Difficult random walk modeling

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SUMMARY

The discussion centers on modeling a random walk scenario in a bounded 2D plane where units diffuse to collect minerals. The user, Monte, seeks mathematical resources and papers related to this modeling, expressing familiarity with calculus and differential equations. A suggestion is made to explore the "bees algorithm," an optimization technique that shares similarities with the proposed random walk model. Participants are encouraged to provide references to canonical problems and relevant literature.

PREREQUISITES
  • Understanding of random walk theory
  • Familiarity with calculus and differential equations
  • Knowledge of optimization algorithms, specifically the bees algorithm
  • Basic concepts of bounded 2D spatial modeling
NEXT STEPS
  • Research mathematical modeling of random walks in bounded spaces
  • Study the bees algorithm and its applications in optimization
  • Explore canonical problems related to random diffusion processes
  • Investigate differential equations relevant to spatial distribution and collection scenarios
USEFUL FOR

Researchers, mathematicians, and computer scientists interested in optimization algorithms, random walk modeling, and spatial analysis will benefit from this discussion.

Monte_Carlo
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Hi guys,

I'm doing some thinking about random walk.

Imagine there is a bounded 2D plane and a single spawn point. The spawn produces units which must bring in minerals scattered around the spawn. The locations of minerals are not known, so the units diffuse randomly away from the spawn until they find a mineral. Once the mineral is picked up, it is brought back to the spawn point (i.e. once the unit found mineral, it goes to the origin in a straight line). The unit then returns (in a straight line) to the location of the last mineral pickup point and then diffuses randomly from that point until it finds a new mineral.

Could somebody please provide some papers, urls - any kind of material - to show how to mathematically model such a scenario? I'm not afraid of calculus, differential equations, etc.

Thanks,

Monte
 
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This is not a homework, but more towards research and just thought-experiment. Any help - just a name of canonical problems related to this one - would be helpful.
 
Not precisely what you're talking about, but are you familiar with the "bees algorithm"? It's a recently developed optimization algorithm that is similar on a general level to what you've suggested. You should be able to turn up a few papers by doing a search for "bees algorithm" or "honeybee algorithm".
 

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