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Duden, Anna J. and Köhler, Tobias Andreas and Peters, Diana and Redeker, Julian and Girkes, Florian and Bergmann, Jean Pierre and Vietor, Thomas (2022) Similarity analysis of engineer-to-order parts based on a knowledge graph. In: 16th CIRP Conference on Intelligent Computation in Manufacturing Engineering, CIRP ICME 2022. 16th CIRP Conference on Intelligent Computation in Manufacturing Engineering, 2022-07-13 - 2022-07-15, Gulf of Naples, Italy. doi: 10.1016/j.procir.2023.06.009. ISSN 2212-8271.
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Abstract
By estimating manufacturing costs and times at an early design stage, design of a part and production planning can be improved to significantly reduce product costs. Therefore, a concept for automated estimation of costs and times based on similarity analysis is introduced. This concept is based on a semantic and machine-interpretable representation of part geometries, manufacturing processes and machine capabilities stored in a knowledge graph and uses a semantic distance combined with a numerical distance to compare a new part design with already produced parts. With combined similarity measures and information on manufacturing process steps stored in the knowledge graph, it is possible to estimate the expected manufacturing costs and times.
| Item URL in elib: | https://elib.dlr.de/188672/ | ||||||||||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||||||||||||||
| Title: | Similarity analysis of engineer-to-order parts based on a knowledge graph | ||||||||||||||||||||||||||||||||
| Authors: |
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| Date: | 2022 | ||||||||||||||||||||||||||||||||
| Journal or Publication Title: | 16th CIRP Conference on Intelligent Computation in Manufacturing Engineering, CIRP ICME 2022 | ||||||||||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||||||||||
| DOI: | 10.1016/j.procir.2023.06.009 | ||||||||||||||||||||||||||||||||
| Series Name: | Procedia CIRP | ||||||||||||||||||||||||||||||||
| ISSN: | 2212-8271 | ||||||||||||||||||||||||||||||||
| Status: | Accepted | ||||||||||||||||||||||||||||||||
| Keywords: | knowledge graph, semantic similarity, similarity measure, ontology, manufacturing, cost prediction, engineer-to-order, design-by-analogy | ||||||||||||||||||||||||||||||||
| Event Title: | 16th CIRP Conference on Intelligent Computation in Manufacturing Engineering | ||||||||||||||||||||||||||||||||
| Event Location: | Gulf of Naples, Italy | ||||||||||||||||||||||||||||||||
| Event Type: | international Conference | ||||||||||||||||||||||||||||||||
| Event Start Date: | 13 July 2022 | ||||||||||||||||||||||||||||||||
| Event End Date: | 15 July 2022 | ||||||||||||||||||||||||||||||||
| 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 - Digital production techniques for aerospace | ||||||||||||||||||||||||||||||||
| Location: | Jena | ||||||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute of Data Science Institute of Data Science > Data Management and Enrichment | ||||||||||||||||||||||||||||||||
| Deposited By: | Köhler, Tobias Andreas | ||||||||||||||||||||||||||||||||
| Deposited On: | 02 Nov 2022 09:37 | ||||||||||||||||||||||||||||||||
| Last Modified: | 12 Jul 2024 09:32 |
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- Similarity analysis of engineer-to-order parts based on a knowledge graph. (deposited 02 Nov 2022 09:37) [Currently Displayed]
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