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Powertrain Development with Artificial Intelligence: History, Work Processes, Concepts, Methods and Application Examples

Autor Aras Mirfendreski
en Limba Engleză Paperback – 5 apr 2022
The variety of future powertrain concepts has drastically increased the development cost for automotive manufactures. Profitable investment requires a significantly leaner and efficient powertrain development process. Traditional methods of test and model based development need to be assisted by big data and data analytics. For this purpose, a valuable tool is available at the right time - artificial intelligence (AI). But what does AI really mean in a narrower sense? What concepts lie behind it? And how are the methods and algorithms transferable to powertrain applications? For the first time, this book aims to bridge the gap between automotive engineering and computer science, by illuminating the complexity of current AI concepts and demystifying it for powertrain applications. By elaborating on work processes, it shows how AI could be implemented and how completely novel methods can help us reshape the future of mobility.
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Specificații

ISBN-13: 9783662638620
ISBN-10: 3662638622
Ilustrații: XIII, 164 p. 155 illus., 124 illus. in color.
Dimensiuni: 168 x 240 mm
Greutate: 0.3 kg
Ediția:2022
Editura: Springer Berlin, Heidelberg
Colecția Springer
Locul publicării:Berlin, Heidelberg, Germany

Cuprins

Introduction.- The Combustion Engine at the Turn of Industrialization.- Revolution through Simulation for the development of Powertrains.- Big Data for Powertrains- Powertrain development with Artificial Intelligence.

Notă biografică

Dr. Aras Mirfendreski has developed into an engine-expert throughout the German and international scientific landscape (studied at RWTH Aachen University, doctorate at Audi AG). Through his experience as a powertrain developer at Stuttgart FKFS for various OEMs as well as his activities as a senior program manager at Toyota, his developments always thrive on the transfer of state-of-the-art methods into corporate structures. Today, he serves as Vice President Engine R&D at Aquarius Engines and is also an AI expert, keynote speaker and consultant on artificial intelligence topics.

Textul de pe ultima copertă

The variety of future powertrain concepts has drastically increased the development cost for automotive manufactures. Profitable investment requires a significantly leaner and efficient powertrain development process. Traditional methods of test and model based development need to be assisted by big data and data analytics. For this purpose, a valuable tool is available at the right time - artificial intelligence (AI). But what does AI really mean in a narrower sense? What concepts lie behind it? And how are the methods and algorithms transferable to powertrain applications? For the first time, this book aims to bridge the gap between automotive engineering and computer science, by illuminating the complexity of current AI concepts and demystifying it for powertrain applications. By elaborating on work processes, it shows how AI could be implemented and how completely novel methods can help us reshape the future of mobility.

Target groups:
  • Engineers in the field of powertrain development
  • Engineers & computer scientists in the field of artificial intelligence
  • Development departments of the automotive industry
  • Suppliers, service providers of the automotive industry, IT industry (AI experts, start-ups etc.)
  • Universities and research institutions
  • All interested readers with technical background knowledge
The author:
Dr. Aras Mirfendreski has developed into an engine-expert throughout the German and international scientific landscape (studied at RWTH Aachen University, doctorate at Audi AG). Through his experience as a powertrain developer at Stuttgart FKFS for various OEMs as well as his activities as a senior program manager at Toyota, his developments always thrive on the transfer of state-of-the-art methods into corporate structures. Today, he serves as Vice President Engine R&D at Aquarius Engines and is also an AI expert, keynote speaker and consultant on artificial intelligence topics.

Caracteristici

Application Examples for AI Engineering for all AI concepts Building a bridge between engineers and the world of artificial intelligence Over 120 colored graphs