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A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments

Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

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A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments. / Elfaham, A.; Hagras, H.; Helal, Sumi et al.
2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010. IEEE, 2010.

Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

Harvard

Elfaham, A, Hagras, H, Helal, S, Hossain, S, Lee, JW & Cook, D 2010, A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments. in 2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010. IEEE. https://doi.org/10.1109/FUZZY.2010.5584151

APA

Elfaham, A., Hagras, H., Helal, S., Hossain, S., Lee, J. W., & Cook, D. (2010). A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments. In 2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010 IEEE. https://doi.org/10.1109/FUZZY.2010.5584151

Vancouver

Elfaham A, Hagras H, Helal S, Hossain S, Lee JW, Cook D. A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments. In 2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010. IEEE. 2010 doi: 10.1109/FUZZY.2010.5584151

Author

Elfaham, A. ; Hagras, H. ; Helal, Sumi et al. / A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments. 2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010. IEEE, 2010.

Bibtex

@inproceedings{36c2e2ff30a949609689fee1f2fff050,
title = "A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments",
abstract = "The generation of useful sensory data from real-world deployments of Ambient Intelligent Environments (AIEs) is challenging because of the high cost, significant groundwork and lack of access to human subjects. This situation can be improved by providing efficient simulators that can produce realistic simulation of the data collection from AIEs. One of the main problems for developing AIE simulators lies in the ability to verify how close the simulated data are to the real world data. In this paper, we present a fuzzy based verification agent for Persim - an event driven simulator for human activities in AIEs. The employed fuzzy based verification agent builds a data model that mimics the operation of Persim which allows for the latter's objective and subjective verification. We have conducted the verification on real world data captured from an actual smart apartment deployment. The results show the effectiveness of the fuzzy based verification agent in analyzing and comparing the Persim simulated data with the real world collected data. We also demonstrate how the verification agent is able to pinpoint specific changes to the simulation model to increase the realism of the simulation. {\textcopyright} 2010 IEEE.",
keywords = "Ambient intelligent, Data collection, Data models, Event-driven simulators, High costs, Human activities, Human subjects, Real world data, Real-world, Realistic simulation, Sensory data, Simulated data, Simulation model, Verification agents, Artificial intelligence, Intelligent agents, Simulators",
author = "A. Elfaham and H. Hagras and Sumi Helal and S. Hossain and J.W. Lee and D. Cook",
year = "2010",
doi = "10.1109/FUZZY.2010.5584151",
language = "English",
isbn = "9781424469192",
booktitle = "2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010",
publisher = "IEEE",

}

RIS

TY - GEN

T1 - A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments

AU - Elfaham, A.

AU - Hagras, H.

AU - Helal, Sumi

AU - Hossain, S.

AU - Lee, J.W.

AU - Cook, D.

PY - 2010

Y1 - 2010

N2 - The generation of useful sensory data from real-world deployments of Ambient Intelligent Environments (AIEs) is challenging because of the high cost, significant groundwork and lack of access to human subjects. This situation can be improved by providing efficient simulators that can produce realistic simulation of the data collection from AIEs. One of the main problems for developing AIE simulators lies in the ability to verify how close the simulated data are to the real world data. In this paper, we present a fuzzy based verification agent for Persim - an event driven simulator for human activities in AIEs. The employed fuzzy based verification agent builds a data model that mimics the operation of Persim which allows for the latter's objective and subjective verification. We have conducted the verification on real world data captured from an actual smart apartment deployment. The results show the effectiveness of the fuzzy based verification agent in analyzing and comparing the Persim simulated data with the real world collected data. We also demonstrate how the verification agent is able to pinpoint specific changes to the simulation model to increase the realism of the simulation. © 2010 IEEE.

AB - The generation of useful sensory data from real-world deployments of Ambient Intelligent Environments (AIEs) is challenging because of the high cost, significant groundwork and lack of access to human subjects. This situation can be improved by providing efficient simulators that can produce realistic simulation of the data collection from AIEs. One of the main problems for developing AIE simulators lies in the ability to verify how close the simulated data are to the real world data. In this paper, we present a fuzzy based verification agent for Persim - an event driven simulator for human activities in AIEs. The employed fuzzy based verification agent builds a data model that mimics the operation of Persim which allows for the latter's objective and subjective verification. We have conducted the verification on real world data captured from an actual smart apartment deployment. The results show the effectiveness of the fuzzy based verification agent in analyzing and comparing the Persim simulated data with the real world collected data. We also demonstrate how the verification agent is able to pinpoint specific changes to the simulation model to increase the realism of the simulation. © 2010 IEEE.

KW - Ambient intelligent

KW - Data collection

KW - Data models

KW - Event-driven simulators

KW - High costs

KW - Human activities

KW - Human subjects

KW - Real world data

KW - Real-world

KW - Realistic simulation

KW - Sensory data

KW - Simulated data

KW - Simulation model

KW - Verification agents

KW - Artificial intelligence

KW - Intelligent agents

KW - Simulators

U2 - 10.1109/FUZZY.2010.5584151

DO - 10.1109/FUZZY.2010.5584151

M3 - Conference contribution/Paper

SN - 9781424469192

BT - 2010 6th IEEE World Congress on Computational Intelligence, WCCI 2010

PB - IEEE

ER -