Journal of ICT Research and Applications ITB Bandung Vol. 14 No. 3 2020
A Proposed Hidden Markov Model Method for Dynamic Device Pairing on Internet of Things End Devices
Dublin Core
Title
Journal of ICT Research and Applications ITB Bandung Vol. 14 No. 3 2020
A Proposed Hidden Markov Model Method for Dynamic Device Pairing on Internet of Things End Devices
A Proposed Hidden Markov Model Method for Dynamic Device Pairing on Internet of Things End Devices
Subject
device pairing; dynamic device pairing; hidden Markov model; Internet of Things; received signal strength indicator.
Description
Abstract. 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. However, if RSSI detection is done at a high level, the accuracy is compromised due to poor sampling rates. This paper proposes to use a hidden Markov model to increase the performance of dynamic device pairing detection. An IoT system was implemented consisting of an access point, an IoT end device, an IoT platform, and an IoT application. A comparison was made between two different methods to prove the concept. The results show that the accuracy of dynamic device
pairing with HMM (83.93%) was better than without HMM compared (68.12%).
pairing with HMM (83.93%) was better than without HMM compared (68.12%).
Creator
Aji Gautama Putrada & Nur Ghaniaviyanto Ramadhan
Source
DOI: 10.5614/itbj.ict.res.appl.2020.14.3.5
Publisher
IRCS-ITB
Date
23 Maret 2021
Contributor
Sri Wahyuni
Rights
ISSN: 2337-5787
Format
PDF
Language
English
Type
Text
Coverage
Journal of ICT Research and Applications ITB Bandung Vol. 14 No. 3 2020
Files
Collection
Citation
Aji Gautama Putrada & Nur Ghaniaviyanto Ramadhan, “Journal of ICT Research and Applications ITB Bandung Vol. 14 No. 3 2020
A Proposed Hidden Markov Model Method for Dynamic Device Pairing on Internet of Things End Devices,” Repository Horizon University Indonesia, accessed November 21, 2024, https://repository.horizon.ac.id/items/show/3393.
A Proposed Hidden Markov Model Method for Dynamic Device Pairing on Internet of Things End Devices,” Repository Horizon University Indonesia, accessed November 21, 2024, https://repository.horizon.ac.id/items/show/3393.