Skip to main content

Hybridization of Branch and Bound Algorithm with Metaheuristics for Designing Reliable Wireless Multimedia Sensor Network

  • Chapter
  • First Online:
Recent Developments in Metaheuristics

Part of the book series: Operations Research/Computer Science Interfaces Series ((ORCS,volume 62))

  • 948 Accesses

Abstract

Reliability is a key topic for Wireless Multimedia Sensor Networks (WMSNs) design which involves connectivity and coverage issues with node placement. The main contribution of this chapter is to deploy sensor nodes to maximize the WMSN reliability under a given budget constraint by considering terrain and device specifications. The reliable WMSN design with deployment, connectivity and coverage has NP-hard complexity, therefore a new hybridization of an exact algorithm with metaheuristics is proposed. A Branch&Bound (B&B) approach is embedded into Hybrid Simulated Annealing (HSA) and Hybrid Genetic Algorithm (HGA) to orient the cameras exactly. Since the complexity of the network reliability problem is NP-complete, a Monte Carlo (MC) simulation is used to estimate the network reliability . Experimental study is done on synthetically generated terrains with different scenarios. The results show that HGA outperforms the other approaches especially in large-sized sets.

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

Access this chapter

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 EPUB and 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
Hardcover Book
USD 109.99
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. I.F. Akyildiz, T. Melodia, K.R. Chowdhury, A survey on wireless multimedia sensor networks. Comput. Netw. 51(4), 921–960 (2007)

    Article  Google Scholar 

  2. A.L. Bajuelos, S. Canales, G. Hernández, A.M. Martins, Optimizing the minimum vertex guard set on simple polygons via a genetic algorithm. WSEAS Trans. Inf. Sci. Appl. 5(11), 1584–1596 (2008)

    Google Scholar 

  3. M.O. Ball, Complexity of network reliability computations. Networks 10(2), 153–165 (1980)

    Article  Google Scholar 

  4. W.W. Bein, D. Bein, S. Malladi, Reliability and fault tolerance of coverage models for sensor networks. Int. J. Sensor Netw. 5(4), 199–209 (2009)

    Article  Google Scholar 

  5. A. Efrat, S. Har-Peled, Guarding galleries and terrains. Inf. Process. Lett. 100(6), 238–245 (2006)

    Article  Google Scholar 

  6. X. Han, X. Cao, E.L. Lloyd, C.C. Shen, Deploying directional sensor networks with guaranteed connectivity and coverage, in 5th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks (SECON’08), 2008, pp. 153–160

    Google Scholar 

  7. M. Marengoni, B. Draper, A. Hanson, R. Sitaraman, A system to place observers on a polyhedral terrain in polynomial time. Image Vis. Comput. 18(10), 773–780 (2000)

    Article  Google Scholar 

  8. A. Shrestha, L. Xing, H. Liu, Infrastructure communication reliability of wireless sensor networks, in 2nd International Symposium on Dependable Autonomic and Secure Computing (DASC 2006), 2006, pp. 250–257

    Google Scholar 

  9. A. Shrestha, L. Xing, H. Liu, Modeling and evaluating the reliability of wireless sensor networks, in Reliability and Maintainability Symposium (RAMS’07), 2007, pp. 186–191

    Google Scholar 

  10. H. Topcuoglu, M. Ermis, I. Bekmezci, M. Sifyan, A new three-dimensional wireless multimedia sensor network simulation environment for connected coverage problems. Simulation 88(1), 110–122 (2012)

    Article  Google Scholar 

  11. J. Zhao, S.-C. Cheung, T. Nguyen, Optimal camera network configurations for visual tagging. IEEE J. Sel. Top. Sign. Process. 2(4), 464–479 (2008)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Omer Ozkan .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer International Publishing AG

About this chapter

Cite this chapter

Ozkan, O., Ermis, M., Bekmezci, I. (2018). Hybridization of Branch and Bound Algorithm with Metaheuristics for Designing Reliable Wireless Multimedia Sensor Network. In: Amodeo, L., Talbi, EG., Yalaoui, F. (eds) Recent Developments in Metaheuristics. Operations Research/Computer Science Interfaces Series, vol 62. Springer, Cham. https://doi.org/10.1007/978-3-319-58253-5_11

Download citation

Publish with us

Policies and ethics