Relational data mining applied to virtual engineering of product designs

Monika Žákova; Filip Železný; Javier A. Garcia-Sedano; Cyril Masia Tissot; Nada Lavrač; Petr Křemen; Javier Molina

doi:10.1007/978-3-540-73847-3_39

Relational data mining applied to virtual engineering of product designs

Monika Žákova^*
, Filip Železný
, Javier A. Garcia-Sedano
, Cyril Masia Tissot
, Nada Lavrač
, Petr Křemen
, Javier Molina

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

17 Citations (Scopus)

Abstract

Contemporary product design based on 3D CAD tools aims at improved efficiency using integrated engineering environments with access to databases of existing designs, associated documents and enterprise resource planning. The ultimate goal of this work is to achieve design process improvements by applying state-of-the-art ILP systems for relational data mining of past designs, utilizing commonly agreed design ontologies as background knowledge. This paper demonstrates the utility of relational data mining for virtual engineering of product designs through the detection of frequent design patterns, enabled by the proposed baseline integration of hierarchical background knowledge (a CAD ontology) using sorted refinements.

Original language	English
Title of host publication	Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers
Publisher	Springer Verlag
Pages	439-453
Number of pages	15
ISBN (Print)	9783540738466
DOIs	https://doi.org/10.1007/978-3-540-73847-3_39
Publication status	Published - 2007
Externally published	Yes
Event	16th International Conference of Inductive Logic Programming, ILP 2006 - Santiago de Compostela, Spain Duration: 24 Aug 2006 → 27 Aug 2006

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	4455 LNAI
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	16th International Conference of Inductive Logic Programming, ILP 2006
Country/Territory	Spain
City	Santiago de Compostela
Period	24/08/06 → 27/08/06

Access to Document

10.1007/978-3-540-73847-3_39

Cite this

Žákova, M., Železný, F., Garcia-Sedano, J. A., Tissot, C. M., Lavrač, N., Křemen, P., & Molina, J. (2007). Relational data mining applied to virtual engineering of product designs. In Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers (pp. 439-453). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4455 LNAI). Springer Verlag. https://doi.org/10.1007/978-3-540-73847-3_39

Žákova, Monika ; Železný, Filip ; Garcia-Sedano, Javier A. et al. / Relational data mining applied to virtual engineering of product designs. Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers. Springer Verlag, 2007. pp. 439-453 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{d0229b22f2c5430d80bcde2da4edcaef,

title = "Relational data mining applied to virtual engineering of product designs",

abstract = "Contemporary product design based on 3D CAD tools aims at improved efficiency using integrated engineering environments with access to databases of existing designs, associated documents and enterprise resource planning. The ultimate goal of this work is to achieve design process improvements by applying state-of-the-art ILP systems for relational data mining of past designs, utilizing commonly agreed design ontologies as background knowledge. This paper demonstrates the utility of relational data mining for virtual engineering of product designs through the detection of frequent design patterns, enabled by the proposed baseline integration of hierarchical background knowledge (a CAD ontology) using sorted refinements.",

author = "Monika {\v Z}{\'a}kova and Filip {\v Z}elezn{\'y} and Garcia-Sedano, \{Javier A.\} and Tissot, \{Cyril Masia\} and Nada Lavra{\v c} and Petr K{\v r}emen and Javier Molina",

year = "2007",

doi = "10.1007/978-3-540-73847-3\_39",

language = "English",

isbn = "9783540738466",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "439--453",

booktitle = "Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers",

address = "Germany",

note = "16th International Conference of Inductive Logic Programming, ILP 2006 ; Conference date: 24-08-2006 Through 27-08-2006",

}

Žákova, M, Železný, F, Garcia-Sedano, JA, Tissot, CM, Lavrač, N, Křemen, P & Molina, J 2007, Relational data mining applied to virtual engineering of product designs. in Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 4455 LNAI, Springer Verlag, pp. 439-453, 16th International Conference of Inductive Logic Programming, ILP 2006, Santiago de Compostela, Spain, 24/08/06. https://doi.org/10.1007/978-3-540-73847-3_39

Relational data mining applied to virtual engineering of product designs. / Žákova, Monika; Železný, Filip; Garcia-Sedano, Javier A. et al.
Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers. Springer Verlag, 2007. p. 439-453 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4455 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Relational data mining applied to virtual engineering of product designs

AU - Žákova, Monika

AU - Železný, Filip

AU - Garcia-Sedano, Javier A.

AU - Tissot, Cyril Masia

AU - Lavrač, Nada

AU - Křemen, Petr

AU - Molina, Javier

PY - 2007

Y1 - 2007

N2 - Contemporary product design based on 3D CAD tools aims at improved efficiency using integrated engineering environments with access to databases of existing designs, associated documents and enterprise resource planning. The ultimate goal of this work is to achieve design process improvements by applying state-of-the-art ILP systems for relational data mining of past designs, utilizing commonly agreed design ontologies as background knowledge. This paper demonstrates the utility of relational data mining for virtual engineering of product designs through the detection of frequent design patterns, enabled by the proposed baseline integration of hierarchical background knowledge (a CAD ontology) using sorted refinements.

AB - Contemporary product design based on 3D CAD tools aims at improved efficiency using integrated engineering environments with access to databases of existing designs, associated documents and enterprise resource planning. The ultimate goal of this work is to achieve design process improvements by applying state-of-the-art ILP systems for relational data mining of past designs, utilizing commonly agreed design ontologies as background knowledge. This paper demonstrates the utility of relational data mining for virtual engineering of product designs through the detection of frequent design patterns, enabled by the proposed baseline integration of hierarchical background knowledge (a CAD ontology) using sorted refinements.

UR - https://www.scopus.com/pages/publications/38049144032

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DO - 10.1007/978-3-540-73847-3_39

M3 - Conference contribution

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T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

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BT - Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers

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T2 - 16th International Conference of Inductive Logic Programming, ILP 2006

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Žákova M, Železný F, Garcia-Sedano JA, Tissot CM, Lavrač N, Křemen P et al. Relational data mining applied to virtual engineering of product designs. In Inductive Logic Programming - 16th International Conference, ILP 2006, Revised Selected Papers. Springer Verlag. 2007. p. 439-453. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-540-73847-3_39

Relational data mining applied to virtual engineering of product designs

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