Skip to main content
SpringerLink
Log in

Column Generation Embedding Carousel Greedy for the Maximum Network Lifetime Problem with Interference Constraints

  • Conference paper
  • First Online:
Optimization and Decision Science: Methodologies and Applications (ODS 2017)

Part of the book series: Springer Proceedings in Mathematics & Statistics ((PROMS,volume 217))

Included in the following conference series:

Abstract

We aim to maximize the operational time of a network of sensors, which are used to monitor a predefined set of target locations. The classical approach proposed in the literature consists in individuating subsets of sensors (covers) that can individually monitor the targets, and in assigning appropriate activation times to each cover. Indeed, since sensors may belong to multiple covers, it is important to make sure that their overall battery capacities are not violated. We consider additional constraints that prohibit certain sensors to appear in the same cover, since they would interfere with each other. We propose a Column Generation approach, in which the pricing subproblem is solved either exactly or heuristically by means of a recently introduced technique to enhance basic greedy algorithms, known as Carousel Greedy. Our experiments show the effectiveness of this approach.

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

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover 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

Institutional subscriptions

References

  1. Alfieri, A., Bianco, A., Brandimarte, P., Chiasserini, C.F.: Maximizing system lifetime in wireless sensor networks. Eur. J. Oper. Res. 181(1), 390–402 (2007)

    Article  MATH  Google Scholar 

  2. Awada, W., Cardei, M.: Energy-efficient data gathering in heterogeneous wireless sensor networks. In: Proceedings of the IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, pp. 53–60 (2006)

    Google Scholar 

  3. Cardei, M., Thai, M.T., Li, Y., Wu, W.: Energy-efficient target coverage in wireless sensor networks. In: Proceedings of the 24th Conference of the IEEE Communications Society, vol. 3, pp. 1976–1984 (2005)

    Google Scholar 

  4. Carrabs, F., Cerrone, C., Cerulli, R.: A tabu search approach for the circle packing problem. In: 2014 17th International Conference on Network-Based Information Systems (NBiS), pp. 165–171 (2014)

    Google Scholar 

  5. Carrabs, F., Cerulli, R., D’Ambrosio, C., Gentili, M., Raiconi, A.: Maximizing lifetime in wireless sensor networks with multiple sensor families. Comput. Oper. Res. 60, 121–137 (2015)

    Article  MATH  MathSciNet  Google Scholar 

  6. Carrabs, F., Cerulli, R., D’Ambrosio, C., Raiconi, A.: An exact algorithm to extend lifetime through roles allocation in sensor networks with connectivity constraints. Optim. Lett. (to appear). https://doi.org/10.1007/s11590-016-1072-y

  7. Carrabs, F., Cerulli, R., D’Ambrosio, C., Raiconi, A.: A hybrid exact approach for maximizing lifetime in sensor networks with complete and partial coverage constraints. J. Netw. Comput. Appl. 58, 12–22 (2015)

    Article  MATH  Google Scholar 

  8. Carrabs, F., Cerulli, R., D’Ambrosio, C., Raiconi, A.: Extending lifetime through partial coverage and roles allocation in connectivity-constrained sensor networks. IFAC-PapersOnline 49(12), 973–978 (2016)

    Article  MATH  Google Scholar 

  9. Carrabs, F., Cerulli, R., D’Ambrosio, C., Raiconi, A.: Prolonging lifetime in wireless sensor networks with interference constraints. In: Au, M., Castiglione, A., Choo, K.K., Palmieri, F., Li, K.C. (eds.) Green, Pervasive, and Cloud Computing. GPC 2017. Lecture Notes in Computer Science, vol. 10232, pp. 285–297. Springer, Cham (2017)

    Google Scholar 

  10. Castaño, F., Rossi, A., Sevaux, M., Velasco, N.: A column generation approach to extend lifetime in wireless sensor networks with coverage and connectivity constraints. Comput. Oper. Res. 52(B), 220–230 (2014)

    Google Scholar 

  11. Cerrone, C., Cerulli, R., Gaudioso, M.: Omega one multi ethnic genetic approach. Optim. Lett. 10(2), 309–324 (2016)

    Article  MATH  MathSciNet  Google Scholar 

  12. Cerrone, C., Cerulli, R., Golden, B.: Carousel greedy: a generalized greedy algorithm with applications in optimization. Comput. Oper. Res. 85, 97–112 (2017)

    Article  MathSciNet  Google Scholar 

  13. Cerulli, R., De Donato, R., Raiconi, A.: Exact and heuristic methods to maximize network lifetime in wireless sensor networks with adjustable sensing ranges. Eur. J. Oper. Res. 220(1), 58–66 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  14. Cerulli, R., Gentili, M., Raiconi, A.: Maximizing lifetime and handling reliability in wireless sensor networks. Networks 64(4), 321–338 (2014)

    Article  MathSciNet  Google Scholar 

  15. Deschinkel, K.: A column generation based heuristic for maximum lifetime coverage in wireless sensor networks. In: 5th International Conference on Sensor Technologies and Applications SENSORCOMM 11, vol. 4, pp. 209–214 (2011)

    Google Scholar 

  16. Gentili, M., Raiconi, A.: \(\alpha -\)coverage to extend network lifetime on wireless sensor networks. Optim. Lett. 7(1), 157–172 (2013)

    Article  MATH  MathSciNet  Google Scholar 

  17. Moscibroda, T., Wattenhofer, R.: Minimizing interference in ad hoc and sensor networks. In: 2nd ACM SIGACT/SIGMOBILE International Workshop on Foundations of Mobile Computing (DIALM-POMC), pp. 24–33 (2005)

    Google Scholar 

  18. Raiconi, A., Gentili, M.: Exact and metaheuristic approaches to extend lifetime and maintain connectivity in wireless sensors networks. In: Pahl, J., Reiners, T., Voss, S. (eds.) Network Optim. Lecture Notes in Computer Science, vol. 6701, pp. 607–619. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  19. Rossi, A., Singh, A., Sevaux, M.: An exact approach for maximizing the lifetime of sensor networks with adjustable sensing ranges. Comput. Oper. Res. 39(12), 3166–3176 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  20. Sterle, C., Sforza, A., Amideo, E.A., Piccolo, C.: A unified solving approach for two and three dimensional coverage problems in sensor networks. Optim. Lett. 10(5), 1101–1123 (2016)

    Google Scholar 

  21. Wang, C., Thai, M.T., Li, Y., Wang, F., Wu, W.: Minimum coverage breach and maximum network lifetime in wireless sensor networks. In: Proceedings of the IEEE Global Telecommunications Conference, pp. 1118–1123 (2007)

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Department of Mathematics, University of Salerno, Via Giovanni Paolo II 132, 84084, Fisciano, SA, Italy

    Francesco Carrabs, Ciriaco D’Ambrosio & Andrea Raiconi

  2. Department of Biosciences and Territory, University of Molise, Contrada Fonte Lappone, 86090, Pesche, IS, Italy

    Carmine Cerrone

Authors
  1. Francesco Carrabs
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Carmine Cerrone
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Ciriaco D’Ambrosio
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Andrea Raiconi
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Andrea Raiconi .

Editor information

Editors and Affiliations

  1. Department of Electrical Engineering and Information Technology, University “Federico II” of Naples, Naples, Italy

    Antonio Sforza

  2. Department of Electrical Engineering and Information Technology, University “Federico II” of Naples, Naples, Italy

    Claudio Sterle

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer International Publishing AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Carrabs, F., Cerrone, C., D’Ambrosio, C., Raiconi, A. (2017). Column Generation Embedding Carousel Greedy for the Maximum Network Lifetime Problem with Interference Constraints. In: Sforza, A., Sterle, C. (eds) Optimization and Decision Science: Methodologies and Applications. ODS 2017. Springer Proceedings in Mathematics & Statistics, vol 217. Springer, Cham. https://doi.org/10.1007/978-3-319-67308-0_16

Download citation

Publish with us

Policies and ethics

Search

Navigation