← ITS2010
Applying Markov chains to calculate the probability of saturation in digital IIR filters
SaturationIIR filtersMarkov chainsfinite precision arithmetic
Resumo
We propose a new method to model the effect
of finite-precision arithmetic in infinite impulse response (IIR)
digital filters. As an application, we use the proposed model to
compute the probability of saturation or overflow in IIR filters
implemented in fixed-point arithmetic. The transition from the
current filter output to the next output is modeled as a firstorder Markov chain. The Markov chain transition probability
matrix is then used to evaluate the probabilities of saturation
or overflow for first and second-order IIR filters.