Adaptive Process Log Generation and Analysis with Next(Log) and ML.Log

Dyllan Cartwright, Radu Andrei Sterie, Arash Yadegari Ghahderijani*, Dimka Karastoyanova*

*Corresponding author voor dit werk

OnderzoeksoutputAcademicpeer review

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Samenvatting

In this paper we present a tool for adaptive process log generation and analysis of the correlation between KPI (Key Performance Indicator) values and changes in adaptive processes. The tool features a component called Next(Log) helping users to generate initial business process logs using any preferred method and subsequently allows them to adapt these logs based on their own defined rules while ensuring an intuitive and coherent user interface. The adapted logs are then used for log analysis with the ML.Log component, which employs machine learning techniques to find patterns of matching KPI values and adaptation injections in the logs. The tool therefore supports the research on the challenges imposed by the lack of sufficient amount of data from adaptive process logs and the open issues in identifying at what KPIs values changes are required and what kind of changes would have the best impact on the process performance at run time.

Originele taal-2English
TitelEnterprise Design, Operations, and Computing. EDOC 2023 Workshops - IDAMS, iRESEARCH, MIDas4CS, SoEA4EE, EDOC Forum, Demonstrations Track and Doctoral Consortium, 2023, Revised Selected Papers
RedacteurenTiago Prince Sales, Sybren de Kinderen, Henderik A. Proper, Luise Pufahl, Dimka Karastoyanova, Marten van Sinderen
UitgeverijSpringer Science and Business Media Deutschland GmbH
Pagina's331-337
Aantal pagina's7
ISBN van geprinte versie9783031547119
DOI's
StatusPublished - 2024
Evenementseveral workshops, EDOC Forum and Demonstrations and Doctoral Consortium track, which were held in conjunction with 27th International Conference on Enterprise Design, Operations, and Computing, EDOC 2023 - Groningen, Netherlands
Duur: 30-okt.-20233-nov.-2023

Publicatie series

NaamLecture Notes in Business Information Processing
Volume498 LNBIP
ISSN van geprinte versie1865-1348
ISSN van elektronische versie1865-1356

Conference

Conferenceseveral workshops, EDOC Forum and Demonstrations and Doctoral Consortium track, which were held in conjunction with 27th International Conference on Enterprise Design, Operations, and Computing, EDOC 2023
Land/RegioNetherlands
StadGroningen
Periode30/10/202303/11/2023

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