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  Feature Selection for Troubleshooting in Complex Assembly Lines

Pfingsten, T., Herrmann, D., Schnitzler, T., Feustel, A., & Schölkopf, B. (2007). Feature Selection for Troubleshooting in Complex Assembly Lines. IEEE Transactions on Automation Science and Engineering, 4(3), 465-469. doi:10.1109/TASE.2006.888054.

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Pfingsten, T, Autor           
Herrmann, DJL, Autor           
Schnitzler, T, Autor
Feustel, A, Autor
Schölkopf, B1, 2, Autor           
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794              

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 Zusammenfassung: The final properties of sophisticated products can
be affected by many unapparent dependencies within the manufacturing
process, and the products’ integrity can often only be
checked in a final measurement. Troubleshooting can therefore
be very tedious if not impossible in large assembly lines.
In this paper we show that Feature Selection is an efficient tool for
serial-grouped lines to reveal causes for irregularities in product
attributes. We compare the performance of several methods for
Feature Selection on real-world problems in mass-production of
semiconductor devices.
Note to Practitioners— We present a data based procedure
to localize flaws in large production lines: using the results of
final quality inspections and information about which machines
processed which batches, we are able to identify machines which
cause low yield.

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 Datum: 2007-07
 Publikationsstatus: Erschienen
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 Identifikatoren: DOI: 10.1109/TASE.2006.888054
BibTex Citekey: 3611
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Titel: IEEE Transactions on Automation Science and Engineering
Genre der Quelle: Zeitschrift
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Ort, Verlag, Ausgabe: -
Seiten: - Band / Heft: 4 (3) Artikelnummer: - Start- / Endseite: 465 - 469 Identifikator: -