Title :
Signal and noise power maximum likelihood estimation for fast AGC in packet based systems
Author :
Ferrante, Steven ; Pietraski, Philip
Author_Institution :
InterDigital Commun. LLC, Wilmington, DE, USA
Abstract :
Automatic Gain Control (AGC) system performance generally depends on the ability to accurately estimate receive signal power. The initial gain setting may be set high to ensure that low power signals can be detected. As the Variable Gain Amplifier (VGA) resides before the Analog to Digital Converter (ADC), there is a potential for heavy saturation at the output of the ADC, where this estimation is normally performed. This heavy saturation will cause power to be underestimated when using estimators that do not account for clipping, causing slow AGC convergence time. Fast AGC convergence time is desirable in general, but especially for high rate packet based systems (e.g. 802.11ad) which allow for only a limited number of updates in the early stages of a training period. Furthermore, optimal setting of the VGA gain requires statistics sufficient to estimate the received signal distribution. In this work, we propose Maximum Likelihood Estimation (MLE) based estimators of the signal power and noise power that account for saturation at the ADC. The performance of MLE based estimators of total power is compared to a traditional power estimator and results are shown through simulations.
Keywords :
amplifiers; analogue-digital conversion; automatic gain control; maximum likelihood estimation; radiocommunication; signal processing; AGC convergence time; analog-digital converter; automatic gain control system; fast AGC; high rate packet based system; maximum likelihood estimation based estimator; noise power maximum likelihood estimation; signal maximum likelihood estimation; signal power; variable gain amplifier; Gain; Gain control; Interference; Mathematical model; Maximum likelihood estimation; Noise; 802.11ad; Automatic Gain Control; Maximum Likelihood Estimation; mmW Communications;
Conference_Titel :
Wireless Communications Systems (ISWCS), 2014 11th International Symposium on
Conference_Location :
Barcelona
DOI :
10.1109/ISWCS.2014.6933353