Abstract
In this paper, we study the problem of jointly maximizing network lifetime and data rate in wireless networks. For this problem, we introduce a general network utility maximization (NUM) cross-layer formulation that accommodates routing, scheduling and stream control from different layers of network with relevant constraints. In particular, based on both Lagrangian approach and Markov Chain Monte Carlo method, we extend our programming model to distributed algorithms that can dynamically approximate the optimal solution to this problem. Finally, we present computational results for the insight that can be gained from the cross-layer optimization and the distributed algorithms.
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References
Bambos, N. (1998). Toward power-sensitive network architectures in wireless communications: Concepts, issues, and design aspects. IEEE Personal Communications, 5(3), 50–59.
Xiao, M., Shroff, N. B., & Chong, E. K. P. (2003). A utility-based power-control scheme in wireless cellular systems. IEEE/ACM Transactions on Networking, 11(2), 210–221.
El Gamal, A., Nair, C., Prabhakar, B., Uysal-Biyikoglu, E., & Zahedi, S. (2002). Energy-efficient scheduling of packet transmissions over wireless networks. In Proceedings of IEEE INFOCOM 2002 (Vol. 3, pp. 1773–1782).
Yao, Y., & Giannakis, G. B. (2005). Energy-efficient scheduling for wireless sensor networks. IEEE Transactions on Communications, 53(8), 1333–1342.
Chang, J.-H., & Tassiulas, L., (2000). Energy conserving routing in wireless ad-hoc networks. In Proceedings of INFOCOM 2000 (Vol. 1, pp. 22–31).
Li, Q., Aslam, J., & Rus, D. (2001). Online power-aware routing in wireless ad-hoc networks. In Proceedings of MobiCom ’01. New York, NY, USA, ACM, pp. 97–107.
Chang, J.-H., & Tassiulas, L. (2004). Maximum lifetime routing in wireless sensor networks. IEEE/ACM Transactions on Networking, 12(4), 609–619.
Madan, R., & Lall, S. (2006). Distributed algorithms for maximum lifetime routing in wireless sensor networks. IEEE Transactions on Wireless Communications, 5(8), 2185–2193.
Cheng, M., Gong, X., & Cai, L. (2009). Joint routing and link rate allocation under bandwidth and energy constraints in sensor networks. IEEE Transactions on Wireless Communications, 8(7), 3770–3779.
Madan, R., Cui, S., Lal, S., & Goldsmith, A. (2006). Cross-layer design for lifetime maximization in interference-limited wireless sensor networks. IEEE Transactions on Wireless Communications, 5(11), 3142–3152.
Cruz, R. L., & Santhanam, A. V., (2003). Optimal routing, link scheduling and power control in multihop wireless networks. In Proceedings of IEEE INFOCOM 2003 (Vol. 1, pp. 702–711), March–April 3, 2003.
El Gamal, A., Nair, C., Prabhakar, B., Uysal-Biyikoglu, E., & Zahedi, S. (2002). Energy-efficient scheduling of packet transmissions over wireless networks. In Proceedings of IEEE INFOCOM 2002, pp. 1773–1782.
Chang, J.-H., & Tassiulas, L. (2004). Maximum lifetime routing in wireless sensor networks. IEEE/ACM Transactions on Networking, 12, 609–619.
Schurgers, C., & Srivastava, M. B. (2001). Energy efficient routing in wireless sensor networks. In Proceedings of MILCOM 2001 (Vol. 1, pp. 357–361).
Liu, J.-S., (2012). Energy-efficient cross-layer design of cooperative MIMO multi-hop wireless sensor networks using column generation. Wireless Personal Communications, 66(1), 185–205.
Nama, H., Chiang, M., & Mandayam, N. (2006). Utility-lifetime trade-off in self-regulating wireless sensor networks In Proceedings of IEEE ICC. (pp. 3511–3516).
Liu, W., Xu, K., Zhou, P., Ding, Y., & Cheng, W. (2008). A joint utility-lifetime optimization algorithm for cooperative MIMO sensor networks. In Proceedings of IEEE WCNC, pp. 1067–1072.
Vazirani, V. (2001). Approximation algrotihms. Berlin: Springer.
Liu, J.-S. (2012). A cross-layer control method for network lifetime maximization in wireless sensor networks. International Journal of Innovative Computing, Information and Control, 8, 1–23.
Ni, J., & Srikant, R. (2009). Distributed CSMA/CA algorithms for achieving maximum throughput in wireless networks. In Proceedings of information theory and applications workshop, p. 250.
Liu, J., Yi, Y., Proutiere, A., Chiang, M., & Poor, H. V. (2010). Towards utility-optimal random access without message passing. Wireless Communications and Mobile Computing, 10, 115–128.
Shakkottai, S., & Srikant, R. (2007). Network optimization and control. Foundations and Trends in Networking, 2(3), 271–379.
Boyd, S., & Vandenberghe, L. (2004). Convex optimization. Cambridge, MA: Cambridge University Press.
Tassiulas, L., & Ephremides, A. (1992). Stability properties of constrained queueing systems and scheduling policies for maximum throughput in multihop radio networks. IEEE Transactions on Automatic Control, 37(12), 1936–1949.
Shao, Z., Chen, M., Avestimehr, A. S., & Li, S. R. (2011). Cross-layer optimization for wireless networks with deterministic channel models. IEEE Transactions on Information Theory, 57(9), 5840–5862.
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Liu, JS. Distributed Lifetime and Data Rate Optimization with Dynamic Approximation in Wireless Networks. Wireless Pers Commun 75, 179–194 (2014). https://doi.org/10.1007/s11277-013-1355-x
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DOI: https://doi.org/10.1007/s11277-013-1355-x