45 lines
3.9 KiB
Markdown
45 lines
3.9 KiB
Markdown
* Mdnotes File Name: [[trakadasArtificialIntelligenceBasedCollaboration2020]]
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# Gray Annotations (18/12/2020, 15:08:12)
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> "Industry 4.0 concepts are expected to significantly increase their footprint in industrial sectors by 20% in the next five years, since they allow leaner and more ecient production [4,5]" ([Trakadas et al 2020:5481](zotero://open-pdf/library/items/K7JAGWW6?page=2))
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> "In this context, many manufacturing companies are interested in accelerating the adoption and integration of secure, trustworthy artificial intelligence (AI) [6]" ([Trakadas et al 2020:5481](zotero://open-pdf/library/items/K7JAGWW6?page=2))
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> "AI-based manufacturing has the potential to improve the business key performance indicators (KPIs) of manufacturing processes by leveraging heterogeneous industrial big data analysis, information modelling and federation [7-9]" ([Trakadas et al 2020:5481](zotero://open-pdf/library/items/K7JAGWW6?page=2))
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> "interconnection of AI-based manufacturing processes with currently deployed wireless networks is a challenging research field, especially when central processing is performed outside industrial premises [10,11]" ([Trakadas et al 2020:5481](zotero://open-pdf/library/items/K7JAGWW6?page=2))
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> "AI is critical to the cybersecurity aspect of an IIoT-enabled connected manufacturing environment, for accurately detecting and mitigating threats [16-19]" ([Trakadas et al 2020:5481](zotero://open-pdf/library/items/K7JAGWW6?page=2))
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> "Industry 4.0 will make machines increasingly smarter by using AI models [28]" ([Trakadas et al 2020:5482](zotero://open-pdf/library/items/K7JAGWW6?page=3))
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*REFERENCE IMPORTANTE CHE MOTIVA ASPETTI DI INTEROPERABILITA' ([note on p.5483](zotero://open-pdf/library/items/K7JAGWW6?page=4))*
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> "TensorFlow Federated provide support for decentralized AI models learning or computation over locally controlled data sources [39]." ([Trakadas et al 2020:5486](zotero://open-pdf/library/items/K7JAGWW6?page=7))
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> "adopting this novel approach [40], this scheme heavily reduces the administrative eort for key sharing and management, while ensuring end-to-end information protection" ([Trakadas et al 2020:5487](zotero://open-pdf/library/items/K7JAGWW6?page=8))
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> "adversarial attacks, which is the core element of trustworthy AI, has recently received much attention [41]." ([Trakadas et al 2020:5487](zotero://open-pdf/library/items/K7JAGWW6?page=8))
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> "The creation of models of the state and behavior can be done in a semi-automatic manner, using a newly devised AutoML tool that takes as input vector representations of sequential input data [46]" ([Trakadas et al 2020:5488](zotero://open-pdf/library/items/K7JAGWW6?page=9))
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*AUTOML ([note on p.5488](zotero://open-pdf/library/items/K7JAGWW6?page=9))*
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> "Currently, federated learning is being adopted in dierent scenarios such as banking [61] and healthcare [62]." ([Trakadas et al 2020:5490](zotero://open-pdf/library/items/K7JAGWW6?page=11))
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*HERE WE HAVE COUPLE OF CONCRETE SCNEARIOS USING FEDERATED LEARNING ([note on p.5490](zotero://open-pdf/library/items/K7JAGWW6?page=11))*
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> "There are currently many research activities to develop faster or more resource ecient PSI protocols [38,64]." ([Trakadas et al 2020:5490](zotero://open-pdf/library/items/K7JAGWW6?page=11))
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> "26. Sittón-Candanedo, I.; Alonso, R.C.; Rodríguez-González, S.; Alberto García Coria, J.; De La Prieta, F. Edge Computing Architectures in Industry 4.0: A General Survey and Comparison. In International Workshop on Soft Computing Models in Industrial and Environmental Applications; Springer: Cham, Switzerland, 2019; Volume 950." ([Trakadas et al 2020:5497](zotero://open-pdf/library/items/K7JAGWW6?page=18))
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> "Comiter, M. Attacking Artificial Intelligence, AI's Security Vulnerability and What Policymakers about It. In Belfer Center Paper; Harvard Kenedy School: Cambridge, MA, USA, 2019." ([Trakadas et al 2020:5498](zotero://open-pdf/library/items/K7JAGWW6?page=19))
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