Intelligent home automation security system based on novel logical sensing and behaviour prediction

dc.contributor.advisorMalekian, Reza
dc.contributor.emailpoonjarian@yahoo.comen_ZA
dc.contributor.postgraduateJose, Arun Cyril
dc.date.accessioned2018-05-25T07:00:45Z
dc.date.available2018-05-25T07:00:45Z
dc.date.created2018-05-03
dc.date.issued2017
dc.descriptionThesis (PhD)--University of Pretoria, 2017.en_ZA
dc.description.abstractThe thesis, Intelligent Home Automation Security System Based on Novel Logical Sensing and Behavior Prediction, was designed to enhance authentication, authorization and security in smart home devices and services. The work proposes a three prong defensive strategy each of which are analyzed and evaluated separately to drastically improve security. The Device Fingerprinting techniques proposed, not only improves the existing approaches but also identifies the physical device accessing the home cybernetic and mechatronic systems using device specific and browser specific parameters. The Logical Sensing process analyses home inhabitant actions from a logical stand point and develops sophisticated and novel sensing techniques to identify intrusion attempts to a home’s physical and cyber space. Novel Behavior prediction methodology utilizes Bayesian networks to learn normal user behavior which is later compared to distinguish and identify suspicious user behaviors in the home in a timely manner. The logical sensing, behavior prediction and device fingerprinting techniques proposed were successfully tested, evaluated and verified in an actual home cyber physical system. The algorithms and techniques proposed in the thesis can be easily modified and adapted into many practical applications in Industrial Internet of Things, Industry 4.0 and cyber-physical systems.en_ZA
dc.description.availabilityUnrestricteden_ZA
dc.description.degreePhDen_ZA
dc.description.departmentElectrical, Electronic and Computer Engineeringen_ZA
dc.identifier.citationJose, AC 2017, Intelligent home automation security system based on novel logical sensing and behaviour prediction, PhD Thesis, University of Pretoria, Pretoria, viewed yymmdd <http://hdl.handle.net/2263/65012>en_ZA
dc.identifier.otherA2018
dc.identifier.urihttp://hdl.handle.net/2263/65012
dc.language.isoenen_ZA
dc.publisherUniversity of Pretoria
dc.rights© 2018 University of Pretoria. All rights reserved. The copyright in this work vests in the University of Pretoria. No part of this work may be reproduced or transmitted in any form or by any means, without the prior written permission of the University of Pretoria.
dc.subjectSmart Home Securityen_ZA
dc.subjectComputer Engineering
dc.subjectUCTD
dc.titleIntelligent home automation security system based on novel logical sensing and behaviour predictionen_ZA
dc.typeThesisen_ZA

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Jose_Intelligent_2017.pdf
Size:
2.31 MB
Format:
Adobe Portable Document Format
Description:
Thesis

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.75 KB
Format:
Item-specific license agreed upon to submission
Description: