A Proposed Hidden Markov Model Method for Dynamic Device Pairing on Internet of Things End-Devices

Dynamic device pairing is a context-based zero-interaction method to pair end-devices in an IoT System based on Received Signal Strength Indicator (RSSI) values. But if RSSI detection is done in high level, the accuracy is troublesome due to poor sampling rates. This research proposes the Hidden Mar...

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Veröffentlicht in:Journal of ICT Research and Applications 2021-04, Vol.14 (3), p.274-285
Hauptverfasser: Putrada, Aji Gautama, Ramadhan, Nur Ghaniaviyanto
Format: Artikel
Sprache:eng
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Zusammenfassung:Dynamic device pairing is a context-based zero-interaction method to pair end-devices in an IoT System based on Received Signal Strength Indicator (RSSI) values. But if RSSI detection is done in high level, the accuracy is troublesome due to poor sampling rates. This research proposes the Hidden Markov Model method to increase the performance of dynamic device pairing detection. This research implements an IoT system consisting an Access Point, an IoT End Device, an IoT Platform, and an IoT application and performs a comparison of two different methods to prove the concept. The results show that the precision of dynamic device pairing with HMM is better than without HMM and the value is 83,93%.
ISSN:2337-5787
2338-5499
DOI:10.5614/itbj.ict.res.appl.2020.14.3.5