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  Feature Selection for Trouble Shooting in Complex Assembly Lines

Pfingsten, T., Herrmann, D., Schnitzler T, Feustel, A., & Schölkopf, B. (2007). Feature Selection for Trouble Shooting 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, T1, Autor           
Herrmann, DJL1, Autor           
Schnitzler T, Feustel, A, Autor
Schölkopf, B1, Autor           
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1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              

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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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Titel: IEEE Transactions on Automation Science and Engineering
Genre der Quelle: Zeitschrift
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Seiten: - Band / Heft: 4 (3) Artikelnummer: - Start- / Endseite: 465 - 469 Identifikator: -