Data Reduction Techniques in Delay-Tolerant Wireless Sensor Networks
Abstract
This work presents a delay-tolerant sensor network model for environmental applications where a data-aware drop strategy is applied to improve the phenomenon coverage. We design a model for applications that monitor the forest temperature incidence for wildlife observation. The proposed solution modeling comprises of: (i) Phenomenon generation based on Gaussian random field; (ii) Sensing nodes with a mobile sink; (iii) Data processing based on a data-aware drop strategy; and (iv) Phenomenon reconstruction based on simple kriging interpolation. Besides the satisfactory application of our model, the results show that the performance of our strategy is approximately twice better than traditional ones.
Keywords:
Wireless Sensor Networks, Data Sample Algorithms, Application Modeling.
References
Aquino, A. L. L. and Nakamura, E. (2009). Data centric sen- sor stream reduction for real-time applications in wireless sensor networks. Sensors, 9:9666–9688.
Aurenhammer, F. (1991). Voronoi diagrams: A survey of a funda- mental data structure. ACM Computing Surveys, 23:345–405.
Baddeley, A. (2007). Spatial point processes and their application. In Weil, W., editor, Stochastic Geometry, volume 1892 of Lecture Notes in Mathematics, pages 1–75. Springer, Berlin.
Curran, K. and Knox, J. (2008). Disruption tolerant networking. Computer and Information Science, 1(1):69–71.
Diggle, P. J. and Ribeiro, P. J. (2007). Model-based Geostatis- tics. Springer.
Frery, A. C., Ramos, H. S., Alencar-Neto, J., Nakamura, E., and Lou- reiro, A. A. F. (2010). Data driven performance evaluation of wireless sensor networks. Sensors, 10(3):2150–2168.
Hengl, T. (2009). A Practical Guide to Geostatistical Mapping.
Jain, S. and Chawla, M. (2014). Survey of buffer management po- licies for delay tolerant networks. The Journal of Engineering, 2014(6):7.
Li, Y. and Bartos, R. (2014). A survey of protocols for intermittently connected delay-tolerant wireless sensor networks. Journal of Network and Computer Applications, 41(1):411–423.
Luiz, D. F., Figueiredo, C. M. S., and Nakamura, E. F. (2012). A coverage-based drop-policy in wireless sensor network with disruptive connections. In IEEE Symposium on Computers and Communications.
Prasad, P. (2015). Recent trend in wireless sensor network and its applicati- ons: a survey. Sensor Review, 35(2):229–236.
Vasconcelos, I. and Aquino, A. L. L. (2018). Redução de dados em redes de sensores sem fio tolerantes a atrasos (best paper). In Anais do XXXVI Simpósio Brasileiro de Redes de Computadores, Workshop de Trabalhos de Graduação.
Vasconcelos, I., Martins, I., Figueiredo, M., and Aquino, A. L. L. (2018). A data sample algorithm applied to wireless sensor network with disruptive connections. Computer Networks, 146(1):1–11.
Vasconcelos, I. L. C. and Aquino, A. L. L. (2014). Redução de dados baseada em amostragem para redes de sensores sem fio com tolerância a conexões disruptivas. In Workshop de Trabalhos de Iniciação Cientı́fica e Graduação (WTICGBASE).
Vasconcelos, I. L. C., Lima, D. H. S., Figueiredo, C. M. S., and Aquino, A. L. L. (2015a). A coverage algorithm for intermittently connected delay tolerant wireless sensor networks. In Proceedings of the 7th IFIP International Confe- rence on New Technologies, Mobility and Security.
Vasconcelos, I. L. C., Lima, D. H. S., Figueiredo, C. M. S., and Aquino, A. L. L. (2015b). Estratégia de redução de dados baseada em amostragem para redes de sensores sem fio tolerantes a atrasos com conexões intermitentes. In XV Escola Regional de Computação Bahia-Alagoas-Sergipe, Workshop de Trabalhos de Iniciação Cientı́fica e Graduação (WTICGBASE).
Vasconcelos, I. L. C., Lima, D. H. S., Figueiredo, C. M. S., and Aquino, A. L. L. (2015c). A sampling algorithm for intermittently connected delay tolerant wireless sensor networks. In Proceedings of the 20th IEEE Symposium on Computers and Communications,.
Wood, A. T. A. and Chan, G. (1994). Simulation of stationary gaus- sian processes in [0, 1] d . Journal of Computational and Graphical Statistics, 3(4):409– 432.
Aurenhammer, F. (1991). Voronoi diagrams: A survey of a funda- mental data structure. ACM Computing Surveys, 23:345–405.
Baddeley, A. (2007). Spatial point processes and their application. In Weil, W., editor, Stochastic Geometry, volume 1892 of Lecture Notes in Mathematics, pages 1–75. Springer, Berlin.
Curran, K. and Knox, J. (2008). Disruption tolerant networking. Computer and Information Science, 1(1):69–71.
Diggle, P. J. and Ribeiro, P. J. (2007). Model-based Geostatis- tics. Springer.
Frery, A. C., Ramos, H. S., Alencar-Neto, J., Nakamura, E., and Lou- reiro, A. A. F. (2010). Data driven performance evaluation of wireless sensor networks. Sensors, 10(3):2150–2168.
Hengl, T. (2009). A Practical Guide to Geostatistical Mapping.
Jain, S. and Chawla, M. (2014). Survey of buffer management po- licies for delay tolerant networks. The Journal of Engineering, 2014(6):7.
Li, Y. and Bartos, R. (2014). A survey of protocols for intermittently connected delay-tolerant wireless sensor networks. Journal of Network and Computer Applications, 41(1):411–423.
Luiz, D. F., Figueiredo, C. M. S., and Nakamura, E. F. (2012). A coverage-based drop-policy in wireless sensor network with disruptive connections. In IEEE Symposium on Computers and Communications.
Prasad, P. (2015). Recent trend in wireless sensor network and its applicati- ons: a survey. Sensor Review, 35(2):229–236.
Vasconcelos, I. and Aquino, A. L. L. (2018). Redução de dados em redes de sensores sem fio tolerantes a atrasos (best paper). In Anais do XXXVI Simpósio Brasileiro de Redes de Computadores, Workshop de Trabalhos de Graduação.
Vasconcelos, I., Martins, I., Figueiredo, M., and Aquino, A. L. L. (2018). A data sample algorithm applied to wireless sensor network with disruptive connections. Computer Networks, 146(1):1–11.
Vasconcelos, I. L. C. and Aquino, A. L. L. (2014). Redução de dados baseada em amostragem para redes de sensores sem fio com tolerância a conexões disruptivas. In Workshop de Trabalhos de Iniciação Cientı́fica e Graduação (WTICGBASE).
Vasconcelos, I. L. C., Lima, D. H. S., Figueiredo, C. M. S., and Aquino, A. L. L. (2015a). A coverage algorithm for intermittently connected delay tolerant wireless sensor networks. In Proceedings of the 7th IFIP International Confe- rence on New Technologies, Mobility and Security.
Vasconcelos, I. L. C., Lima, D. H. S., Figueiredo, C. M. S., and Aquino, A. L. L. (2015b). Estratégia de redução de dados baseada em amostragem para redes de sensores sem fio tolerantes a atrasos com conexões intermitentes. In XV Escola Regional de Computação Bahia-Alagoas-Sergipe, Workshop de Trabalhos de Iniciação Cientı́fica e Graduação (WTICGBASE).
Vasconcelos, I. L. C., Lima, D. H. S., Figueiredo, C. M. S., and Aquino, A. L. L. (2015c). A sampling algorithm for intermittently connected delay tolerant wireless sensor networks. In Proceedings of the 20th IEEE Symposium on Computers and Communications,.
Wood, A. T. A. and Chan, G. (1994). Simulation of stationary gaus- sian processes in [0, 1] d . Journal of Computational and Graphical Statistics, 3(4):409– 432.
Published
2019-07-01
How to Cite
VASCONCELOS, Israel; AQUINO, Andre.
Data Reduction Techniques in Delay-Tolerant Wireless Sensor Networks. In: SBC UNDERGRADUATE RESEARCH CONTEST (CTIC-SBC), 38. , 2019, Belém.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2019
.
