Skip to main content

Joint Optimization of System Lifetime and Network Performance for Real-Time Wireless Sensor Networks

  • Conference paper

Abstract

Maximizing the aggregate network utility and minimizing the network energy consumption are important but conflict goals in wireless sensor networks. Challenges arise due to the application-specific computing and communication resources constraints and end-to-end real-time constraints. This paper studies the tradeoff between energy consumption and network performance in Real-Time Wireless Sensor Networks (RTWSN) by investigating the interaction between the network performance optimization and network lifetime maximization problems. We address the tradeoff between these two conflict goals as a joint non-linear optimization problem. Based the solution of the optimization problem, we design an online distributed algorithm to achieve judicious tradeoff based on application-specific focus, while at the same time meeting real-time and resource constraints. Extensive simulation studies illustrate the efficiency and efficacy of the proposed algorithm.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Caccamo, M., Zhang, L.Y., Sha, L., Buttazzo, G.: An implicit prioritized access protocol for wireless sensor networks. In: Proceedings of the 23rd IEEE Real-Time Systems Symposium (RTSS), pp. 39–48 (2002)

    Google Scholar 

  2. Shu, W., Liu, X., Gu, Z., Gopalakrishnan, S.: Optimal sampling rate assignment with dynamic route selection for real-time wireless sensor networks. In: Proceedings of the 29th IEEE Real-Time Systems Symposium (RTSS 2008), Barcelona, Spain (2008)

    Google Scholar 

  3. Madan, R., Lall, S.: Distributed algorithm for maximum lifetime routing in wireless sensor networks. IEEE Transactions on Wireless Communications 5(8) (August 2006)

    Google Scholar 

  4. Heinzelman, W., Kulik, J., Balakrishnan, H.: Adaptive protocols for information dissemination in wireless sensor networks. In: Proceedings of the 5th International Conference on Mobile Computing and Networking (MobiCom), pp. 174–185 (1999)

    Google Scholar 

  5. Karp, B., Kung, H.T.: GPSR: greedy perimeter stateless routing for wireless sensor networks. In: Proceedings of the 6th International Conference on Mobile Computing and Networking (MobiCom), pp. 243–254 (2000)

    Google Scholar 

  6. Xu, Y., Heidemann, J.S., Estrin, D.: Geography-informed energy conservation for ad hoc routing. In: Proceedings of the 7th International Conference on Mobile Computing and Networking (MobiCom), pp. 70–84 (2001)

    Google Scholar 

  7. He, T., Stankovic, J.A., Lu, C., Abdelzaher, T.: SPEED: a stateless protocol for real-time communication in sensor networks. In: Proceedings of the 23rd International Conference on Distributed Computing Systems (ICDCS), pp. 46–55 (2003)

    Google Scholar 

  8. Chipara, O., He, Z., Xing, G., Chen, Q., Wang, X., Lu, C., Stankovic, J., Abdelzaher, T.: Real-time power-aware routing in sensor networks. In: Proceedings of the 14th IEEE International Workshop on Quality of Service (IWQoS), pp. 83–92 (2006)

    Google Scholar 

  9. Liu, X., Wang, Q., He, W., Caccamo, M., Sha, L.: Optimal realtime sampling rate assignment for wireless sensor networks. ACM Transactions on Sensor Networks 2(2), 263–295 (2006)

    Article  Google Scholar 

  10. Akyildiz, I.F., Melodia, T., Chowdhury, K.: Wireless Multimedia Sensor Networks: A Survey. IEEE Wireless Communications Magazine 14(6), 32–39 (2007)

    Article  Google Scholar 

  11. Rodoplu, V., Meng, T.H.: Minimum energy mobile wireless networks. IEEE J. Select. Areas Communi. 17(8), 1333–1344 (1999)

    Article  Google Scholar 

  12. Wattenhofer, R., Li, L., Bahl, P., Wan, Y.: Distributed topology control for power efficient operation in multihop wireless ad hoc networks. In: IEEE INFOCOM (2001)

    Google Scholar 

  13. Li, L., Halpern, J.Y., Bahl, P., Wang, Y., Wattenhofer, R.: Analysis of a cone-based distributed topology control algorithm for wireless multi-hop networks. In: ACM Symposium on Principle of Distributed Computing, PODC (2001)

    Google Scholar 

  14. Chang, J.H., Tassiulas, L.: Energy conserving routing in wireless ad-hoc networks. In: IEEE INFOCOM, pp. 22–31 (2000)

    Google Scholar 

  15. Zussman, G., Segall, A.: Energy efficient routing in ad hoc disaster recovery networks. In: INFOCOM (2003)

    Google Scholar 

  16. Sha, L., Liu, X., Caccamo, M., Buttazzo, G.: Online control optimization using load driven scheduling. In: Proceedings of the 39th IEEE Conference on Decision and Control, vol. 5, pp. 4877–4882 (2000)

    Google Scholar 

  17. Buttazzo, G., Caccamo, M., Zhang, L.Y., Sha, L.: An implicit prioritized access protocol for wireless sensor networks. In: Proceedings of the 23rd IEEE Real-Time Systems Symposium (RTSS), pp. 39–48 (2002)

    Google Scholar 

  18. Low, S.H., Lapsely, D.E.: Optimization flow control. I. Basic algorithm and convergence. IEEE/ACM Transactions on Networking 7, 861–874 (1999)

    Article  Google Scholar 

  19. Nama, H., Chiang, M., Mandayam, N.: Utility-lifetime trade-off in self-regulating wireless sensor networks: A cross-layer design approach. In: Proc. IEEE ICC (2006)

    Google Scholar 

  20. Zhu, J., Chen, S., Bensaou, B., Hung, K.L.: Tradeoff between lifetime and rate allocation in wireless sensor networks: a cross layer approach. In: IEEE INFOCOM 2007, pp. 267–275 (2007)

    Google Scholar 

  21. Kelly, F.: Charging and rate control for elastic traffic: Focus on elastic services over ATM networks. European transactions on telecommunications 8, 33–37 (1997)

    Article  Google Scholar 

  22. Chen, L., Low, S.H., Chiang, M., Doyle, J.C.: Cross-layer congestion control, routing and scheduling design in ad hoc wireless networks. In: IEEE INFOCOM (2006)

    Google Scholar 

  23. Lin, X., Shroff, N.B.: The impact of imperfect scheduling on cross-layer congestion control in wireless networks. IEEE/ACM Transactions on Networking 14(2), 1804–1814 (2006)

    Google Scholar 

  24. Chen, J., Kuo, T., Lu, H., Yang, C., Pang, A.: Dual power assignment for network connectivity in wireless sensor networks. In: IEEE Global Telecommunications Conference (GlobeCom)

    Google Scholar 

  25. Li, M., Liu, Y.: Underground Coal Mine Monitoring with Wireless Sensor Networks. ACM Transactions on Sensor Networks (TOSN) 5(2) (March 2009)

    Google Scholar 

  26. Moser, C., Chen, J., Thiele, L.: Power Management in Energy Harvesting Embedded Systems with Discrete Service Levels. In: The International Symposium on Low Power Electronics and Design (ISLPED) (2009)

    Google Scholar 

  27. Moser, C., Chen, J., Thiele, L.: Reward Maximization for Embedded Systems with Renewable Energies. In: The 14th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA (2008)

    Google Scholar 

  28. Hsiu, P., Wu, C., Kuo, T.: Maximum-Residual Multicasting and Aggregating in Wireless Ad-Hoc Networks. Accepted and to appear in ACM/Springer Wireless Networks

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2009 ICST Institute for Computer Science, Social Informatics and Telecommunications Engineering

About this paper

Cite this paper

Rao, L., Liu, X., Chen, JJ., Liu, W. (2009). Joint Optimization of System Lifetime and Network Performance for Real-Time Wireless Sensor Networks. In: Bartolini, N., Nikoletseas, S., Sinha, P., Cardellini, V., Mahanti, A. (eds) Quality of Service in Heterogeneous Networks. QShine 2009. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 22. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-10625-5_20

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-10625-5_20

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-10624-8

  • Online ISBN: 978-3-642-10625-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics