Identifying product and process state drivers in manufacturing systems using supervised machine learning. (2015)

• Record Type: Book
• Further Information: Note: Thorsten Wuest.
• Authors: Wuest, Thorsten
• Contents: Introduction -- Developments of manufacturing systems with a focus on product and process quality -- Current approaches with a focus on holistic information management in manufacturing -- Development of the product state concept -- Application of machine learning to identify state drivers -- Application of SVM to identify relevant state drivers -- Evaluation of the developed approach -- Recapitulation.
• Publisher Details: Cham : Springer
• Publication Date: 2015
• Copyright Date: 2015
• Extent: 1 online resource (xviii, 272 pages), illustrations (some color)
• Subjects: 670.42/7; Engineering; Manufacturing processes -- Automation; Supervised learning (Machine learning); TECHNOLOGY & ENGINEERING -- Industrial Engineering; TECHNOLOGY & ENGINEERING -- Industrial Technology; TECHNOLOGY & ENGINEERING -- Manufacturing; TECHNOLOGY & ENGINEERING -- Technical & Manufacturing Industries & Trades; Manufacturing processes -- Automation; Supervised learning (Machine learning); Engineering; Industrial and Production Engineering; Computer-Aided Engineering (CAD, CAE) and Design; Operations Management; Computational Intelligence; Computers -- CAD-CAM; Business & Economics -- Production & Operations Management; Computers -- Intelligence (AI) & Semantics; Computer-aided design (CAD); Management of specific areas; Artificial intelligence; Industrial engineering; Computer aided design; Production management; Production engineering; Electronic books
• Languages: English
• ISBNs: 9783319176116; 3319176110; 3319176102; 9783319176109
• Related ISBNs: 9783319176109
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (SpringerLink, viewed April 28, 2015).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.