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Wireless Communications and Mobile Computing
Volume 2018, Article ID 9087269, 21 pages
https://doi.org/10.1155/2018/9087269
Research Article

Analysis of Factors Affecting Energy Aware Routing in Wireless Sensor Network

1Department of Computer Science, National Textile University, Faisalabad, Pakistan
2College of Computer and Information Systems, Al Yamamah University, Riyadh, Saudi Arabia
3Department of Computer Engineering, Bahria University, Islamabad, Pakistan
4Department of Computer Science and Engineering, Kyungpook National University, Daegu, Republic of Korea

Correspondence should be addressed to Kijun Han; rk.ca.unk@nahjk

Received 28 August 2017; Accepted 27 December 2017; Published 18 February 2018

Academic Editor: Houbing Song

Copyright © 2018 Sohail Jabbar et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. “MicaZ Data Sheet,” Cross bow Technology, Inc., February 2007, http://www.openautomation.net/uploadsproductos/micaz_datasheet.pdf.
  2. S. Jabbar, M. Z. Aziz, A. A. Minhas, and D. Hussain, “PTAL: power tuning anchors localization algorithm for wireless ad-hoc micro sensors network,” in Proceedings of the 7th IEEE International Conferences on Embedded Software and Systems, Bradford, UK, 2010.
  3. X. Zhu, X. Wu, and G. Chen, “Relative localization for wireless sensor networks with linear topology,” Computer Communications, vol. 36, no. 15-16, pp. 1581–1591, 2013. View at Publisher · View at Google Scholar · View at Scopus
  4. A. Couteau, F. Evennou, and D. Cibaud, “Anchor-free absolute localization and tracking system for wireless sensor networks,” in Proceedings of the IEEE 73rd Vehicular Technology Conference (VTC-Spring '11), Yokohama, Japan, May 2011. View at Publisher · View at Google Scholar · View at Scopus
  5. S. Jabbar, A. A. Minhas, R. A. Akhtar, and M. Z. Aziz, “REAR: real-time energy-aware routing for wireless sensor network,” in Proceedings of the IEEE International Conference on Pervasive Intelligence and Computing, Chengdu, China, 2009.
  6. M. Ilyas and I. Mahgoub, Handbook of Sensor Networks: Compact Wireless and Wired Sensing Systems, CRC Press, 1st edition, 2004.
  7. S. H. Shah, W. Ali, I. Ahmad, S. Jabbar, and A. A. Minhas, “Performance analysis of queuing mechanism in voice applications,” in Proceedings of the World Congress on Engineering, London, UK, 2013.
  8. K. Pister, “Smart Dust,” 2010, http://robotics.eecs.berkeley.edu/~pister/SmartDust/.
  9. I. Lee, J. Y.-T. Leung, and S. H. Son, Handbook of Real-Time and Embeded Systems, Computer and Information Science, vol. 1, Chapman and Hall/CRC, Boca Raton, Fla, USA, 1st edition, 2008.
  10. “WSN in the real world,” ZigBee Alliance, 2011, http://www.automatedbuildings.com/releases/sep11/110929102404zigbee.html.
  11. M. Marin-Perianu, S. Chatterjea, R. Marin-Perianu et al., “Wave monitoring with wireless sensor networks,” in Proceedings of the International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP '08), Sydney, Australia, December 2008.
  12. A. Alkandari, M. Alnasheet, Y. Alabduljader, and S. M. Moein, “Wireless Sensor Network (WSN) for water monitoring system: case study of Kuwait beaches,” International Journal of Digital Information and Wireless Communications, vol. 1, no. 4, pp. 709–717, 2011. View at Google Scholar
  13. M. R. Martonosi, “The Princeton ZebraNet Project: mobile sensor networks for wildlife tracking,” 2005, http://www.cis.upenn.edu/departmental/events/abstracts-2004/marg.htm.
  14. K. H. Kwong, T. T. Wu, H. G. Goh et al., “Implementation of herd management systems with wireless sensor networks,” IET Wireless Sensor Systems, vol. 1, no. 2, pp. 55–65, 2011. View at Publisher · View at Google Scholar · View at Scopus
  15. E. H. Callaway, “NeuRFon,” 1999, http://www.encyclo.co.uk/define/NeuRFon.
  16. T. Naumowicz, R. Freeman, H. Kirk et al., “Wireless sensor network for habitat monitoring on Skomer Island,” in Proceedings of the 5th IEEE International Workshop on Practical Issues in Building Sensor Network Applications, Denver, Colo, USA, 2010.
  17. A. Alkandari, “Traffic surveillance by wireless sensor networks,” PATH Research Report, Institute of Transportation Studies, University of California, Berkeley, Calif, USA, 2007. View at Google Scholar
  18. O. Bondarenko, S. Kininmonth, and M. Kingsford, “Underwater sensor networks, oceanography and plankton assemblages,” in Proceedings of the 3rd International Conference on Intelligent Sensors, Sensor Networks and Information, 2007.
  19. A.-J. Garcia-Sanchez, F. Garcia-Sanchez, F. Losilla et al., “Wireless sensor network deployment for monitoring wildlife passages,” Sensors, vol. 10, no. 8, pp. 7236–7262, 2010. View at Publisher · View at Google Scholar · View at Scopus
  20. R. Kacimi, R. Dhaou, and A.-L. Beylot, “Using energy-efficient wireless sensor network for cold chain monitoring,” in Proceedings of the 6th IEEE Consumer Communications and Networking Conference (CCNC '09), January 2009.
  21. A. T. Kunnath and M. V. Ramesh, “Integrating Geophone Network to real-time wireless sensor network system for landslide detection,” in Proceedings of the 1st International Conference on Sensor Device Technologies and Applications, July 2010.
  22. A. J. Laflor-Hernández, J. I. Nieto-Hipólito, M. Vazquez-Briseño, H. C.-D. Avila, J. D. S. López, and E. J. García, “MMIG: a middleware for communicating a WSN to a Web site for monitoring vital signs,” in Proceedings of the Pan American Health Care Exchanges Conference, April 2011.
  23. G. Padmavathi, D. Shanmugapriya, and M. Kalaivani, “A study on vehicle detection and tracking using wireless sensor networks,” Wireless Sensor Network, vol. 2, no. 2, pp. 173–185, 2010. View at Publisher · View at Google Scholar
  24. A. D. Wood, J. A. Stankovic, G. Virone et al., “Context-aware wireless sensor networks for assisted living and residential monitoring,” IEEE Network, vol. 22, no. 4, pp. 26–33, 2008. View at Publisher · View at Google Scholar · View at Scopus
  25. C. Wartmann and S. Kohler, “Wireless sensor networks in sick buildings,” 2014, http://www.embedded.arch.ethz.ch/Projects/SickBuilding.
  26. T. Schmid, H. Dubois-Ferrière, and M. Vetterli, “SensorScope: experiences with a wireless building monitoring sensor network,” in Proceedings of the 1st Workshop on Real-World Wireless Sensor Networks, Stockholm, Sweden, June 2005.
  27. F. Ingelrest, G. Barrenetxea, G. Schaefer, M. Vetterli, O. Couach, and M. Parlange, “Sensorscope: application-specific sensor network for environmental monitoring,” ACM Transactions on Sensor Networks, vol. 6, no. 2, article 17, 2010. View at Publisher · View at Google Scholar · View at Scopus
  28. G. Barrenetxea, F. Ingelrest, G. Schaefer, M. Vetterli, O. Couach, and M. Parlange, “SensorScope: out-of-the-box environmental monitoring,” in Proceedings of the IEEE International Conference on Information Processing in Sensor Networks (IPSN '08), pp. 332–343, St. Louis, Mo, USA, April 2008. View at Publisher · View at Google Scholar · View at Scopus
  29. P. M. Vetterli, “Sensorscope: sensor networks for environmental monitoring,” 2013, http://lcav.epfl.ch/sensorscope-en.
  30. D. Rus and E. Basha, Wireless Sensor Network Provides Early Flood Detection for Underserved Countries, Microsoft Reseach, Washington, DC, USA, 2006.
  31. S. H. Wright, “Students tackle flooding in Honduras,” 2005, http://newsoffice.mit.edu/2005/honduras.
  32. C. Tschudin, S. Gruber, D. V. Muhll, A. Hasler, and I. Talzi, “PermaSense Project home page,” 2006, http://cn.cs.unibas.ch/projects/permasense/.
  33. I. Talzi, A. Hasler, S. Gruber, and C. Tschudin, “PermaSense: investigating permafrost with a WSN in the Swiss Alps,” in Proceedings of the 4th Workshop on Embedded Networked Sensors (EmNets '07), pp. 8–12, ACM, Cork, Ireland, June 2007. View at Publisher · View at Google Scholar · View at Scopus
  34. S. Khan, A. Abbas, T. Rana, and J. Carroll, Dairy Water Use in Australian Dairy Farms: Past Trends and Future Prospects, CSIRO: Water for a Healthy Country National Research Flagship, Canberra, Australia, 2010.
  35. M. Ito, Y. Katagiri, M. Ishikawa, and H. Tokuda, “Airy notes: an experiment of microclimate monitoring in shinjuku gyoen garden,” in Proceedings of the 4th International Conference on Networked Sensing Systems, pp. 260–266, Braunschweig, Germany, June 2007. View at Publisher · View at Google Scholar · View at Scopus
  36. M. Ito, “Airy Notes,” 2006, http://www.niya.net/airynotes.html.
  37. G. Tolle, J. Polastre, R. Szewczyk et al., “A macroscope in the redwoods,” in Proceedings of the 3rd ACM International Conference on Embedded Networked Sensor Systems (SenSys '05), pp. 51–63, San Diego, Calif, USA, November 2005. View at Publisher · View at Google Scholar
  38. N. G. Yang, “Redwoods go high tech: researchers use wireless sensors to study California's state tree,” 2003, http://www.berkeley.edu/news/media/releases/2003/07/28_redwood.shtml.
  39. G. Werner-Allen, K. Lorincz, M. Welsh et al., “Deploying a wireless sensor network on an active volcano,” IEEE Internet Computing, vol. 10, no. 2, pp. 18–25, 2006. View at Publisher · View at Google Scholar · View at Scopus
  40. H. A. Gurbhej Singh, “Design and architectural issues in wireless sensor networks,” International Journal of Advanced Research in Computer Science and Software Engineering, vol. 3, no. 1, 2013. View at Google Scholar
  41. W. Lingming, Physical Layer and Application Layer Issues of Wireless Sensor Network, The University of Texas at Arlington, Arlington, Tex, USA, 2006.
  42. G. Shankar, T. G. Basavaraju, D. Manjaiah, and K. S. Subir, “Issues in wireless sensor networks,” in Proceedings of the World Congress on Engineering, London, UK, 2008.
  43. A. Jain, D. Sharma, M. Goel, and A. K. Verma, “Protocols for network and data link layer in WSNs: a review and open issues,” in Advances in Networks and Communications, Communications in Computer and Information Science, vol. 132, pp. 546–555, Springer, 2011. View at Publisher · View at Google Scholar · View at Scopus
  44. I. S. Demirkol, Medium Access Control Layer Performance Issues in Wireless Sensor Network, Boğaziçi University, 2008.
  45. A. A. Alhameed and S. G. Baicher, “MAC layer overview for wireless sensor networks,” in Proceedings of the International Conference on Computer Networks and Communication Systems, 2012. View at MathSciNet
  46. P. R. Gundalwar and V. N. Chavan, “Analysis of Wireless Sensor Networks (WSNs) and routing issues,” International Journal of Engineering Research & Technology, vol. 1, no. 8, 2012. View at Google Scholar
  47. Y. K. Tan, Ed.“Routing security issues in wireless sensor networks: attacks and defenses,” in Sustainable Wireless Sensor Networks, pp. 279–309, INTECH Publishers, 2010.
  48. S. Jabbar, A. A. Minhas, A. Paul, and S. Rho, “MCDA: multilayer cluster designing algorithm for network lifetime improvement of homogenous wireless sensor networks,” The Journal of Supercomputing, vol. 11227, 2014. View at Google Scholar
  49. A. Rahman, S. A. El, and W. Gueaieb, “Wireless sensor network transport layer: state of the art,” in Sensors, S. Mukhopadhyay and R. Huang, Eds., vol. 21, pp. 221–245, Springer, Berlin, Germany, 2008. View at Google Scholar
  50. S. Zafar, “A survey of transport layer protocols for wireless sensor networks,” International Journal of Computer Applications, vol. 33, no. 1, pp. 44–50, 2011. View at Google Scholar
  51. L. Wang, Physical Layer and Application Layer Issues of Wireless Sensor Network, The University of Texas at Arlington, 2006.
  52. M. A. Tawhid and H. Mahmood, “Recent trends in wireless sensor networks with applications,” International Journal of Distributed Sensor Networks, vol. 2014, Article ID 912574, 4 pages, 2014. View at Publisher · View at Google Scholar
  53. K. Maraiya, K. Kant, and N. Gupta, “Application based study on wireless sensor network,” International Journal of Computer Applications, vol. 21, no. 8, pp. 9–15, 2011. View at Publisher · View at Google Scholar
  54. I. F. Akyildiz, D. Pompili, and T. Melodia, “Underwater Acoustic Sensor Networks (UW-ASN),” 2004, http://www.ece.gatech.edu/research/labs/bwn/UWASN/.
  55. M. Hammoudeh and R. Newman, “Information extraction from sensor networks using the Watershed transform algorithm,” Information Fusion, vol. 22, pp. 39–49, 2015. View at Publisher · View at Google Scholar · View at Scopus
  56. M. Hammoudeh, F. Al-Fayez, H. Lloyd et al., “A wireless sensor network border monitoring system: deployment issues and routing protocols,” IEEE Sensors Journal, vol. 17, no. 8, pp. 2572–2582, 2017. View at Publisher · View at Google Scholar
  57. S. Jabbar, Energy efficient multi-layer design of wireless sensor networks [Ph.D. thesis], Bahria University, Islamabad, Pakistan, 2015.
  58. Y.-B. Ko and N. H. Vaidya, “Location‐aided routing (LAR) in mobile ad hoc networks,” Wireless Networks, vol. 6, no. 4, pp. 307–321, 2000. View at Publisher · View at Google Scholar
  59. J. A. Stankovic, “Wireless sensor networks,” Computer Magazine, vol. 41, no. 10, pp. 92–95, 2008. View at Publisher · View at Google Scholar · View at Scopus
  60. A. A. Minhas, Power Aware Routing Protocols for Wireless Ad Hoc Sensor Networks, Graz University of Technology, Graz, Austria, 2007.
  61. S. Jabbar, Energy Aware Real-Time Routing in Wireless Sensor Network, Bahria University, Islamabad, Pakistan, 2009.
  62. D. Zhao, K.-W. Chin, and R. Raad, “Minimizing broadcast latency and redundancy in asynchronous wireless sensor networks,” Wireless Networks, vol. 20, no. 3, pp. 345–360, 2014. View at Publisher · View at Google Scholar · View at Scopus
  63. J. A. Sanchez, P. M. Ruiz, and R. Marin-Perez, “Beacon-less geographic routing made practical: challenges, design guidelines, and protocols,” IEEE Communications Magazine, vol. 47, no. 8, pp. 85–91, 2009. View at Publisher · View at Google Scholar · View at Scopus
  64. J. Son and T.-Y. Byun, “A routing scheme with limited flooding for wireless sensor networks,” International Journal of Future Generation Communication and Networking, vol. 3, no. 3, 2010. View at Google Scholar
  65. V. Madhusudhana and S. P. Gururaj, “A survey—an efficient flooding scheme for mitigating broadcast storm problem in wireless sensor network,” International Journal of Advanced Research in Computer Engineering & Technology, vol. 4, no. 5, pp. 2417–2421, 2015. View at Google Scholar
  66. J. Wu and W. Lou, “Forward-node-set-based broadcast in clustered mobile ad hoc networks,” Wireless Communications and Mobile Computing, vol. 3, no. 2, pp. 155–173, 2003. View at Publisher · View at Google Scholar · View at Scopus
  67. I. A. Umar, Z. M. Hanapi, A. Sali, and Z. A. Zulkarnain, “FuGeF: a resource bound secure forwarding protocol for wireless sensor networks,” Sensors, vol. 16, no. 6, article 943, 20 pages, 2016. View at Publisher · View at Google Scholar · View at Scopus
  68. A. Vallimayil, K. M. K. Raghunath, V. R. S. Dhulipala, and R. M. Chandrasekaran, “Role of relay node in Wireless Sensor Network: a survey,” in Proceedings of the 3rd International Conference on Electronics Computer Technology, pp. 160–167, Kanyakumari, India, April 2011. View at Publisher · View at Google Scholar · View at Scopus
  69. K. Lee and H. Lee, “A self-organized and smart-adaptive clustering and routing approach for wireless sensor networks,” International Journal of Distributed Sensor Networks, vol. 2012, Article ID 156268, 13 pages, 2012. View at Publisher · View at Google Scholar · View at Scopus
  70. R. A. Akhtar, A. A. Minhas, and S. Jabbar, “Energy aware intra-cluster routing for wireless sensor networks,” International Journal for Hybrid Information Technology, vol. 13, no. 1, 2010. View at Google Scholar
  71. W. R. Heinzelman, A. Chandrakasan, and H. Balakrishnan, “Energy-efficient communication protocol for wireless microsensor networks,” in Proceedings of the 33rd Annual Hawaii International Conference on System Siences (HICSS '00), Maui, Hawaii, USA, January 2000.
  72. S. Jabbar, A. A. Minhas, and R. A. Akhtar, “SPERT: a stateless protocol for energy-sensitive real-time routing for wireless sensor network,” in Proceedings of the International Conference on Information and Communication Technologies, Karachi, Pakistan, August 2009.
  73. A. A. Minhas, S. Jabbar, M. Zubair Aziz, and W. Mahmood, “QERT: query-based energy-aware real-time routing for wireless sensor network,” in Proceedings of the IEEE 10th International Conference on Computer and Information Technology (CIT '10), pp. 2861–2866, Bradford, UK, 2010. View at Publisher · View at Google Scholar
  74. M. Qayyum, S. Jabbar, S. Rizwan, and F. Azam, “Stagnant free ant based energy aware heuristic routing in wireless sensor network,” in Proceedings of the 13th International Conference on Collaboration Technologies and Systems (CTS '12), pp. 164–169, Denver, Colo, USA, May 2012. View at Publisher · View at Google Scholar · View at Scopus
  75. S. M. Khan, M. M. Khan, and N. A. Khan, “Route constancy and energy aware routing protocol for MANET,” International Journal of Computer Science and Network Security, vol. 17, no. 5, pp. 56–64, 2017. View at Google Scholar
  76. M. Aissani, S. Bouznad, A. Hariza, and S.-E. Allia, “An effective approach for handling both open and closed voids in wireless sensor networks,” Sensors & Transducers Journal, vol. 14, no. 2, pp. 196–210, 2012. View at Google Scholar · View at Scopus
  77. M. Aissani, S. Bouznad, S.-E. Allia, and A. Hariza, “Efficient forwarding approach on boundaries of voids in wireless sensor networks,” International Journal on Advances in Telecommunications, vol. 5, no. 3, 2012. View at Google Scholar
  78. Q. Fang, J. Gao, and L. J. Guibas, “Locating and bypassing holes in sensor networks,” Mobile Networks and Applications, vol. 11, no. 2, pp. 187–200, 2006. View at Publisher · View at Google Scholar · View at Scopus
  79. T. He, J. A. Stankovic, C. Lu, and T. F. Abdelzaher, “A spatiotemporal communication protocol for wireless sensor networks,” IEEE Transactions on Parallel and Distributed Systems, vol. 16, no. 10, pp. 995–1006, 2005. View at Publisher · View at Google Scholar · View at Scopus
  80. M. Chen, T. Kwon, S. Mao, Y. Yuan, and V. C. M. Leung, “Reliable and energy-efficient routing protocol in dense wireless sensor networks,” International Journal of Sensor Networks, vol. 4, no. 1-2, pp. 104–117, 2008. View at Publisher · View at Google Scholar · View at Scopus
  81. B. A. Bakr and L. Lilien, “LEACH-SM: a protocol for extending wireless sensor network lifetime by management of spare nodes,” in Proceedings of the International Symposium of on Modeling and Optimization of Mobile, Ad Hoc, and Wireless Networks (WiOpt '11), Princeton, NJ, USA, May 2011. View at Publisher · View at Google Scholar · View at Scopus
  82. S. Jabbar and S. H. Shah, Optimizing throughput using energy efficient data aggregation technique for cluster based wireless sensor network [M.S. thesis], Bahria University Islamabad Campus, Islamabad, Pakistan, 2011.
  83. C.-S. Nam, H.-Y. Cho, and D.-R. Shin, “Efficient path setup and recovery in wireless sensor networks by using the routing table,” in Proceedings of the 2nd International Conference on Education Technology and Computer (ICETC '10), pp. V4156–V4159, June 2010.
  84. A. Iwata, C.-C. Chiang, G. Pei, M. Gerla, and T.-W. Chen, “Scalable routing strategies for ad hoc wireless networks,” IEEE Journal on Selected Areas in Communications, vol. 17, no. 8, pp. 1369–1379, 1999. View at Publisher · View at Google Scholar · View at Scopus
  85. D. N. Sandeep and V. Kumar, “Review on clustering, coverage and connectivity in underwater wireless sensor networks: a communication techniques perspective,” IEEE Access, vol. 5, pp. 11176–11199, 2017. View at Publisher · View at Google Scholar · View at Scopus
  86. M. M. Zanjireh and H. Larijani, “A survey on centralised and distributed clustering routing algorithms for WSNs,” in Proceedings of the IEEE 81st Vehicular Technology Conference (VTC Spring '15), Glasgow, UK, May 2015.
  87. A. Cenedese, M. Luvisotto, and G. Michieletto, “Distributed clustering strategies in industrial wireless sensor networks,” IEEE Transactions on Industrial Informatics, vol. 13, no. 1, pp. 228–237, 2017. View at Publisher · View at Google Scholar · View at Scopus
  88. S. Jabbar, A. A. Minhas, M. Gohar, A. Paul, and S. Rho, “E-MCDA: extended-multilayer cluster designing algorithm for network lifetime improvement of homogenous wireless sensor networks,” International Journal of Distributed Sensor Networks, vol. 2015, Article ID 902581, 21 pages, 2015. View at Publisher · View at Google Scholar · View at Scopus
  89. J. Yu, Y. Qi, G. Wang, Q. Guo, and X. Gu, “An energy-aware distributed unequal clustering protocol for wireless sensor networks,” International Journal of Distributed Sensor Networks, vol. 2011, Article ID 202145, 8 pages, 2011. View at Publisher · View at Google Scholar · View at Scopus
  90. S. Jabbar, A. A. Minhas, M. Imran, S. Khalid, and K. Saleem, “Energy efficient strategy for throughput improvement in wireless sensor networks,” Sensors, vol. 15, no. 2, pp. 2473–2495, 2015. View at Publisher · View at Google Scholar · View at Scopus
  91. S. Jabbar, A. E. Butt, Najm-us-Sehr, and A. A. Minhas, “TLPER: threshold based load balancing protocol for energy efficient routing in WSN,” in Proceedings of the 13th International Conference on Advanced Communication Technology (ICACT '11), Seoul, South Korea, 2011.
  92. S. Jabbar, M. Khan, B. N. Silva, and K. Han, “A REST-based industrial web of things’ framework for smart warehousing,” The Journal of Supercomputing, pp. 1–15, 2016. View at Publisher · View at Google Scholar
  93. A. Ahmad, A. Paul, M. Khan et al., “Energy efficient hierarchical resource management for mobile cloud computing,” IEEE Transactions on Sustainable Computing, vol. 2, no. 2, pp. 100–112, 2017. View at Publisher · View at Google Scholar