Title :
Estimation of distribution algorithm for scheduling in uplink multiuser wireless communication system
Author :
Naeem, M. ; Lee, D.C.
Author_Institution :
Sch. of Eng. Sci., Simon Fraser Univ., Burnaby, BC
fDate :
April 2 2009-March 30 2009
Abstract :
In this paper, we present a real-time low-complexity user scheduling scheme for uplink multiuser multiple input multiple output (MIMO) wireless communication systems. We apply estimation of distribution algorithm (EDA) for user scheduling problem. The computational complexity of exhaustive search for user scheduling problem grows exponentially with the number of users. The proposed EDA has low computational complexity and can find a near-optimum solution in real time. In addition to applying the general EDA to user scheduling, we also present a specific improvement to EDA, which increases the likelihood of getting the optimum solution by generating cyclic shifted initial population.
Keywords :
MIMO communication; radio networks; scheduling; computational complexity; cyclic shifted initial population; distribution algorithm; uplink multiuser multiple input multiple output wireless communication systems; user scheduling scheme; Base stations; Computational complexity; Electronic design automation and methodology; Evolutionary computation; MIMO; Processor scheduling; Receiving antennas; Scheduling algorithm; Signal to noise ratio; Wireless communication; Estimation of Distribution Algorithm; MIMO; User Scheduling; wireless communication;
Conference_Titel :
Computational Intelligence in Scheduling, 2009. CI-Sched '09. IEEE Symposium on
Conference_Location :
Nashville, TN
Print_ISBN :
978-1-4244-2757-4
DOI :
10.1109/SCIS.2009.4927012