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This thesis covers the automatic update of the model parameters in traffic modelling using two mathematical tools, the Relative Entropy Rate and the path-wise Fisher Information Matrix. The traffic model used is based on a lattice of cells, representing the road, that can be either occupied or empty that is updated with a kinetic Monte Carlo algorithm. Because of fluctuating traffic density during
