Title :
Quality of information maximization in two-hop wireless networks
Author :
Supittayapornpong, Sucha ; Neely, Michael J.
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
An information collection problem in a wireless network with random events is considered. Wireless nodes report on each event using one of multiple reporting formats. Each format has a different quality and uses a different number of bits. Delivering all data in the highest quality format can overload system resources. The goal is to make intelligent format selection and routing decisions to maximize time-averaged information quality subject to network stability. Lyapunov optimization theory can be used to solve such a problem by repeatedly minimizing the linear terms of a quadratic drift-plus-penalty expression. To reduce delays, a novel extension of this technique that preserves the quadratic nature of the drift minimization while maintaining a separable decision structure is proposed. Also, paths are restricted to 1 or 2 hops to avoid high queuing delay. The resulting algorithm can push average information quality arbitrarily close to optimum, with a trade-off in average delay. The algorithm compares favorably to the basic drift-pluspenalty scheme in terms of backlog and delay.
Keywords :
Lyapunov methods; data acquisition; minimisation; quality of service; queueing theory; radio networks; stability; telecommunication network routing; Lyapunov optimization theory; backlog; data delivery; delay; drift minimization; information collection problem; information quality maximization; intelligent format selection; network stability; quadratic drift-plus-penalty expression; quality format; random event; routing decision; wireless network; wireless node; Base stations; Delay; Minimization; Optimization; Relays; Routing;
Conference_Titel :
Communications (ICC), 2012 IEEE International Conference on
Conference_Location :
Ottawa, ON
Print_ISBN :
978-1-4577-2052-9
Electronic_ISBN :
1550-3607
DOI :
10.1109/ICC.2012.6363911