Title :
Dynamic Bound Restriction Iterative Algorithm Framework and Application to Power and Bit Allocation in OFDM Systems
Author :
Laibo Zheng ; Stuber, Gordon L. ; Deqiang Wang ; Yewen Cao
Author_Institution :
Sch. of Inf. Sci. & Eng., Shandong Univ., Jinan, China
Abstract :
This paper proposes a dynamic bound restriction iterative algorithm (DBRIA) framework, which can make iterative algorithms converge quickly. We apply this framework to realize computationally efficient iteration-based suboptimal bit and power allocation in OFDM systems. The implementation methods for three classes of suboptimal allocation algorithms are analyzed; margin-based, water-filling-based, and Lagrange-multiplier-based. We extend the water-filling-based power allocation algorithm to implement the bit allocation as well. Additional techniques for further reducing the computational complexity for all three allocation methods are also discussed. Simulation results show that both the maximum and the average computational complexity of all three allocation algorithms are reduced dramatically by applying the DBRIA and the additional techniques. For the water-filling-based algorithm, the allocation performance is also improved.
Keywords :
OFDM modulation; computational complexity; iterative methods; resource allocation; Lagrange-multiplier-based DBRIA; OFDM systems; bit allocation; computational complexity; dynamic bound restriction iterative algorithm; margin-based DBRIA; power allocation; suboptimal allocation algorithms; water-filling-based DBRIA; Algorithm design and analysis; Bit rate; Computational complexity; Heuristic algorithms; Iterative methods; OFDM; Resource management; Bit allocation; computational complexity; iterative algorithms; orthogonal frequency division multiplexing (OFDM); power allocation;
Journal_Title :
Communications, IEEE Transactions on
DOI :
10.1109/TCOMM.2013.011613.110369