cited from [https://ccrma.stanford.edu/~jos/fp/State_Space_Realization.html]
IIR filters have an extensively used matrix representation called state space form (or ``state space realizations''). They are especially convenient for representing filters with multiple inputs andmultiple outputs (MIMO filters). An order digital filter with inputs and outputs can be written in state-space form as follows:
where is the length state vector at discrete time , is a vector of inputs, and the output vector. is the state transition matrix, and it determines thedynamics of the system (its poles, or resonant modes).
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