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Proposed changes
The
LikelihoodFieldProb
sensor model is incorporated, based on the implementation presented in the book Probabilistic Robotics. To achieve this, theLikelihoodFieldModelCommon
class is created, which implements the Likelihood Field shared by both theLikelihoodFieldProb
andLikelihoodField
models.The
LikelihoodFieldProb
model, in addition to following the book's implementation, includes the summation of the logarithm of probabilities to prevent underflow when multiplying numerous small probabilities. Additionally, the Cluster-Based Estimation algorithm is integrated, enhancing the model's robustness against unmapped objects.Furthermore, unit tests are implemented for the
LikelihoodFieldProb
sensor model.Type of change
Checklist
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