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2021 | OriginalPaper | Chapter

Cluster-Based Data Aggregation in Wireless Sensor Networks: A Bayesian Classifier Approach

Authors : Lokesh B. Bhajantri, Basavaraj G. Kumbar

Published in: Evolutionary Computing and Mobile Sustainable Networks

Publisher: Springer Singapore

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Abstract

The network is composed of wireless distributed sensor nodes with data computational capabilities. In each cluster, the cluster member nodes are used to send the sensed data to their respective cluster head to aggregate and classify the data effectively. In this work, the algorithm for cluster-based aggregation of data using the Naive Bayesian Classifier is proposed. The proposed scheme provides better performance rather than existing algorithms with accuracy, efficient energy utilization, and computation overhead.

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Literature
1.
go back to reference Sharma S, Bansal RK, Bansal S (2013) Issues and challenges in wireless sensor networks. In: International conference on Machine Intelligence and Research Advancement, pp 58–62 Sharma S, Bansal RK, Bansal S (2013) Issues and challenges in wireless sensor networks. In: International conference on Machine Intelligence and Research Advancement, pp 58–62
2.
go back to reference Suo H, Wan J, Huang L, Zou C (2012) Issues and challenges of wireless sensor networks localization in emerging applications. In: International conference on computer science and electronics engineering, vol 3:447–451 Suo H, Wan J, Huang L, Zou C (2012) Issues and challenges of wireless sensor networks localization in emerging applications. In: International conference on computer science and electronics engineering, vol 3:447–451
3.
go back to reference Ihsan A, Rahim K, Mehdi H, Mustaq, A (2013) Energy aware routing and data aggregation in wireless sensor Networks. In: 2nd International Conference on Machine Learning and Computer Science, pp 27–30 Ihsan A, Rahim K, Mehdi H, Mustaq, A (2013) Energy aware routing and data aggregation in wireless sensor Networks. In: 2nd International Conference on Machine Learning and Computer Science, pp 27–30
4.
go back to reference Bhaskar K, Deborah E, Stephen W (2002) The Impact of Data Aggregation in Wireless Sensor Networks. In: International conference on Distributed Computing Systems, pp 575–578 Bhaskar K, Deborah E, Stephen W (2002) The Impact of Data Aggregation in Wireless Sensor Networks. In: International conference on Distributed Computing Systems, pp 575–578
5.
go back to reference Yuea, J., Zhang, W., Xiao, W., Tang, D., Tang, J.: Energy Efficient and Balanced Cluster-Based Data Aggregation Algorithm for Wireless Sensor Networks. In: 2012 International Workshop on Information and Electronics Engineering, vol.29, pp. 2009–2015, (2012) Yuea, J., Zhang, W., Xiao, W., Tang, D., Tang, J.: Energy Efficient and Balanced Cluster-Based Data Aggregation Algorithm for Wireless Sensor Networks. In: 2012 International Workshop on Information and Electronics Engineering, vol.29, pp. 2009–2015, (2012)
6.
go back to reference Ranjani, S. S., Radhakrishnan, S., Thangaraj, C.: Energy-efficient Cluster Based Data Aggregation for Wireless Sensor Networks. In: 2012 International Conference on Recent Advances in Computing and Software Systems, pp. 174–179, (2012) Ranjani, S. S., Radhakrishnan, S., Thangaraj, C.: Energy-efficient Cluster Based Data Aggregation for Wireless Sensor Networks. In: 2012 International Conference on Recent Advances in Computing and Software Systems, pp. 174–179, (2012)
7.
go back to reference Ranjani, S. S., Radhakrishnan, S., Thangaraj, C.: Secure Cluster Based Data Aggregation in Wireless Sensor Networks. In: IEEE International Conference on Science Engineering and Management Research, pp. 11–6, (2014) Ranjani, S. S., Radhakrishnan, S., Thangaraj, C.: Secure Cluster Based Data Aggregation in Wireless Sensor Networks. In: IEEE International Conference on Science Engineering and Management Research, pp. 11–6, (2014)
8.
go back to reference Jan B, Farman H, Javed H, Montrucchio B, Khan M, Ali S (2017) Energy Efficient Hierarchical Clustering Approaches in Wireless Sensor Networks: A Survey. Journal on Wireless Communications and Mobile Computing 2017(6457942):1–14CrossRef Jan B, Farman H, Javed H, Montrucchio B, Khan M, Ali S (2017) Energy Efficient Hierarchical Clustering Approaches in Wireless Sensor Networks: A Survey. Journal on Wireless Communications and Mobile Computing 2017(6457942):1–14CrossRef
9.
go back to reference Jothi S, Chandrasekaran M (2016) Cluster Based Compressed Data Aggregation and Routing in WSN. International Journal of Intelligent Engineering and Systems 9(4):69–78CrossRef Jothi S, Chandrasekaran M (2016) Cluster Based Compressed Data Aggregation and Routing in WSN. International Journal of Intelligent Engineering and Systems 9(4):69–78CrossRef
10.
go back to reference Sinha A, Lobiyal DK (2013) Performance Evaluation of Data Aggregation for Cluster-Based Wireless Sensor Networks. Journal on Human-centric Computing and Information Sciences 3(13):1–17 Sinha A, Lobiyal DK (2013) Performance Evaluation of Data Aggregation for Cluster-Based Wireless Sensor Networks. Journal on Human-centric Computing and Information Sciences 3(13):1–17
11.
go back to reference Abasi, A., Sajedi, H.: Data Aggregation in Wireless Sensor Network Based On Dynamic Fuzzy Clustering. In: Fourth International Conference on Soft Computing, Artificial Intelligence and Applications pp. 125–138, (2015) Abasi, A., Sajedi, H.: Data Aggregation in Wireless Sensor Network Based On Dynamic Fuzzy Clustering. In: Fourth International Conference on Soft Computing, Artificial Intelligence and Applications pp. 125–138, (2015)
12.
go back to reference Mezrag, F., Bitam, S., Mellouk, A.: Secure Routing in Cluster-Based Wireless Sensor Networks, In: IEEE International Conference on Global Telecommunications, pp. 1–6, (2017) Mezrag, F., Bitam, S., Mellouk, A.: Secure Routing in Cluster-Based Wireless Sensor Networks, In: IEEE International Conference on Global Telecommunications, pp. 1–6, (2017)
13.
go back to reference Randhawa S, Jain S (2017) Data Aggregation in Wireless Sensor Networks: Previous Research, Current Status and Future Directions. Journal on Wireless Personal Communications 97(3):3355–3425CrossRef Randhawa S, Jain S (2017) Data Aggregation in Wireless Sensor Networks: Previous Research, Current Status and Future Directions. Journal on Wireless Personal Communications 97(3):3355–3425CrossRef
14.
go back to reference Fanian F, Rafsanjani MK (2019) Cluster-Based Routing Protocols in Wireless Sensor Networks: A survey. Journal of Network and Computer Applications 142:111–142CrossRef Fanian F, Rafsanjani MK (2019) Cluster-Based Routing Protocols in Wireless Sensor Networks: A survey. Journal of Network and Computer Applications 142:111–142CrossRef
15.
go back to reference Dhand, G., Tyag, S. S.: Data Aggregation Techniques in WSN: Survey. In: 2nd International Conference on Intelligent Computing, Communication & Convergence, vol. 92, pp. 378–384, (2016) Dhand, G., Tyag, S. S.: Data Aggregation Techniques in WSN: Survey. In: 2nd International Conference on Intelligent Computing, Communication & Convergence, vol. 92, pp. 378–384, (2016)
16.
go back to reference Razaque A, Rizvi SS (2017) Secure Data Aggregation using Access Control and Authentication for Wireless Sensor Networks. Journal on Computers and Security 70:532–545CrossRef Razaque A, Rizvi SS (2017) Secure Data Aggregation using Access Control and Authentication for Wireless Sensor Networks. Journal on Computers and Security 70:532–545CrossRef
17.
go back to reference Nalini, S., Valarmathi, A.: Fuzzy Association Rule Based Cluster Head Selection in Wireless Sensor Networks. In: 2nd International Conference on Green High Performance Computing”, pp. 1–5, (2016) Nalini, S., Valarmathi, A.: Fuzzy Association Rule Based Cluster Head Selection in Wireless Sensor Networks. In: 2nd International Conference on Green High Performance Computing”, pp. 1–5, (2016)
18.
go back to reference Harb H, Makhoul A, Tawbi S, Couturier R (2017) Comparison of Different Data Aggregation Techniques in Distributed Sensor Networks. Journal of IEEE Access 5:4250–4263CrossRef Harb H, Makhoul A, Tawbi S, Couturier R (2017) Comparison of Different Data Aggregation Techniques in Distributed Sensor Networks. Journal of IEEE Access 5:4250–4263CrossRef
19.
go back to reference Haseeb K, Bakar KA, Abdullah AH, Darwish T (2017) Adaptive Energy Aware Cluster Based Routing Protocol for Wireless Sensor Networks. Journal on Wireless Networks 23(6):1953–1966CrossRef Haseeb K, Bakar KA, Abdullah AH, Darwish T (2017) Adaptive Energy Aware Cluster Based Routing Protocol for Wireless Sensor Networks. Journal on Wireless Networks 23(6):1953–1966CrossRef
20.
go back to reference Khorasani F, Naji HR (2017) Energy Efficient Data Aggregation in Wireless Sensor Networks Using Neural Networks”. International Journal of Sensor Networks 24(2):26–42CrossRef Khorasani F, Naji HR (2017) Energy Efficient Data Aggregation in Wireless Sensor Networks Using Neural Networks”. International Journal of Sensor Networks 24(2):26–42CrossRef
21.
go back to reference Mohammad M, Subhash C, Rami A (2010) Bayesian fusion algorithm for inferring trust in wireless sensor networks. J Netw 5(7):815–822 Mohammad M, Subhash C, Rami A (2010) Bayesian fusion algorithm for inferring trust in wireless sensor networks. J Netw 5(7):815–822
Metadata
Title
Cluster-Based Data Aggregation in Wireless Sensor Networks: A Bayesian Classifier Approach
Authors
Lokesh B. Bhajantri
Basavaraj G. Kumbar
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-5258-8_89