Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System)

This thesis deals with contemporary emergent approaches to CPS (Cyber Physical System) cognitive automation and embedded-intelligence processes, either with or without a HitL (Human-in-the-Loop) setting. The introduction section describes the concepts of normal processes vs. process exceptions, with...

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Main Author: Spiga, Fabiano
Other Authors: Informaatioteknologian tiedekunta, Faculty of Information Technology, Informaatioteknologia, Information Technology, Jyväskylän yliopisto, University of Jyväskylä
Format: Master's thesis
Language:eng
Published: 2020
Subjects:
Online Access: https://jyx.jyu.fi/handle/123456789/71256
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author Spiga, Fabiano
author2 Informaatioteknologian tiedekunta Faculty of Information Technology Informaatioteknologia Information Technology Jyväskylän yliopisto University of Jyväskylä
author_facet Spiga, Fabiano Informaatioteknologian tiedekunta Faculty of Information Technology Informaatioteknologia Information Technology Jyväskylän yliopisto University of Jyväskylä Spiga, Fabiano Informaatioteknologian tiedekunta Faculty of Information Technology Informaatioteknologia Information Technology Jyväskylän yliopisto University of Jyväskylä
author_sort Spiga, Fabiano
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description This thesis deals with contemporary emergent approaches to CPS (Cyber Physical System) cognitive automation and embedded-intelligence processes, either with or without a HitL (Human-in-the-Loop) setting. The introduction section describes the concepts of normal processes vs. process exceptions, with their related research questions (read section 1.1 at page 2). Chapter two deals with the most relevant issues that affect CPS control systems, with general descriptions of their technical aspects. Chapter three is centered around cognitive technologies implemented in CPPs (Cyber-Physical Processes) automation and control, with some specific application examples. Chapter four deals with what kind of AI (Artificial Intelligence) aspects need to be tackled so to progressively improve intelligent automation and control systems to a human-like cognition level. The final chapter relates to synthesizing a list of best practices for the discussed AI-driven technologies, in order to design, implement, test, manage and monitor a reliable CPS system, according to its main application domain.
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spellingShingle Spiga, Fabiano Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System) complex systems CPP (cyber-physical process) CPS (cyber-physical systems) DT (digital twin) HCPS (human-in-the-loop cyber-physical systems) MAS (multiagent system) predictive analysis semantic technology exception management IID (independent and identical distributed) data OOD (out-of-distribution) data Tietojärjestelmätiede Information Systems Science 601 joukkoäly automaatio tekoäly koneoppiminen tietojärjestelmät collective intelligence automation artificial intelligence machine learning data systems
title Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System)
title_full Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System)
title_fullStr Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System) Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System)
title_full_unstemmed Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System) Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System)
title_short Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System)
title_sort collective intelligence operations of human and virtual agents in cps cyber physical system
title_txtP Collective intelligence operations of human and virtual agents in CPS (Cyber Physical System)
topic complex systems CPP (cyber-physical process) CPS (cyber-physical systems) DT (digital twin) HCPS (human-in-the-loop cyber-physical systems) MAS (multiagent system) predictive analysis semantic technology exception management IID (independent and identical distributed) data OOD (out-of-distribution) data Tietojärjestelmätiede Information Systems Science 601 joukkoäly automaatio tekoäly koneoppiminen tietojärjestelmät collective intelligence automation artificial intelligence machine learning data systems
topic_facet 601 CPP (cyber-physical process) CPS (cyber-physical systems) DT (digital twin) HCPS (human-in-the-loop cyber-physical systems) IID (independent and identical distributed) data Information Systems Science MAS (multiagent system) OOD (out-of-distribution) data Tietojärjestelmätiede artificial intelligence automaatio automation collective intelligence complex systems data systems exception management joukkoäly koneoppiminen machine learning predictive analysis semantic technology tekoäly tietojärjestelmät
url https://jyx.jyu.fi/handle/123456789/71256 http://www.urn.fi/URN:NBN:fi:jyu-202007285405
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