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Intuition: Your uncertainty grows because of model imperfections (Q).

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: The measurement noise variance (the inherent inaccuracies of our thermometer). : The raw measurement from the thermometer. MATLAB Code: 1D Temperature Tracking kalman filter for beginners with matlab examples download