Difference between revisions of "Random Walk"

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=Random Walks in NetLogo=
 
=Random Walks in NetLogo=
  
 +
Each tick, generate a random heading from 0-359. Gives an even distribution of headings, and the resulting random walk has lots of backtracing and crossings.
  
 
     rt random 360
 
     rt random 360
 
     fd 1
 
     fd 1
 +
 +
[[File: random_walk.png|400px]]
  
 
=Triangular Random Walk=
 
=Triangular Random Walk=
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Distribution:
 
Distribution:
  
[[File: triangular_heading.png]] [[File: triangular_walk.png]]
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[[File: triangular_heading.png|400px]] [[File: triangular_walk.png|400px]]
  
 
=Some Theory=
 
=Some Theory=
  
In a true random walk (ie Brownian motion) the mean displacement along the x-axis is proportional to the square root of time  dx=sqrt (2Dt), which gives mean radius of a circle covered by the random walk
+
In a true random walk (ie Brownian motion) the mean displacement along the x-axis is proportional to the square root of time  dx=sqrt (2Dt), where D is the diffusion constant which gives mean radius of a circle covered by the random walk
  
 
Einstein, Albert (May 1905). [https://www.zbp.univie.ac.at/dokumente/einstein2.pdf "Über die von der molekularkinetischen Theorie der Wärme geforderte Bewegung von in ruhenden Flüssigkeiten suspendierten Teilchen" (PDF)]. Annalen der Physik (in German). 322 (8): 549–560. Bibcode:1905AnP...322..549E. doi:10.1002/andp.19053220806. Retrieved 2008-04-10.
 
Einstein, Albert (May 1905). [https://www.zbp.univie.ac.at/dokumente/einstein2.pdf "Über die von der molekularkinetischen Theorie der Wärme geforderte Bewegung von in ruhenden Flüssigkeiten suspendierten Teilchen" (PDF)]. Annalen der Physik (in German). 322 (8): 549–560. Bibcode:1905AnP...322..549E. doi:10.1002/andp.19053220806. Retrieved 2008-04-10.
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Einstein, Albert (1989). [https://einsteinpapers.press.princeton.edu/vol2-trans/137 "On the movement of small particles suspended in a stationary liquid demanded by the molecular-kinetic theory of heat" (PDF)]. Princeton University Press
 
Einstein, Albert (1989). [https://einsteinpapers.press.princeton.edu/vol2-trans/137 "On the movement of small particles suspended in a stationary liquid demanded by the molecular-kinetic theory of heat" (PDF)]. Princeton University Press
  
A random walk constrained on a lattice:
+
A random walk constrained to 2 dimensions, the mean displacement is proportional to sqrt(t).
 +
 
 +
There are supposed to be interesting properties of random walk on a lattice, which is probably the best model of NetLogo movement.
  
 
McCrea, W. H. and Whipple, F. J. W. "Random Paths in Two and Three Dimensions." Proc. Roy. Soc. Edinburgh 60, 281-298, 1940.
 
McCrea, W. H. and Whipple, F. J. W. "Random Paths in Two and Three Dimensions." Proc. Roy. Soc. Edinburgh 60, 281-298, 1940.

Revision as of 17:53, 6 October 2019

Each tick, generate a random heading from 0-359. Gives an even distribution of headings, and the resulting random walk has lots of backtracing and crossings.

   rt random 360
   fd 1

Random walk.png

Triangular Random Walk

Advance +/- 50 degrees from straight ahead, gives a triangular distribution around 0

   rt random 50
   lt random 50

Distribution:

Triangular heading.png Triangular walk.png

Some Theory

In a true random walk (ie Brownian motion) the mean displacement along the x-axis is proportional to the square root of time dx=sqrt (2Dt), where D is the diffusion constant which gives mean radius of a circle covered by the random walk

Einstein, Albert (May 1905). "Über die von der molekularkinetischen Theorie der Wärme geforderte Bewegung von in ruhenden Flüssigkeiten suspendierten Teilchen" (PDF). Annalen der Physik (in German). 322 (8): 549–560. Bibcode:1905AnP...322..549E. doi:10.1002/andp.19053220806. Retrieved 2008-04-10.

Einstein, Albert (1989). "On the movement of small particles suspended in a stationary liquid demanded by the molecular-kinetic theory of heat" (PDF). Princeton University Press

A random walk constrained to 2 dimensions, the mean displacement is proportional to sqrt(t).

There are supposed to be interesting properties of random walk on a lattice, which is probably the best model of NetLogo movement.

McCrea, W. H. and Whipple, F. J. W. "Random Paths in Two and Three Dimensions." Proc. Roy. Soc. Edinburgh 60, 281-298, 1940.