Title :
Importance sampling analysis of digital phase detectors with carrier phase tracking
Author :
Silva, Francisco A S ; Leitão, José M N
Author_Institution :
Instituto de Telecomunicacoes, Instituto Superior Tecnico, Lisbon, Portugal
fDate :
6/23/1905 12:00:00 AM
Abstract :
We introduce importance sampling techniques for the assessment of a class of open-loop digital phase modulation receivers with random carrier phase tracking in additive white Gaussian noise channels. We consider a symbol-by-symbol phase detector consisting of a bank of nonlinear stochastic filters tracking the random phase carrier and a decision algorithm driven by the filters´ innovations. For the irreducible error floor assessment we use an importance sampling technique relying on large deviations principles that results in a multiple mode simulation density. The noisy operation of the receiver is addressed with an adaptive importance sampling technique. Simulations yield practically the same results obtained with conventional Monte Carlo with remarkable time gains
Keywords :
AWGN channels; channel bank filters; filtering theory; importance sampling; nonlinear filters; phase detectors; phase modulation; stochastic processes; tracking; AWGN channels; Monte Carlo method; adaptive importance sampling; additive white Gaussian noise channels; carrier phase tracking; decision algorithm; digital phase detectors; filter innovations; importance sampling analysis; irreducible error floor; large deviations; multiple mode simulation density; noisy operation; nonlinear stochastic filter bank; open-loop digital phase modulation receivers; random carrier phase tracking; random phase carrier; simulations; AWGN; Additive white noise; Channel bank filters; Detectors; Gaussian noise; Integrated circuit modeling; Monte Carlo methods; Phase detection; Sampling methods; Technological innovation;
Conference_Titel :
Statistical Signal Processing, 2001. Proceedings of the 11th IEEE Signal Processing Workshop on
Print_ISBN :
0-7803-7011-2
DOI :
10.1109/SSP.2001.955219