Title :
Importance sampling evaluation of digital phase detectors based on extended Kalman-Bucy filters
Author :
Silva, Francisco A S ; Leitão, José M N
Author_Institution :
Instituto Superior Tecnico, Lisbon, Portugal
Abstract :
This paper proposes an importance sampling methodology for the performance evaluation of a class of open-loop receivers with random carrier phase tracking in additive white Gaussian noise channels. The receivers, consisting of a bank of extended Kalman-Bucy filters and a decision algorithm based on the filters´ innovations processes, perform symbol-by-symbol phase detection while kepping track of the random phase process within the symbol interval. We use a large deviations approach to start a stochastic importance sampling optimization, both for the irreducible error floor and for the general noisy operation of the receiver. Our simulations show a practical coincidence with conventional Monte Carlo results, with considerable simulation time gains
Keywords :
AWGN channels; Kalman filters; decision theory; digital communication; importance sampling; optimisation; phase detectors; receivers; tracking; Monte Carlo results; additive white Gaussian noise channels; decision algorithm; digital phase detectors; extended Kalman-Bucy filters; general noisy operation; importance sampling evaluation; innovations processes; irreducible error floor; open-loop receivers; performance evaluation; random carrier phase tracking; random phase process; stochastic importance sampling optimization; symbol interval; symbol-by-symbol phase detection; AWGN; Additive white noise; Detectors; Digital filters; Gaussian noise; Matched filters; Monte Carlo methods; Phase detection; Stochastic resonance; Technological innovation;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2001. Proceedings. (ICASSP '01). 2001 IEEE International Conference on
Conference_Location :
Salt Lake City, UT
Print_ISBN :
0-7803-7041-4
DOI :
10.1109/ICASSP.2001.940518