Other Bayesian Localization Tricks:

  • Gaussian Mixture Models
  • SLAM

    • Gaussian slam
    • Density maps
  • Possibly Log probabilites for decentralization

    • Send sum of log() of each observed probability so far
    • Receiver has two sums of logs:
      • received observation
      • complete model (received observations + own observations + motion model)
    • On receipt of new sum, complete model += (new - local received sum)
    • Exponentiate sums to find actual probabilities when needed