Wissenschaftliche Reihe Fahrzeugtechnik Universität Stuttgart

Enhanced Machine Learning and Data Mining Methods for Analysing Large Hybrid Electric Vehicle Fleets based on Load Spectrum Data

Authors: Bergmeir, Philipp

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  • New Approaches for Identifying Harmful Vehicle Usage Patterns 

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eBook 63,06 €
price for Spain (gross)
  • ISBN 978-3-658-20367-2
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 77,99 €
price for Spain (gross)
  • ISBN 978-3-658-20366-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
About this book

Philipp Bergmeir works on the development and enhancement of data mining and machine learning methods with the aim of analysing automatically huge amounts of load spectrum data that are recorded for large hybrid electric vehicle fleets. In particular, he presents new approaches for uncovering and describing stress and usage patterns that are related to failures of selected components of the hybrid power-train.

 

About the authors

Philipp Bergmeir did a PhD in the doctoral program “Promotionskolleg HYBRID” at the Institute for Internal Combustion Engines and Automotive Engineering, University of Stuttgart, in cooperation with the Esslingen University of Applied Sciences and a well-known vehicle manufacturer. Currently, he is working as a data scientist in the automotive industry.

Table of contents (7 chapters)

  • Introduction

    Bergmeir, Philipp

    Pages 1-6

    Preview Buy Chapter 30,19 €
  • Data foundation

    Bergmeir, Philipp

    Pages 7-17

    Preview Buy Chapter 30,19 €
  • Classifying component failures of a vehicle fleet

    Bergmeir, Philipp

    Pages 19-82

    Preview Buy Chapter 30,19 €
  • Visualizing different kinds of vehicle stress and usage

    Bergmeir, Philipp

    Pages 83-114

    Preview Buy Chapter 30,19 €
  • Identifying usage and stress patterns in a vehicle fleet

    Bergmeir, Philipp

    Pages 115-146

    Preview Buy Chapter 30,19 €

Buy this book

eBook 63,06 €
price for Spain (gross)
  • ISBN 978-3-658-20367-2
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 77,99 €
price for Spain (gross)
  • ISBN 978-3-658-20366-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Enhanced Machine Learning and Data Mining Methods for Analysing Large Hybrid Electric Vehicle Fleets based on Load Spectrum Data
Authors
Series Title
Wissenschaftliche Reihe Fahrzeugtechnik Universität Stuttgart
Copyright
2018
Publisher
Springer Vieweg
Copyright Holder
Springer Fachmedien Wiesbaden GmbH
eBook ISBN
978-3-658-20367-2
DOI
10.1007/978-3-658-20367-2
Softcover ISBN
978-3-658-20366-5
Series ISSN
2567-0042
Edition Number
1
Number of Pages
XXXII, 166
Number of Illustrations
23 b/w illustrations, 11 illustrations in colour
Topics