta(x) ?x 

f ( x ) = f (x0) + f' (x0) delta ( x ) .......................(3)

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                       d(EstDi) . delta ( x )          d(EstDi) . delta( y )
 

 PDi = Est Di + - ----------      +         - ----------------- 

                              dX                                 dY

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                           (Xest - Xli)                   (Yest - Yi)

  ODi = Est Di +  ---------. delta ( x )  + ---------------- - delta ( y) + c. delta(To)
                             dX                                  dY

 Now we need to solve ( x , y , ?delta(to))

Solution from (4) is put in eq(D) to get new estimations.

Hx,Hy becomes the new estimated position

Reference

http://www.ece.cmu.edu/research/publications/2003/CMU-ECE-2003-038.pdfImage Removed