Title :
Performance analysis of random beamforming with heterogeneous users
Author :
Huang, Yichao ; Rao, Bhaskar D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California San Diego, La Jolla, CA, USA
Abstract :
Random beamforming with greedy scheduling policy in a heterogeneous setting is only fair as the number of transmit antennas M grows asymptotically. In practical systems with finite M and heterogeneous users having diverse large scale channel effects, in order to guarantee fairness among users and exploit multiuser diversity as well, an alternate scheduling policy is needed. In this paper, we leverage the cumulative distribution function based scheduling policy to achieve the two desired requirements and carry out both exact analysis and asymptotic analysis for systems employing random beamforming. The closed form sum rate with heterogeneous users is first derived by a recently proposed probability density function decomposition. We study individual scaling laws to examine the rate scaling for each individual user. Furthermore, asymptotic (in users) rate approximation is derived which tracks the exact performance well for small number of users.
Keywords :
approximation theory; array signal processing; diversity reception; greedy algorithms; higher order statistics; probability; scheduling; statistical distributions; transmitting antennas; asymptotic analysis; asymptotic rate approximation; closed form sum rate; cumulative distribution function; greedy scheduling policy; heterogeneous users; large scale channel effects; multiuser diversity; probability density function decomposition; random beamforming; transmit antennas; Antennas; Handheld computers; Radio access networks; Random beamforming; heterogeneous users; individual scaling laws; multi-antenna system; multiuser diversity;
Conference_Titel :
Information Sciences and Systems (CISS), 2012 46th Annual Conference on
Conference_Location :
Princeton, NJ
Print_ISBN :
978-1-4673-3139-5
Electronic_ISBN :
978-1-4673-3138-8
DOI :
10.1109/CISS.2012.6310828