Questions on the use of Mathematica to analyze, design, and simulate continuous- and discrete-time control systems.

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Kalman filter by hand

I am now learning the Kalman filter and wants to implement it by hand to understand it better. To be specific I want to first simulate a sequence of data by $$ \dot x=Ax+Bw\\ y=Cx+Dv,\\ ...