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Ball search map improvements #1668

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knoellle opened this issue Mar 5, 2025 · 0 comments
Open

Ball search map improvements #1668

knoellle opened this issue Mar 5, 2025 · 0 comments

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@knoellle
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knoellle commented Mar 5, 2025

Just had a look at the ball search map / search suggestor.
Ideas for improvement:

  • use a probability distribution map instead of generic "heat" values
  • convolve map to spread probability over time
  • add probability where balls are seen
  • set probability where rule balls are (only when entering the state, otherwise they won't decay properly)
  • decay probability when looking at a cell
  • normalize map to have a total probability of 1 after changing it
  • Use team balls to update map

This is the way we had implemented it in our C++ code and I think it worked a lot better than the current state, even when considering that we cannot do state synchronization between robots anymore.

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