Psr. Diniz et Mg. Siqueira, FIXED-POINT ERROR ANALYSIS OF THE QR-RECURSIVE LEAST-SQUARE ALGORITHM, IEEE transactions on circuits and systems. 2, Analog and digital signal processing, 42(5), 1995, pp. 334-348
This paper presents a detailed analysis of the QR-RLS algorithm in fin
ite and infinite precision environments. The mean squared values of al
l internal variables in steady state are derived. They are useful to d
imension the wordlength of each variable of the algorithm. The recursi
ve equations describing the quantization error propagation are derived
and the stability conditions are presented. Then, we derive analytica
l expressions for the mean squared values of the deviations in the int
ernal variables of the algorithm, for fixed-point arithmetic. In parti
cular, new analytical expressions for the excess of mean squared error
and for the variance of the deviation in the tap coefficients are der
ived. All the analytical results are confirmed to be accurate through
computer simulations.