Identifying Product and Process State Drivers in Manufacturing Systems Using Supervised Machine Learning

Nonfiction, Science & Nature, Technology, Engineering, Industrial, Computers, Application Software, CAD/CAM
Cover of the book Identifying Product and Process State Drivers in Manufacturing Systems Using Supervised Machine Learning by Thorsten Wuest, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Thorsten Wuest ISBN: 9783319176116
Publisher: Springer International Publishing Publication: April 20, 2015
Imprint: Springer Language: English
Author: Thorsten Wuest
ISBN: 9783319176116
Publisher: Springer International Publishing
Publication: April 20, 2015
Imprint: Springer
Language: English

The book reports on a novel approach for holistically identifying the relevant state drivers of complex, multi-stage manufacturing systems. This approach is able to utilize complex, diverse and high-dimensional data sets, which often occur in manufacturing applications, and to integrate the important process intra- and interrelations. The approach has been evaluated using three scenarios from different manufacturing domains (aviation, chemical and semiconductor). The results, which are reported in detail in this book, confirmed that it is possible to incorporate implicit process intra- and interrelations on both a process and programme level by applying SVM-based feature ranking. In practice, this method can be used to identify the most important process parameters and state characteristics, the so-called state drivers, of a manufacturing system. Given the increasing availability of data and information, this selection support can be directly utilized in, e.g., quality monitoring and advanced process control. Importantly, the method is neither limited to specific products, manufacturing processes or systems, nor by specific quality concepts.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

The book reports on a novel approach for holistically identifying the relevant state drivers of complex, multi-stage manufacturing systems. This approach is able to utilize complex, diverse and high-dimensional data sets, which often occur in manufacturing applications, and to integrate the important process intra- and interrelations. The approach has been evaluated using three scenarios from different manufacturing domains (aviation, chemical and semiconductor). The results, which are reported in detail in this book, confirmed that it is possible to incorporate implicit process intra- and interrelations on both a process and programme level by applying SVM-based feature ranking. In practice, this method can be used to identify the most important process parameters and state characteristics, the so-called state drivers, of a manufacturing system. Given the increasing availability of data and information, this selection support can be directly utilized in, e.g., quality monitoring and advanced process control. Importantly, the method is neither limited to specific products, manufacturing processes or systems, nor by specific quality concepts.

More books from Springer International Publishing

Cover of the book Biaxial Fatigue of Metals by Thorsten Wuest
Cover of the book Economic Crisis in Europe and the Balkans by Thorsten Wuest
Cover of the book Symbol Correspondences for Spin Systems by Thorsten Wuest
Cover of the book Extreme Learning Machines 2013: Algorithms and Applications by Thorsten Wuest
Cover of the book Sensors by Thorsten Wuest
Cover of the book Innovations in Social Marketing and Public Health Communication by Thorsten Wuest
Cover of the book Clastic Hydrocarbon Reservoir Sedimentology by Thorsten Wuest
Cover of the book The US "Culture Wars" and the Anglo-American Special Relationship by Thorsten Wuest
Cover of the book Web-Age Information Management by Thorsten Wuest
Cover of the book Italian Jewish Networks from the Seventeenth to the Twentieth Century by Thorsten Wuest
Cover of the book Energy Branding by Thorsten Wuest
Cover of the book Smart Cards, Tokens, Security and Applications by Thorsten Wuest
Cover of the book Contact Mechanics of Articular Cartilage Layers by Thorsten Wuest
Cover of the book Engineering Electromagnetics by Thorsten Wuest
Cover of the book Networks of Dissipative Systems by Thorsten Wuest
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy