Unsupervised machine learning based key management in wireless sensor networks
In distributed sensor applications, the secured infrastructure plays a major role in processing and transmission of data. The data transfer in wireless sensor network (WSN) is equipped security measure that prevents the manipulation of data theft by the attackers. The key management protocol offers...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2023-08-01
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| Series: | Measurement: Sensors |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2665917423001836 |
| _version_ | 1797780658505908224 |
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| author | D. Sowmyadevi I. Shanmugapriya |
| author_facet | D. Sowmyadevi I. Shanmugapriya |
| author_sort | D. Sowmyadevi |
| collection | DOAJ |
| description | In distributed sensor applications, the secured infrastructure plays a major role in processing and transmission of data. The data transfer in wireless sensor network (WSN) is equipped security measure that prevents the manipulation of data theft by the attackers. The key management protocol offers secured delivery of messages that includes integrity and authenticity via key generation, key distribution and maintenance. In this paper, we develop a lightweight key management protocol (LKMP) that involves reduced memory consumption and processing power. The study uses machine learning algorithm for key management in WSN, and the machine learning uses unsupervised learning mechanism. The simulation is conducted in network simulator and it is compared with existing state-of-the-art models. The results of simulation shows that the proposed method achieves higher rate of throughput, security and resilience than its predecessors. |
| first_indexed | 2024-03-12T23:47:06Z |
| format | Article |
| id | doaj.art-1c8c73c7f543412db6890f6ac5e9a504 |
| institution | Directory Open Access Journal |
| issn | 2665-9174 |
| language | English |
| last_indexed | 2024-03-12T23:47:06Z |
| publishDate | 2023-08-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Measurement: Sensors |
| spelling | doaj.art-1c8c73c7f543412db6890f6ac5e9a5042023-07-14T04:28:29ZengElsevierMeasurement: Sensors2665-91742023-08-0128100847Unsupervised machine learning based key management in wireless sensor networksD. Sowmyadevi0I. Shanmugapriya1Corresponding author.; Department of Computer Science, PSG College of Arts & Science, IndiaDepartment of Computer Science, PSG College of Arts & Science, IndiaIn distributed sensor applications, the secured infrastructure plays a major role in processing and transmission of data. The data transfer in wireless sensor network (WSN) is equipped security measure that prevents the manipulation of data theft by the attackers. The key management protocol offers secured delivery of messages that includes integrity and authenticity via key generation, key distribution and maintenance. In this paper, we develop a lightweight key management protocol (LKMP) that involves reduced memory consumption and processing power. The study uses machine learning algorithm for key management in WSN, and the machine learning uses unsupervised learning mechanism. The simulation is conducted in network simulator and it is compared with existing state-of-the-art models. The results of simulation shows that the proposed method achieves higher rate of throughput, security and resilience than its predecessors.http://www.sciencedirect.com/science/article/pii/S2665917423001836WSNSecurityKey managementMachine mearning |
| spellingShingle | D. Sowmyadevi I. Shanmugapriya Unsupervised machine learning based key management in wireless sensor networks Measurement: Sensors WSN Security Key management Machine mearning |
| title | Unsupervised machine learning based key management in wireless sensor networks |
| title_full | Unsupervised machine learning based key management in wireless sensor networks |
| title_fullStr | Unsupervised machine learning based key management in wireless sensor networks |
| title_full_unstemmed | Unsupervised machine learning based key management in wireless sensor networks |
| title_short | Unsupervised machine learning based key management in wireless sensor networks |
| title_sort | unsupervised machine learning based key management in wireless sensor networks |
| topic | WSN Security Key management Machine mearning |
| url | http://www.sciencedirect.com/science/article/pii/S2665917423001836 |
| work_keys_str_mv | AT dsowmyadevi unsupervisedmachinelearningbasedkeymanagementinwirelesssensornetworks AT ishanmugapriya unsupervisedmachinelearningbasedkeymanagementinwirelesssensornetworks |