Einsatzmoglichkeiten des maschinellen Lernens zur Planung und Steuerung komplexer Produktionssysteme

By (author) Jonas Mielke

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Extent: 221 pages

Publisher: Logos Verlag Berlin

Subjects: Technical Sciences: Computer Science, Engineering, IT, & Math

Series: Anwendungsorientierte Beiträge zum Industriellen Management

Series volume number: 19

Language: German

Paperback (Published)

(February 2025)

ISBN: 9783832559090

6.65 x 9.45 inches

Price: $64.00

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Die Produktionsplanung und -steuerung der Organisation und Realisierung von Wertschopfungsprozessen tragt entscheidend zum Erfolg eines produzierenden Unternehmens bei. Aufgrund der steigenden Komplexitat von immer kurzzyklischeren Veranderungen gestaltet sich diese Aufgabe zunehmend herausfordernd. Bestehende Methoden in diesem Bereich gelangen dabei an ihre Grenzen. Maschinelles Lernen als Teilgebiet der kunstlichen Intelligenz kann einen massgeblichen Beitrag dazu leisten, die kontinuierlich veranderten Rahmenbedingungen in Form von Planungsszenarien zu bewerten und den Einfluss von Entscheidungen langfristig zu evaluieren. Entscheidend beim Einsatz maschineller Lernalgorithmen im Kontext der Produktionsplanung und -steuerung ist es, den Gesamtprozess zu berucksichtigen — beginnend bei der Erhebung von Produktionsdaten uber den Einsatz der Algorithmen bis hin zur Ruckfuhrung der Erkenntnisse in den Wertstrom. Als Ergebnis kann die Planung und Steuerung komplexer Produktionssysteme robuster und ganzheitlicher organisiert werden.

  • By (author) Jonas Mielke

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