Title :
Importance Sampling Evaluation of Digital Phase Detectors With Carrier Phase Tracking: A Large Deviations Approach
Author :
Silva, Francisco S. ; Leitão, JoséM N.
Author_Institution :
Inst. de Telecomun. & Dept. de Eng. Electrotec. e de Comput., Inst. Super. Tecnico, Lisbon
Abstract :
This paper applies large deviations theory (LDT) to the design of efficient importance sampling (IS) simulation of M-ary digital phase detectors subject to random carrier phase drift within symbol interval. Phase tracking is accomplished by extended Kalman-Bucy filters or dedicated stochastic nonlinear filters. The LDT approach relies essentially on the properties of the receiver´s error sets, which present unique topological features in an N-dimensional space. We show how to derive the referred topological properties for the particular phase modulating sequences and receiver solutions adopted. The proposed methodologies lead to very high simulation gains both for the assessment of the error floors induced by the random phase drift and for the scenarios where simultaneous random phase and channel noise preclude the derivation of the error regions.
Keywords :
Kalman filters; importance sampling; nonlinear filters; phase detectors; phase estimation; phase modulation; stochastic processes; tracking filters; M-ary digital phase detectors; carrier phase tracking; channel noise; dedicated stochastic nonlinear filters; extended Kalman-Bucy filters; importance sampling evaluation; large deviations theory; phase modulating sequences; random carrier phase drift; symbol interval; Communication systems performance; importance sampling; phase estimation and detection; simulation;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2008.2005094