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Using Bayesian Netw...
Using Bayesian Networks to evaluate the trustworthiness of '2 out of 3' decision fusion mechanisms in multi-sensor applications
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- Flammini, Francesco, Senior Lecturer, 1978- (författare)
- Ansaldo STS, Italy
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- Marrone, Stefano (författare)
- Seconda Université di Napoli, Italy
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- Mazzocca, Nicola (författare)
- Université “Federico II” di Napoli, Italy
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- Nardone, Roberto (författare)
- Université “Federico II” di Napoli, Italy
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- Vittorini, Valeria (författare)
- Université “Federico II” di Napoli, Italy
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(creator_code:org_t)
- Elsevier BV, 2015
- 2015
- Engelska.
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Ingår i: IFAC-PapersOnLine. - : Elsevier BV. - 2405-8963. ; , s. 682-687
- Relaterad länk:
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https://doi.org/10.1...
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https://urn.kb.se/re...
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https://doi.org/10.1...
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https://urn.kb.se/re...
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Abstract
Ämnesord
Stäng
- The use of smart-sensors to recognize automatically complex situations (anomalous behaviors, physical security threats, etc.) requires 'intelligent' methods to improve the trustworthiness of automatic decisions. Voting and consensus mechanisms can be employed whether supported by probabilistic formalisms to correlate event occurrence, to merge local events and to estimate the likelihood of overall decisions. This paper presents the results of a quantitative comparison of three different voting schemes based on Bayesian Networks. These models present a growing complexity and they are able to provide a trustworthiness estimation based on single nodes detection reliability in terms of false alarm probabilities. © 2015, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Inbäddad systemteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Embedded Systems (hsv//eng)
Nyckelord
- 2-out-of-3 voting
- Bayesian Networks
- Cyber-physical protection systems
- Decision fusion
- Sensor reliability
- Complex networks
- Fault detection
- Network security
- Plant management
- Cyber physicals
- False alarm probability
- Multi-sensor applications
- Probabilistic formalism
- Quantitative comparison
- Sensor reliabilities
- Software Technology
- Programvaruteknik
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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