Title :
Complexity analysis and heuristic algorithms for radio resource allocation in OFDMA networks
Author :
Belleschi, Marco ; Detti, Paolo ; Abrardo, Andrea
Author_Institution :
Dept. of Inf. Eng., Univ. of Siena, Siena, Italy
Abstract :
In this paper, we address the problem of allocating users to radio resources (i.e. subcarriers) in the downlink of an OFDMA system. In particular, we consider a multi-format resource allocation problem (MF-RAP) in which the link adaptation adjusts the spectral efficiency for each user-subcarrier pair, i.e. for each radio link, in order to minimize the total transmission power while fulfilling a rate request for each user. We propose an integer linear programming (ILP) formulation of the problem and exhaustively discuss the computational complexity. Specifically, we prove that the problem is NP-hard in the strong sense and demonstrate that it is hard to be approximated in polynomial time within a constant factor. Hence, we present heuristic approaches that achieve “reasonably good” solutions in the general case. Computational experiences show that, in comparison with a commercial state-of-the-art ILP optimization solver, the proposed algorithms are effective in terms of solution quality and CPU times.
Keywords :
OFDM modulation; computational complexity; frequency division multiple access; heuristic programming; integer programming; linear programming; polynomial approximation; radio links; resource allocation; NP-hard problem; OFDMA network; complexity analysis; computational complexity; heuristic algorithm; integer linear programming; multiformat resource allocation problem; polynomial time approximation; radio link; radio resource allocation; spectral efficiency; transmission power; user subcarrier pair; Bandwidth; Complexity theory; Dynamic programming; Heuristic algorithms; OFDM; Polynomials; Resource management;
Conference_Titel :
Telecommunications (ICT), 2011 18th International Conference on
Conference_Location :
Ayia Napa
Print_ISBN :
978-1-4577-0025-5
DOI :
10.1109/CTS.2011.5898899