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- Havers, Bastian,1991Chalmers tekniska högskola,Chalmers University of Technology,Volvo Cars (author)
Proposing a framework for evaluating learning strategies in vehicular CPSs
- Article/chapterEnglish2022
Publisher, publication year, extent ...
- 2022-11-22
- New York, NY, USA :ACM,2022
- electronicrdacarrier
Numbers
- LIBRIS-ID:oai:research.chalmers.se:b0843cae-61d4-46a4-a9c3-3c40b80aec5a
- ISBN:9781450399173
- https://research.chalmers.se/publication/533318URI
- https://doi.org/10.1145/3564695.3564775DOI
Supplementary language notes
- Language:English
- Summary in:English
Part of subdatabase
- SwePubSwePub
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Notes
- Highly-connected Vehicular Cyber-Physical Systems (VCPSs) offer manifold opportunities for distributing learning across the contained vehicles, road-side units and servers. However, simulating and evaluating particular distributed learning schemes poses a difficult problem in requiring realistic modeling of the vehicular fleet, communication, and the learning itself. In this work, we postulate a set of requirements for a framework simulating a complete learning workflow in a VCPS, and propose a modular architecture for it. Using a prototype implementation, we show with an example experiment the capabilities the proposed framework delivers for evaluating novel learning schemes in custom scenarios.
Subject headings and genre
- NATURVETENSKAP Data- och informationsvetenskap Annan data- och informationsvetenskap hsv//swe
- NATURAL SCIENCES Computer and Information Sciences Other Computer and Information Science hsv//eng
- NATURVETENSKAP Data- och informationsvetenskap Systemvetenskap, informationssystem och informatik hsv//swe
- NATURAL SCIENCES Computer and Information Sciences Information Systems hsv//eng
- NATURVETENSKAP Data- och informationsvetenskap Datavetenskap hsv//swe
- NATURAL SCIENCES Computer and Information Sciences Computer Sciences hsv//eng
- Fedrated learning
- connected vehicle
Added entries (persons, corporate bodies, meetings, titles ...)
- Papatriantafilou, Marina,1966Chalmers tekniska högskola,Chalmers University of Technology(Swepub:cth)ptrianta (author)
- Koppisetty, Ashok Krishna Chaitanya,1982Volvo Cars(Swepub:cth)ashok (author)
- Gulisano, Vincenzo Massimiliano,1984Chalmers tekniska högskola,Chalmers University of Technology(Swepub:cth)vinmas (author)
- Chalmers tekniska högskolaVolvo Cars (creator_code:org_t)
Related titles
- In:Middleware 2022 Industrial Track - Proceedings of the 23rd International Middleware Conference Industrial Track, Part of Middleware 2022New York, NY, USA : ACM, s. 22-289781450399173
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