Mr Chamath Palihawadana c.palihawadana@rgu.ac.uk
Research Assistant
Introducing Clood CBR: a cloud based CBR framework.
Palihawadana, Chamath; Nkisi-Orji, Ikechukwu; Wiratunga, Nirmalie; Corsar, David; Wijekoon, Anjana
Authors
Dr Ikechukwu Nkisi-Orji i.nkisi-orji@rgu.ac.uk
Chancellor's Fellow
Professor Nirmalie Wiratunga n.wiratunga@rgu.ac.uk
Associate Dean for Research
Dr David Corsar d.corsar1@rgu.ac.uk
Senior Lecturer
Anjana Wijekoon
Contributors
Pascal Reuss
Editor
Jakob Schönborn
Editor
Abstract
CBR applications have been deployed in a wide range of sectors, from pharmaceuticals; to defence and aerospace to IoT and transportation, to poetry and music generation; for example. However, a majority of applications have been built using monolithic architectures which impose size and complexity constraints. Such applications have a barrier to adopting new technologies and remain prohibitively expensive in both time and cost because changes in frameworks or languages affect the application directly. To address this challenge, we introduce a distributed and highly scalable generic CBR framework, Clood, which is based on a microservices architecture. Microservices architecture splits the application into a set of smaller, interconnected services that scale to meet varying demands. Experimental results show that our Clood implementation retrieves cases at a fairly consistent rate as the casebase grows by several orders of magnitude and was over 3,700 times faster than a comparable monolithic CBR system when retrieving from half a million cases. Microservices are cloud-native architectures and with the rapid increase in cloud-computing adoption, it is timely for the CBR community to have access to such a framework. Video Link: https://youtu.be/CkuehJPEQy
Citation
PALIHAWADANA, C., NKISI-ORJI, I., WIRATUNGA, N., CORSAR, D. and WIJEKOON, A. 2022. Introducing Clood CBR: a cloud based CBR framework. In Reuss, P. and Schönborn, J. (eds.) Workshop proceedings of the 30th International conference on case-based reasoning (ICCBR-WS 2022), 12-15 September 2022, Nancy, France. CEUR workshop proceedings, 3389. Aachen: CEUR-WS [online], pages 233-234. Available from: https://ceur-ws.org/Vol-3389/ICCBR_2022_Workshop_paper_108.pdf
Presentation Conference Type | Conference Paper (published) |
---|---|
Conference Name | Workshops of the 30th International conference on case-based reasoning (ICCBR-WS 2022) |
Start Date | Sep 12, 2022 |
End Date | Sep 15, 2022 |
Acceptance Date | Jul 22, 2022 |
Online Publication Date | May 11, 2023 |
Publication Date | May 11, 2023 |
Deposit Date | Jun 2, 2023 |
Publicly Available Date | Jun 2, 2023 |
Journal | CEUR Workshop Proceedings |
Print ISSN | 1613-0073 |
Publisher | CEUR-WS |
Peer Reviewed | Peer Reviewed |
Pages | 233-234 |
Series Title | CEUR workshop proceedings |
Series Number | 3389 |
Series ISSN | 1613-0073 |
Keywords | CBR; Microservices architecture; Cloud-based generic CBR framework (CLOOD) |
Public URL | https://rgu-repository.worktribe.com/output/1977743 |
Publisher URL | https://ceur-ws.org/Vol-3389/ICCBR_2022_Workshop_paper_108.pdf |
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Publisher Licence URL
https://creativecommons.org/licenses/by/4.0/
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