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Answers to questions: 1) Yes you can use a Kalman filter. The trick to doing it is setting the initial covariance to be big enough to cover the whole map. 2) This is also a viable approach. I would probably keep them separate as you described. One advanced trick you could do is that depending on the implementation of the particle filter each particle is ...

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