Adapting an evolutionary metaheuristic to generate routing trees in a wireless sensor network in the context of precision agriculture
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Abstract
Wireless sensor networks (wsn) are widely used to monitor variables of interest in phenomena such as crop fields. In such a context the inclusion of a wsn strengthens the task of precision agriculture. For networks used in precision agriculture design challenges have emerged, like the need to achieve longevity for sensor nodes (serving as a data source), of not less than six months, corresponding to the cultivation periods. Previous works say that the routing technique used in wireless sensor networks is a high incidence factor in its longevity. In this paper, mor4wsn, a routing proposal coming from the adaptation of a multi-objective genetic algorithm (moga) approach is presented. mor4wsn creates tree structures from wsn deployment for proper routing to preserve the longevity in a wsn. Preliminary evaluation shows promising results.
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References
[2] X. Cui and Z. Liu, 'BCEE: a balanced-clustering, energy-efficient hierarchical routing protocol in wireless sensor networks', in Network Infrastructure and Digital Content, 2009. IC-NIDC 2009. IEEE International Conference on, 2009, pp. 26–30.
[3] D. Emmen, 'La agricultura de precisión: una alternativa para optimizar los sistemas de producción', Investig. Pensam. Crít., Vol. 2, pp. 68–74, 2004.
[4] D. Villón Valdiviezo, 'Diseño de una red de sensores inalámbrica para agricultura de precisión/ Daniel Villón Valdivieso', 2011.
[5] A. Bari, S. Wazed, A. Jaekel, and S. Bandyopadhyay, 'A genetic algorithm based approach for energy efficient routing in two-tiered sensor networks', Ad Hoc Netw., vol. 7, N.° 4, pp. 665–676, Jun. 2009.
[6] C. C. Nayibe, T. B. D. Alexander, A. Z. L. Cristina, and C. O. L. Miguel, 'Redes de Sensores Inalámbricos'.
[7] A. M. Rodríguez-Vivas, J.C. Corrales-Muñoz, 'Adaptación del Algoritmo Genético para la Creación de Árboles de Enrutamiento en una Red de Sensores Inalámbricos', Lámpsakos, N.° 10, pp. 34-42, 2013.
[8] A. León Javier, 'Diseño e implementación en hardware de un algoritmo bio-inspirado', Instituto Politécnico Nacional, México D. F., 2009.
[9] K. Deb, S. Agrawal, A. Pratap, and T. Meyarivan, 'A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II', Lect. Notes Comput. Sci., Vol. 1917, pp. 849–858, 2000.
[10] K. Deb, A. Pratap, S. Agarwal, and T. Meyarivan, 'A fast and elitist multiobjective genetic algorithm: NSGA-II', Evol. Comput. IEEE Trans. On, Vol. 6, N.° 2, pp. 182–197, 2002.
[11] O. Islam, S. Hussain, and H. Zhang, 'Genetic algorithm for data aggregation trees in wireless sensor networks', 2007.
[12] A. Chakraborty, S. Kumar, and M. Kanti, 'A genetic Algorithm Inspired Routing Protocol for Wireless Sensor Networks', International Journal of Computational Intelligence Theory and Practice, vol. 6 N.° 1, 2011.
[13] S. K. Gupta, P. Kuila, and P. K. Jana, 'GAR: An energy efficient ga-based routing for wireless sensor networks', in Distributed Computing and Internet Technology, Springer, 2013, pp. 267–277.
[14] A. Bari, S. Wazed, A. Jaekel, and S. Bandyopadhyay, 'A genetic algorithm based approach for energy efficient routing in two-tiered sensor networks', Ad Hoc Netw., Vol. 7, N.° 4, pp. 665–676, Jun. 2009.
[15] I. Apetroaei, I.-A. Oprea, B.-E. Proca, and L. Gheorghe, 'Genetic algorithms applied in routing protocols for wireless sensor networks', 2011, pp. 1–6.
[16] S. Yoo, J. Kim, T. Kim, S. Ahn, J. Sung, and D. Kim, 'A 2 S: automated agriculture system based on WSN', 2007, pp. 1–5.
[17] N. P. Karthickraja, V. Sumathy, and J. Ahamed, 'A novel hybrid routing protocol for data aggregation in agricultural applications', 2010, pp. 227–231.
[18] A. H. Kabashi and J. M. H. Elmirghani, 'A Technical Framework for Designing Wireless Sensor Networks for Agricultural Monitoring in Developing Regions', 2008, pp. 395–401.
[19] J. Panchard, S. Rao, J.-P. Hubaux, and H. S. Jamadagni, 'COMMONSense Net: A Wireless Sensor Network for Resource-Poor Agriculture in the Semiarid Areas of Developing Countries'. Inf. Technol. Int. Dev., vol. 4, N.° 1, 2007.
[20] J. Hu, L. Shen, Y. Yang, and R. Lv, 'Design and implementation of wireless sensor and actor network for precision agriculture', 2010, pp. 571–575.
[21] A. M. Ortiz Torres, 'Técnicas de enrutamiento inteligente para redes de sensores inalámbricos'. Tesis doctoral. Universidad de Castilla La Mancha. Albacete–España, 2011.
[22] A. Rodríguez, A. Ordóñez, A. Ordóñez, 'Energy consumption optimization for sensor networks in the IoT', IEEE Colombian Conference on Communications and Computing, 2015.