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Published in: Cluster Computing 5/2019

09-03-2018

Genetic algorithm based sensor node classifications in wireless body area networks (WBAN)

Authors: K. Kalaiselvi, G. R. Suresh, V. Ravi

Published in: Cluster Computing | Special Issue 5/2019

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Abstract

Wireless body area network (WBAN) is a promising methodology in present health care systems to monitor, detect, predict and diagnose the disease in people. The performance of the WBAN network is affected by un-trusted nodes in WBAN network. The un-trusted sensor nodes are formed in WBAN network due to the attackers from outside the world. In this paper, sensor node classification algorithm is proposed which incorporates ANFIS classifier based trusted and un-trusted sensor nodes detection and classification system is proposed inorder to improve the efficiency of the WBAN networks. This proposed system constitutes feature extraction and classification modules. The trust features are extracted from sensor nodes and these exracted features are optimized using genetic algorithm. The performance of the WBAN network is analyzed in terms of classification rate, packet delivery ratio and latency.

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Literature
1.
go back to reference Jing, L., Ming, L., Bin, Y., Wenlong, L.: A novel energy efficient MAC protocol for wireless body area network. China Commun. 12, 11–20 (2015)CrossRef Jing, L., Ming, L., Bin, Y., Wenlong, L.: A novel energy efficient MAC protocol for wireless body area network. China Commun. 12, 11–20 (2015)CrossRef
2.
go back to reference Misra, S., Moulik, S., Chao, H.-C.: A cooperative bargaining solution for priority-based data-rate tuning in a wireless body area network. IEEE Trans. Wirel. Commun. 14(5), 2769–2777 (2015)CrossRef Misra, S., Moulik, S., Chao, H.-C.: A cooperative bargaining solution for priority-based data-rate tuning in a wireless body area network. IEEE Trans. Wirel. Commun. 14(5), 2769–2777 (2015)CrossRef
3.
go back to reference Walsh, M.J., Hayes, M.J.: Throughput rate control for an 802.15.4 wireless body area network using static and low order anti-windup techniques. In: Proc. Mediterranean Conf. Control Autom, pp. 1–6 (2007) Walsh, M.J., Hayes, M.J.: Throughput rate control for an 802.15.4 wireless body area network using static and low order anti-windup techniques. In: Proc. Mediterranean Conf. Control Autom, pp. 1–6 (2007)
4.
go back to reference Ren, Z., Qi, X., Zhou, G., Wang, H.: Exploiting the data sensitivity of neurometric fidelity for optimizing EEG sensing. IEEE J. Internet Things 1(3), 243–254 (2014)CrossRef Ren, Z., Qi, X., Zhou, G., Wang, H.: Exploiting the data sensitivity of neurometric fidelity for optimizing EEG sensing. IEEE J. Internet Things 1(3), 243–254 (2014)CrossRef
5.
go back to reference Yi, C., Wang, L., Li, Y.: Energy efficient transmission approach for WBAN based on threshold distance. IEEE Sensors J. 15(9), 5133–5141 (2015)CrossRef Yi, C., Wang, L., Li, Y.: Energy efficient transmission approach for WBAN based on threshold distance. IEEE Sensors J. 15(9), 5133–5141 (2015)CrossRef
6.
go back to reference Kelly, F., Maulloo, A., Tan, D.: Rate control in communication networks: Shadow prices, proportional fairness and stability. J. Oper. Res. Soc. 49(3), 237–252 (1998)CrossRef Kelly, F., Maulloo, A., Tan, D.: Rate control in communication networks: Shadow prices, proportional fairness and stability. J. Oper. Res. Soc. 49(3), 237–252 (1998)CrossRef
7.
go back to reference Bae, J.N., Choi, Y.H., Kim, J.Y., et al.: Efficient interference cancellation scheme for wireless body area network. J. Commun. Netw. 13(2), 167–174 (2011)CrossRef Bae, J.N., Choi, Y.H., Kim, J.Y., et al.: Efficient interference cancellation scheme for wireless body area network. J. Commun. Netw. 13(2), 167–174 (2011)CrossRef
8.
go back to reference Wang, L., Goursaud, C., Nikaein, N., et al.: Cooperative scheduling for coexisting body area networks. IEEE Trans. Wirel. Commun. 12(1), 123–133 (2013)CrossRef Wang, L., Goursaud, C., Nikaein, N., et al.: Cooperative scheduling for coexisting body area networks. IEEE Trans. Wirel. Commun. 12(1), 123–133 (2013)CrossRef
9.
go back to reference Cheng, S.H., Huang, C.Y.: Coloring-based inter-WBAN scheduling for mobile wireless body area networks. IEEE Trans. Parallel Distrib. Syst. 24(2), 250–259 (2013)MathSciNetCrossRef Cheng, S.H., Huang, C.Y.: Coloring-based inter-WBAN scheduling for mobile wireless body area networks. IEEE Trans. Parallel Distrib. Syst. 24(2), 250–259 (2013)MathSciNetCrossRef
10.
go back to reference Alam, M.M., Berder, O., Menard, D., Sentieys, O.: TAD-MAC: traffic-aware dynamic MAC protocol for wireless body area sensor networks. IEEE. J. Emerg. Sel. Topics Circ. Syst. 2(1), 109–119 (2012) Alam, M.M., Berder, O., Menard, D., Sentieys, O.: TAD-MAC: traffic-aware dynamic MAC protocol for wireless body area sensor networks. IEEE. J. Emerg. Sel. Topics Circ. Syst. 2(1), 109–119 (2012)
11.
go back to reference Kumari, P., Anjali, T.: Securing a body sensor network. In: 2017 9th International Conference on Communication Systems and Networks (COMSNETS), vol. 12(8) (2017) Kumari, P., Anjali, T.: Securing a body sensor network. In: 2017 9th International Conference on Communication Systems and Networks (COMSNETS), vol. 12(8) (2017)
12.
go back to reference Kim, B.-S., Kang, S.Y., Lim, J.H., Kim, K.H., Kim, K.-I.: A mobility-based temperature-aware routing protocol for wireless body sensor networks. In: 2017 International Conference on Information Networking (ICOIN), vol. 7(22) (2017) Kim, B.-S., Kang, S.Y., Lim, J.H., Kim, K.H., Kim, K.-I.: A mobility-based temperature-aware routing protocol for wireless body sensor networks. In: 2017 International Conference on Information Networking (ICOIN), vol. 7(22) (2017)
13.
go back to reference Jijesh, J.J. Shivashankar,: ” A survey on wireless body sensor network routing protocol classification. In: 2017 11th International Conference on Intelligent Systems and Control (ISCO), vol. 5(11) (2017) Jijesh, J.J. Shivashankar,: ” A survey on wireless body sensor network routing protocol classification. In: 2017 11th International Conference on Intelligent Systems and Control (ISCO), vol. 5(11) (2017)
14.
go back to reference Wang, Z., Yang, N., Guo, M., Zhao, H.: Human-human Interactional synchrony analysis based on body sensor networks. In: IEEE Transactions on Affective Computing, vol. 12(23) (2017) Wang, Z., Yang, N., Guo, M., Zhao, H.: Human-human Interactional synchrony analysis based on body sensor networks. In: IEEE Transactions on Affective Computing, vol. 12(23) (2017)
15.
go back to reference Sulimov, A.I., Karpov, A.V., Lapshina, I.R., Khuzyashev, R.G.: Analysis and simulation of channel non-reciprocity in meteor-burst communications. IEEE Trans. Antennas Propag. 65(4), 2009–2019 (2017)CrossRef Sulimov, A.I., Karpov, A.V., Lapshina, I.R., Khuzyashev, R.G.: Analysis and simulation of channel non-reciprocity in meteor-burst communications. IEEE Trans. Antennas Propag. 65(4), 2009–2019 (2017)CrossRef
16.
go back to reference Liu, Y., Chen, Q., Tang, X., Cai, L.X.: On the buffer energy aware adaptive relaying in multiple relay network. IEEE Trans. Wirel. Commun. 16, 6248–6263 (2017)CrossRef Liu, Y., Chen, Q., Tang, X., Cai, L.X.: On the buffer energy aware adaptive relaying in multiple relay network. IEEE Trans. Wirel. Commun. 16, 6248–6263 (2017)CrossRef
17.
go back to reference Peng, H., Tian, Y., Kurths, J., Li, L., Yang, Y., Wang, D.: Secure and energy-efficient data transmission system based on chaotic compressive sensing in body-to-body networks. IEEE Trans. Biomed. Circ. Syst. 11(3), 558–573 (2017)CrossRef Peng, H., Tian, Y., Kurths, J., Li, L., Yang, Y., Wang, D.: Secure and energy-efficient data transmission system based on chaotic compressive sensing in body-to-body networks. IEEE Trans. Biomed. Circ. Syst. 11(3), 558–573 (2017)CrossRef
18.
go back to reference Sun, S., Gong, J., He, J., Peng, S.: A spreading activation algorithm of spatial big data retrieval based on the spatial ontology model. Cluster Comput. 18(2), 563–575 (2015)CrossRef Sun, S., Gong, J., He, J., Peng, S.: A spreading activation algorithm of spatial big data retrieval based on the spatial ontology model. Cluster Comput. 18(2), 563–575 (2015)CrossRef
19.
go back to reference Yu, R., Mak, T.W.C., Zhang, R., Wong, S.H., Zheng, Y., Lau, J.Y.W., Poon, C.C.Y.: Smart healthcare: cloud-enabled body sensor networks. In: 2017 IEEE 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (2017) Yu, R., Mak, T.W.C., Zhang, R., Wong, S.H., Zheng, Y., Lau, J.Y.W., Poon, C.C.Y.: Smart healthcare: cloud-enabled body sensor networks. In: 2017 IEEE 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (2017)
20.
go back to reference Sun, Y., Wong, C., Yang, G.-Z., Lo, B.: Secure key generation using gait features for body sensor networks. In: 2017 IEEE 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (2017) Sun, Y., Wong, C., Yang, G.-Z., Lo, B.: Secure key generation using gait features for body sensor networks. In: 2017 IEEE 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (2017)
21.
go back to reference Stollenwerk, A., Sehl, F., Marx, G., Kowalewski, S., Janisch, T.: Enrichment of a diving computer with body sensor network data. In: 2017 IEEE 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (2017) Stollenwerk, A., Sehl, F., Marx, G., Kowalewski, S., Janisch, T.: Enrichment of a diving computer with body sensor network data. In: 2017 IEEE 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN) (2017)
22.
go back to reference Samanta, A., Misra, S.: Energy-efficient and distributed network management cost minimization in opportunistic wireless body area networks. IEEE Trans. Mobile Comput. 17, 376–389 (2017)CrossRef Samanta, A., Misra, S.: Energy-efficient and distributed network management cost minimization in opportunistic wireless body area networks. IEEE Trans. Mobile Comput. 17, 376–389 (2017)CrossRef
23.
go back to reference Boudargham, N., Bou Abdoy, J., Demerjianz, J., Guyeuxx, C., Makhoul, A.: Investigating low level protocols for wireless body sensor networks. In: 2016 IEEE/ACS 13th International Conference of Computer Systems and Applications (AICCSA) (2016) Boudargham, N., Bou Abdoy, J., Demerjianz, J., Guyeuxx, C., Makhoul, A.: Investigating low level protocols for wireless body sensor networks. In: 2016 IEEE/ACS 13th International Conference of Computer Systems and Applications (AICCSA) (2016)
24.
go back to reference Zhao, B., Gu, Y., Ruan, Y., Chen, Q.: Two game-based solution concepts for a two-agent scheduling problem. Cluster Comput. 19(2), 769–781 (2016)CrossRef Zhao, B., Gu, Y., Ruan, Y., Chen, Q.: Two game-based solution concepts for a two-agent scheduling problem. Cluster Comput. 19(2), 769–781 (2016)CrossRef
25.
go back to reference Sandhya, R., Sengottaiyan, N.: S-SEECH secured-scalable energy efficient clustering hierarchy protocol for wireless sensor network. In: International Conference on Data Mining and Advanced Computing (SAPIENCE) (2016) Sandhya, R., Sengottaiyan, N.: S-SEECH secured-scalable energy efficient clustering hierarchy protocol for wireless sensor network. In: International Conference on Data Mining and Advanced Computing (SAPIENCE) (2016)
Metadata
Title
Genetic algorithm based sensor node classifications in wireless body area networks (WBAN)
Authors
K. Kalaiselvi
G. R. Suresh
V. Ravi
Publication date
09-03-2018
Publisher
Springer US
Published in
Cluster Computing / Issue Special Issue 5/2019
Print ISSN: 1386-7857
Electronic ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-018-1770-6

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