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Synthetic Data

Synthetic Data

von Jimmy Nassif, Joe Tekli und Marc Kamradt
Softcover - 9783031475597
106,99 €
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Beschreibung

The book concentrates on the impact of digitalization and digital transformation technologies on the Industry 4.0 and smart factories, how the factory of tomorrow can be designed, built, and run virtually as a digital twin likeness of its real-world counterpart, before the physical structure is actually erected.

It highlights the main digitalization technologies that have stimulated the Industry 4.0, how these technologies work and integrate with each other, and how they are shaping the industry of the future.

It examines how multimedia data and digital images in particular are being leveraged to create fully virtualized worlds in the form of digital twin factories and fully virtualized industrial assets. It uses BMW Group’s latest SORDI dataset (Synthetic Object Recognition Dataset for Industry), i.e., the largest industrial images dataset to-date and its applications at BMW Group and Idealworks, as one of the main explanatory scenarios throughout the book.

It discusses the need of synthetic data to train advanced deep learning computer vision models, and how such datasets will help create the “robot gym” of the future: training robots on synthetic images to prepare them to function in the real world.   


Revolutionizing the Industrial Metaverse

Details

Verlag Springer International Publishing
Ersterscheinung 04. Januar 2024
Maße 23.5 cm x 15.5 cm
Gewicht 306 Gramm
Format Softcover
ISBN-13 9783031475597
Seiten 166

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