Title :
Delay-Optimal Opportunistic Scheduling and Approximations: The Log Rule
Author :
Sadiq, Bilal ; Baek, Seung Jun ; De Veciana, Gustavo
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Texas at Austin, Austin, TX, USA
fDate :
4/1/2011 12:00:00 AM
Abstract :
This paper considers the design of multiuser opportunistic packet schedulers for users sharing a time-varying wireless channel from performance and robustness points of view. For a simplified model falling in the classical Markov decision process framework, we numerically compute and characterize mean-delay-optimal scheduling policies. The computed policies exhibit radial sum-rate monotonicity: As users´ queues grow linearly, the scheduler allocates service in a manner that deemphasizes the balancing of unequal queues in favor of maximizing current system throughput (being opportunistic). This is in sharp contrast to previously proposed throughput-optimal policies, e.g., Exp rule and MaxWeight (with any positive exponent of queue length). In order to meet performance and robustness objectives, we propose a new class of policies, called the Log rule, that are radial sum-rate monotone (RSM) and provably throughput-optimal. In fact, it can also be shown that an RSM policy minimizes the asymptotic probability of sum-queue overflow. We use extensive simulations to explore various possible design objectives for opportunistic schedulers. When users see heterogenous channels, we find that emphasizing queue balancing, e.g., Exp rule and MaxWeight, may excessively compromise the overall delay. Finally, we discuss approaches to implement the proposed policies for scheduling and resource allocation in OFDMA-based multichannel systems.
Keywords :
Markov processes; OFDM modulation; approximation theory; frequency division multiple access; queueing theory; resource allocation; scheduling; wireless channels; Markov decision process; OFDMA-based multichannel systems; approximation; asymptotic probability; delay-optimal opportunistic scheduling; heterogenous channels; log rule; multiuser opportunistic packet schedulers; queue length; radial sum-rate monotone; radial sum-rate monotonicity; resource allocation; sum-queue overflow; throughput-optimal policies; time-varying wireless channel; unequal queues; Delay; Markov processes; Quality of service; Scheduling; Servers; Throughput; Wireless communication; Delay/throughput optimality; Markov decision process; OFDMA resource allocation; opportunistic scheduling; radial sum-rate monotonicity (RSM);
Journal_Title :
Networking, IEEE/ACM Transactions on
DOI :
10.1109/TNET.2010.2068308