Title :
A Markovian Approach to Modeling the Optimal Lifetime of Multi-hop Wireless Sensor Networks
Author :
Jian Lin ; Weitnauer, Mary Ann
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
A Markov Decision Process (MDP) framework is presented for modeling the lifetime of Multi-hop Wireless Sensor Networks (WSNs). The model applies to both non-cooperative and cooperative (CT) networks. To our knowledge, this is the first work to model the lifetime of multi-hop networks that jointly considers the dynamics of MAC layer link admission, routing layer queuing and energy evolution. We propose a new algorithm that exploits the Stochastic Shortest Path (SSP) structure and Mixed Integer Linear Programming (MILP) to efficiently solve the problem. Numerical results on the optimal lifetime of non-CT and CT networks are presented to validate the model.
Keywords :
Markov processes; integer programming; linear programming; queueing theory; telecommunication network routing; telecommunication power management; wireless sensor networks; MAC layer link admission; MDP; Markov decision process; energy evolution; mixed integer linear programming; multihop wireless sensor network; network optimal lifetime; routing layer queuing; stochastic shortest path structure; Kernel; Markov processes; Routing; Sensors; Spread spectrum communication; Vectors; Wireless sensor networks;
Conference_Titel :
Military Communications Conference, MILCOM 2013 - 2013 IEEE
Conference_Location :
San Diego, CA
DOI :
10.1109/MILCOM.2013.288