Title :
Dual optimization methods for multiuser orthogonal frequency division multiplex systems
Author :
Yu, Wei ; Lui, Raymond ; Cendrillon, Raphael
Author_Institution :
Dept. of Electr. & Comput. Eng., Toronto Univ., Ont., Canada
fDate :
29 Nov.-3 Dec. 2004
Abstract :
The design and optimization of orthogonal frequency division multiplex (OFDM) systems typically take the following form. The design objective is to maximize the total data rate which is the sum of individual rates in each frequency tone. The design constraints are usually linear constraints imposed across all tones. The paper shows that, regardless of whether the objective and the constraints are convex, the duality gap for this class of problems is always zero in the limit as the number of frequency tones goes to infinity. As the dual problem typically decouples into many smaller per-tone problems, solving the dual problem is much more efficient. This observation leads to an efficient method to find the global optimum of non-convex optimization problems for the OFDM system. Multiuser optimal power allocation, optimal frequency planning and optimal low-complexity crosstalk cancellation for vectored DSL are used to illustrate this point.
Keywords :
OFDM modulation; crosstalk; digital subscriber lines; duality (mathematics); multiuser channels; optimisation; resource allocation; OFDM; design constraints; dual optimization methods; duality gap; frequency tone; multiuser orthogonal frequency division multiplex systems; nonconvex optimization problems; optimal frequency planning; optimal low-complexity crosstalk cancellation; optimal power allocation; optimization; vectored DSL; Crosstalk; DSL; Design optimization; Frequency division multiplexing; H infinity control; Lagrangian functions; OFDM; Optimization methods; Power system planning; Radio spectrum management;
Conference_Titel :
Global Telecommunications Conference, 2004. GLOBECOM '04. IEEE
Print_ISBN :
0-7803-8794-5
DOI :
10.1109/GLOCOM.2004.1377944