![](/images/graphics-bg.png)
HMM and Rule-Based Hybrid Intruder Detection Approach by Synthesizing Decisions of Sensors
Joint Authors
Hong, June Seok
Jeong, Yewon
Park, Kwang Il
Kim, Hak-Jin
Kim, Wooju
Kim, Kyungmin
Source
International Journal of Distributed Sensor Networks
Issue
Vol. 2013, Issue - (31 Dec. 2013), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-07-31
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Telecommunications Engineering
Information Technology and Computer Science
Abstract EN
Combining individual sensor decisions can be an effective way for the enhancement of the final decision on sensor fields for intruder detection.
This paper proposes a novel methodology to unify the decisions from individual sensors on a sensor field through the (hidden Markov model) HMM and rules.
The HMM especially provides a stochastic decision out of the individual sensor decisions on the sensor field; then it is filtered through rule inferences reflecting the knowledge of movement patterns on the level of the sensor field, such as spatial-temporal information and factual information on the movement of objects.
This use of contextual knowledge remarkably improves the final decision for the detection.
Also, this paper proposes the discretization method to express the state space of sensor field, and the performance evaluation is given by simulations.
American Psychological Association (APA)
Kim, Kyungmin& Park, Kwang Il& Jeong, Yewon& Hong, June Seok& Kim, Hak-Jin& Kim, Wooju. 2013. HMM and Rule-Based Hybrid Intruder Detection Approach by Synthesizing Decisions of Sensors. International Journal of Distributed Sensor Networks،Vol. 2013, no. -, pp.1-16.
https://search.emarefa.net/detail/BIM-476835
Modern Language Association (MLA)
Kim, Kyungmin…[et al.]. HMM and Rule-Based Hybrid Intruder Detection Approach by Synthesizing Decisions of Sensors. International Journal of Distributed Sensor Networks Vol. 2013, pp.1-16.
https://search.emarefa.net/detail/BIM-476835
American Medical Association (AMA)
Kim, Kyungmin& Park, Kwang Il& Jeong, Yewon& Hong, June Seok& Kim, Hak-Jin& Kim, Wooju. HMM and Rule-Based Hybrid Intruder Detection Approach by Synthesizing Decisions of Sensors. International Journal of Distributed Sensor Networks. 2013. Vol. 2013, no. -, pp.1-16.
https://search.emarefa.net/detail/BIM-476835
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-476835