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

Name: Identifying Product and Process State Drivers in Manufacturing Systems Using Supervised Machine Learning
Brand: Springer International Publishing AG
SKU: 9783319386980
Price: 105.5 EUR
Availability: InStock

Автор: Thorsten Wuest

Език:

Корици: С меки корици

Издател: Springer International Publishing AG

Наличност: Външен склад

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The book reports on a novel approach for holistically identifying the relevant state drivers of comp...

Информация за книгата

Автор

Thorsten Wuest

Език

Английски език

Корици

Книга - С меки корици

Издадена

2016

страници

272

EAN

9783319386980

ISBN

3319386980

Enbook ID

15194632

Издател

Springer International Publishing AG

Теглоt

4453

Размери

155 x 235 x 16

Пълно описание

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.

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

Информация за книгата

Пълно описание

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