Title :
Adaptive Digital Predistortion for Wideband High Crest Factor Applications Based on the WACP Optimization Objective: An Extended Analysis
Author :
Laki, B.D. ; Kikkert, Cornelis Jan
Author_Institution :
James Cook Univ., Townsville, QLD, Australia
Abstract :
This paper provides an extended analysis of the adaptive digital predistortion technique initially proposed and conceptually overviewed in [1]. This digital predistortion technique is suitable for wideband high crest factor applications (digital audio broadcasting, digital video broadcasting-terrestrial & wideband code division multiple access high power transmitters) and overcomes the technical deficiencies of the traditional direct learning method. Specifically, predistortion filter parameter estimation is modeled as a generic mathematical optimization problem instead of a linear regression problem. In addition, the optimization objective is derived in the frequency instead of the time domain. A hybridly pruned Volterra series with memory is used to implement the predistortion filter. Hybrid pruning leads to a small optimization vector space, whilst the predistortion filter memory makes the method well suited to wideband applications. Given that predistortion filter parameter estimation does not rely on known test signals being injected into the transmitter, the method is on-air adaptive. Implementation aspects of the technique not covered in [1], but requiring extended coverage in this paper, include selection of mathematical optimization algorithms, predistortion filter memory estimation, weighted adjacent channel power weighting function application, and on-air adaption performance. Results obtained from actual hardware are presented.
Keywords :
Volterra series; adaptive filters; code division multiple access; digital audio broadcasting; digital video broadcasting; distortion; frequency-domain analysis; optimisation; radio transmitters; regression analysis; wireless channels; CDMA; DAB; DVB-T; Volterra series; WACP optimization; WACP weighting function; adaptive digital predistortion; code division multiple access; crest factor application; digital audio broadcasting; digital video broadcasting-terrestrial; direct learning method; frequency domain analysis; hybrid pruning; linear regression problem; mathematical optimization problem; predistortion filter parameter estimation; transmitter; weighted adjacent channel power; Multiaccess communication; Nonlinear distortion; Optimization; Predistortion; Schedules; Transmitters; Wideband; Adjacent channel power; Volterra series; code division multiple access (CDMA); digital audio broadcasting (DAB); digital video broadcasting-terrestrial (DVB-T); linearization techniques; nonlinear distortion; optimization; orthogonal frequency-division multiplexing (OFDM); power amplifiers; predistortion; radio transmitters;
Journal_Title :
Broadcasting, IEEE Transactions on
DOI :
10.1109/TBC.2012.2234316