Lifetime analysis of randomly deployed wireless sensor networks
2008
https://doi.org/10.7939/R3-8P4T-2218Abstract
Due to the limited energy resource in the network nodes, lifetime is a considerable issue in wireless sensor networks. When the network is randomly deployed, network lifetime exhibits a stochastic behaviour which may be strengthened by a random traffic generation scheme. This dissertation mainly deals with the lifetime study of such networks where a probabilistic approach is proposed to model the network lifetime. First, we perform the study for non-clustered networks and propose an optimal node distribution to prolong the network lifetime. Then, the analysis is extended to clustered networks resulting in a condition which determines whether clustering in the network is beneficial or not. Our results on the lifetime study are helpful in the network design step to adjust the network parameters appropriately. Moreover, we investigate the traffic load distribution over the nodes in a randomly deployed linear network. The outcome of this traffic study specifies where the network hot spot is located.
References (53)
- P. Juang, H. Oki, Y. Wang, M. Martonosi, L. S. Peh, and D. Rubenstein, "Energy- efficient computing for wildlife tracking: design tradeoffs and early experiences with zebranet," SIGOPS Oper. Syst. Rev., vol. 36, no. 5, pp. 96-107, 2002.
- A. Mainwaring, D. Culler, J. Polastre, R. Szewczyk, and J. Anderson, "Wireless sensor networks for habitat monitoring," in WSNA '02: Proceedings of the 1st ACM interna- tional workshop on Wireless sensor networks and applications. New York, NY, USA: ACM, 2002, pp. 88-97.
- A. Arora, P. Dutta, S. Bapat, V. Kulathumani, H. Zhang, V. Naik, V. Mittal, H. Cao, M. Demirbas, M. Gouda, Y. Choi, T. Herman, S. Kulkarni, U. Arumugam, M. Nesterenko, A. Vora, and M. Miyashita, "A line in the sand: a wireless sensor net- work for target detection, classification, and tracking," Comput. Netw., vol. 46, no. 5, pp. 605-634, 2004.
- M. Zhang, J. Song, and Y. Zhang, "Three-tiered sensor networks architecture for traf- fic information monitoring and processing," in Intelligent Robots and Systems, 2005. (IROS 2005). 2005 IEEE/RSJ International Conference on, Aug. 2005, pp. 2291- 2296.
- I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless sensor net- works: a survey," Comput. Netw., vol. 38, no. 4, pp. 393-422, 2002.
- J. L. Hill and D. E. Culler, "Mica: a wireless platform for deeply embedded networks," IEEE Micro, vol. 22, no. 6, pp. 12-24, Nov./Dec. 2002.
- R. M. Kling, "Intel motes: advanced sensor network platforms and applications," 2005 IEEE MTT-S International Microwave Symposium Digest, June 2005.
- W. Ye, J. Heidemann, and D. Estrin, "An energy-efficient MAC protocol for wireless sensor networks," in INFOCOM 2002. Twenty-First Annual Joint Conference of the IEEE Computer and Communications Societies. Proceedings. IEEE, vol. 3, June 2002, pp. 1567-1576.
- Y. Nam, T. Kwon, H. Lee, H. Jung, and Y. Choi, "Guaranteeing the network lifetime in wireless sensor networks: A mac layer approach," Comput. Commun., vol. 30, no. 13, pp. 2532-2545, 2007.
- L. Wang and Y. Xiao, "A survey of energy-efficient scheduling mechanisms in sensor networks," Mob. Netw. Appl., vol. 11, no. 5, pp. 723-740, 2006.
- J.-H. Chang and L. Tassiulas, "Maximum lifetime routing in wireless sensor net- works," IEEE/ACM Transactions on Networking, vol. 12, no. 4, pp. 609-619, Aug. 2004.
- W. Lai and I. C. Paschalidis, "Sensor network minimal energy routing with latency guarantees," in MobiHoc '07: Proceedings of the 8th ACM international symposium on Mobile ad hoc networking and computing. New York, NY, USA: ACM, 2007, pp. 199-208.
- J. N. Al-Karaki and A. E. Kamal, "Routing techniques in wireless sensor networks: a survey," IEEE [see also IEEE Personal Communications] Wireless Communications, vol. 11, no. 6, pp. 6-28, Dec. 2004.
- S. Cui, R. Madan, A. J. Goldsmith, and S. Lall, "Cross-layer energy and delay opti- mization in small-scale sensor networks," IEEE Transactions on Wireless Communi- cations, vol. 6, no. 10, pp. 3688-3699, Oct. 2007.
- A. Martirosyan, A. Boukerche, and R. Pazzi, "A taxonomy of cluster-based routing protocols for wireless sensor networks," in Parallel Architectures, Algorithms, and Networks, 2008. I-SPAN 2008. International Symposium on, Sydney, Australia, May 2008, pp. 247-253.
- W. B. Heinzelman, A. P. Chandrakasan, and H. Balakrishnan, "An application-specific protocol architecture for wireless microsensor networks," IEEE Transactions on Wire- less Communications, vol. 1, no. 4, pp. 660-670, Oct. 2002.
- W. Wang, V. Srinivasan, and K.-C. Chua, "Using mobile relays to prolong the lifetime of wireless sensor networks," in MobiCom '05: Proceedings of the 11th annual inter- national conference on Mobile computing and networking. New York, NY, USA: ACM Press, 2005, pp. 270-283.
- W. B. Heinzelman, "Application-specific protocol for wireless networks," Ph.D. dis- sertation, Massachusetts Institute of Technology, 2000.
- M. Bhardwaj, T. Garnett, and A. P. Chandrakasan, "Upper bounds on the lifetime of sensor networks," in Communications, 2001. ICC 2001. IEEE International Confer- ence on, vol. 3, Helsinki, Finland, 2001, pp. 785-790.
- D. M. Blough and P. Santi, "Investigating upper bounds on network lifetime exten- sion for cell-based energy conservation techniques in stationary ad hoc networks," in MobiCom '02: Proceedings of the 8th annual international conference on Mobile computing and networking. New York, NY, USA: ACM Press, 2002, pp. 183-192.
- G. Ferrari and M. Martal, "Extending the lifetime of sensor networks through adaptive reclustering," EURASIP Journal on Wireless Communications and Networking, vol. 2007, 2007.
- J.-H. Chang and L. Tassiulas, "Energy conserving routing in wireless ad-hoc net- works," in INFOCOM 2000. Nineteenth Annual Joint Conference of the IEEE Com- puter and Communications Societies. Proceedings. IEEE, vol. 1, Tel Aviv, Israel, Mar. 2000, pp. 22-31.
- R. Madan and S. Lall, "Distributed algorithms for maximum lifetime routing in wire- less sensor networks," IEEE Transactions on Wireless Communications, vol. 5, no. 8, pp. 2185-2193, Aug. 2006.
- E. J. Duarte-Melo and M. Liu, "Analysis of energy consumption and lifetime of het- erogeneous wireless sensor networks," in Global Telecommunications Conference, 2002. GLOBECOM '02. IEEE, vol. 1, Nov. 2002, pp. 21-25.
- W. Ye, J. Heidemann, and D. Estrin, "An energy-efficient MAC protocol for wireless sensor networks," in INFOCOM 2002. Twenty-First Annual Joint Conference of the IEEE Computer and Communications Societies. Proceedings. IEEE, vol. 3, 2002, pp. 1567-1576.
- S. Adlakha and M. Srivastava, "Critical density thresholds for coverage in wireless sensor networks," 2003. WCNC 2003. 2003 IEEE Wireless Communications and Net- working, vol. 3, pp. 1615-1620, Mar. 2003.
- W. Ye and J. Heidemann, Medium Access Control in Wireless Sensor Networks. Nor- well, MA, USA: Kluwer Academic Publishers, 2004.
- A. P. Azad and A. Chockalingam, "WLC12-2: Bounds on the lifetime of wireless sensor networks employing multiple data sinks," in Global Telecommunications Con- ference, 2006. GLOBECOM '06. IEEE, San Francisco, CA, USA, Nov. 2006, pp. 1-5.
- M. Bhardwaj and A. P. Chandrakasan, "Bounding the lifetime of sensor networks via optimal role assignments," in INFOCOM 2002. Twenty-First Annual Joint Con- ference of the IEEE Computer and Communications Societies. Proceedings. IEEE, vol. 3, 2002, pp. 1587-1596.
- V. Kolcihn, B. Sevast'yanov, and V. Chistyakov, Random Allocations, A. V. Balakr- ishnan, Ed. Washington D.c.: Winston and Sons, 1978.
- H. Zhang and J. Hou, "On deriving the upper bound of α-lifetime for large sensor networks," in MobiHoc '04: Proceedings of the 5th ACM international symposium on Mobile ad hoc networking and computing. New York, NY, USA: ACM Press, 2004, pp. 121-132.
- P. Hall, Introduction to the Theory of Coverage Process. John Wiley and Sons, 1988.
- M. Franceschetti and R. Meester, "Critical node lifetimes in random networks via the chen-stein method," IEEE Transactions on Information Theory, vol. 52, no. 6, pp. 2831-2837, June 2006.
- B. Bollobás and O. Riorden, Percolation. UK: Cambridge University Press, 2006.
- R. Arratia, L. Goldstein, and L. Gordon, "Poisson approximation and the chen-stein method," Statistical Science, vol. 5, no. 4, pp. 403-424, 1990.
- Q. Xue and A. Ganz, "On the lifetime of large scale sensor networks," Elsevier Journal on Computer Communications, vol. 29, pp. 502-510, 2006.
- S. M. Ross, Introduction to Probability Models, 7th ed. San Diego, US: Academic Press, 2000.
- J. Wang and I. Howitt, "Optimal traffic distribution in minimum energy wireless sen- sor networks," in Global Telecommunications Conference, 2005. GLOBECOM '05. IEEE, vol. 6, Nov./Dec. 2005.
- S. Yessad, F. Nait-Abdesselam, T. Taleb, and B. Bensaou, "R-mac: Reservation medium access control protocol for wireless sensor networks," in LCN '07: Proceed- ings of the 32nd IEEE Conference on Local Computer Networks. Washington, DC, USA: IEEE Computer Society, 2007, pp. 719-724.
- J. G. Proakis and M. Salehi, Communication Systems Engineering, 2nd ed. Upper Saddle River, NJ, USA: Prentice-Hall, 2004.
- J. Nedelman and T. Wallenius, "Bernoulli trials, Poisson trials, surprising variances, and Jensen's inequality," Journal of American Statistician Association, vol. 40, no. 4, pp. 286-289, Nov. 1986.
- S. Phoha, T. F. L. Porta, and C. Griffin, Eds., IEEE Monograph on Sensor Network Operations, 6th ed. San Diego, US: IEEE Press, 2004.
- O. Younis, M. Krunz, and S. Ramasubramanian, "Node clustering in wireless sensor networks: recent developments and deployment challenges," IEEE Network, vol. 20, no. 3, pp. 20-25, May/June 2006.
- O. Younis and S. Fahmy, "HEED: a hybrid, energy-efficient, distributed clustering ap- proach for ad hoc sensor networks," IEEE Transactions on Mobile Computing, vol. 3, no. 4, pp. 366-379, Oct./Dec. 2004.
- N. Vlajic and D. Xia, "Wireless sensor networks: to cluster or not to cluster?" in Pro- ceeding of International Symposium on a World of Wireless, Mobile and Multimedia Networks, WoWMoM., June 2006.
- S. Soro and W. B. Heinzelman, "Prolonging the lifetime of wireless sensor networks via unequal clustering," in Proceedings of 19th IEEE International Parallel and Dis- tributed Processing Symposium, 2005, Apr. 2005.
- I. S. Gradshteyn and I. M. Ryzhik, Table of Integrals, Series, and Products, 6th ed., D. Zwillinger and A. Jeffery, Eds. San Diego, US: Academic Press, 2000.
- Y.-C. Chang, Z.-S. Lin, and J.-L. Chen, "Cluster based self-organization management protocols for wireless sensor networks," IEEE Transactions on Consumer Electronics, vol. 52, no. 1, pp. 75-80, Feb. 2006.
- X. Du and F. Lin, "Improving routing in sensor networks with heterogeneous sen- sor nodes," in Vehicular Technology Conference, 2005. VTC 2005-Spring. 2005 IEEE 61st, vol. 4, May/June 2005, pp. 2528-2532.
- P. P. Pham and S. Perreau, "Performance analysis of reactive shortest path and mul- tipath routing mechanism with load balance," in INFOCOM 2003, vol. 1, Mar./Apr. 2003, pp. 251-259.
- Y. Ganjali and A. Keshavarzian, "Load balancing in ad hoc networks: single-path routing vs. multi-path routing," in INFOCOM 2004, vol. 2, Mar. 2004, pp. 1120-1125.
- C. F. Chiasserini and M. Garetto, "Modeling the performance of wireless sensor net- works," in INFOCOM 2004, vol. 1, Mar. 2004.
- P. Balister, B. Bollobas, A. Sarkar, and S. Kumar, "Reliable density estimates for cov- erage and connectivity in thin strips of finite length," in MobiCom '07: Proceedings of the 13th annual ACM international conference on Mobile computing and networking. New York, NY, USA: ACM Press, 2007, pp. 75-86.