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Towards Automated Semantic Grouping in Workflows for Multi-Disciplinary Analysis

Schneider, Dominik and Weinert, Alexander (2021) Towards Automated Semantic Grouping in Workflows for Multi-Disciplinary Analysis. In: 2nd LowCode Workshop. 2nd LowCode Workshop, 12. Okt. 2021, Fukuoka, Japan.

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Abstract

When designing multidisciplinary tool workflows in visual development environments, researchers and engineers often combine simulation tools which serve a functional purpose and helper tools that merely ensure technical compatibility by, e.g., converting between file formats. If the development environment does not offer native support for such groups of tools, maintainability of the developed workflow quickly deteriorates with an increase in complexity. We present an approach towards automatically identifying such groups of closely related tools in multidisciplinary workflows implemented in RCE by transforming the workflow into a graph and applying graph clustering algorithms to it. Further, we implement this approach and evaluate multiple clustering algorithms. Our results strongly indicate that this approach can yield groups of closely related tools in RCE workflows, but also that solutions to this problem will have to be tailor-made to each specific style of workflow design.

Item URL in elib:https://elib.dlr.de/144885/
Document Type:Conference or Workshop Item (Speech)
Title:Towards Automated Semantic Grouping in Workflows for Multi-Disciplinary Analysis
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Schneider, DominikDominik.Schneider (at) dlr.dehttps://orcid.org/0000-0003-4921-0693
Weinert, AlexanderAlexander.Weinert (at) dlr.dehttps://orcid.org/0000-0001-8143-246X
Date:2021
Journal or Publication Title:2nd LowCode Workshop
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Accepted
Keywords:Multi-disciplinary Analysis, Visual Development, Semantic Grouping, Graph Clustering
Event Title:2nd LowCode Workshop
Event Location:Fukuoka, Japan
Event Type:Workshop
Event Dates:12. Okt. 2021
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Space System Technology
DLR - Research area:Raumfahrt
DLR - Program:R SY - Space System Technology
DLR - Research theme (Project):R - Tasks SISTEC
Location: Köln-Porz
Institutes and Institutions:Institute for Software Technology > Intelligent and Distributed Systems
Institute for Software Technology
Deposited By: Schneider, Dominik
Deposited On:28 Oct 2021 12:03
Last Modified:28 Oct 2021 12:03

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