Title :
Optimum equalization of multicarrier systems: a unified geometric approach
Author :
Lashkarian, Navid ; Kiaei, Sayfe
Author_Institution :
Centillium Commun. Inc., Fremont, CA, USA
fDate :
10/1/2001 12:00:00 AM
Abstract :
This paper presents a new iterative equalization algorithm that maximizes the capacity for discrete multitone (DMT) systems. The research modifies a previously proposed criterion and applies an appropriate transformation to map the objective function and the constraint set into a canonical region. The resulting constraint set exhibits an identifiable geometric characteristic. Using the gradient projection method in conjunction with projection onto convex sets (POCS) provides us with an iterative search algorithm that facilitates the gradient descent method. We also generalize the approach to two important subclasses of equalizers, namely linear phase and unit tap filters. We also derive a fundamental limit on the performance of the proposed approach. In comparison with the previous methods, the proposed equalization algorithm is less computationally complex and more geometrically intuitive. Simulation experiments confirm the validity of the proposed method for equalization of DMT systems
Keywords :
computational complexity; equalisers; gradient methods; iterative methods; linear phase filters; modulation; optimisation; search problems; set theory; DMT systems; POCS; canonical region; computational complexity; discrete multitone systems; geometric characteristic; gradient descent method; gradient projection method; iterative equalization algorithm; iterative search algorithm; linear phase filter; multicarrier systems; objective function; optimum equalization; performance; projection onto convex sets; simulation experiments; unified geometric approach; unit tap filter; Computational modeling; Equalizers; Finite impulse response filter; Iterative algorithms; Iterative methods; Least squares approximation; Nonlinear filters; OFDM modulation; Performance loss; Robustness;
Journal_Title :
Communications, IEEE Transactions on