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Computational Intelligence in Automotive Applications

Danil Prokhorov (Herausgeber)

Buch | Hardcover

XV, 365 Seiten

2008 | 2008
Springer Berlin (Verlag)
978-3-540-79256-7 (ISBN)

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What is computational intelligence (CI)? Traditionally, CI is understood as a collection of methods from the ?elds of neural networks (NN), fuzzy logic and evolutionary computation. Various de?nitions and opinions exist, but what belongs to CI is still being debated; see, e.g., [1-3]. More recently there has been a proposal to de?ne the CI not in terms of the tools but in terms of challenging problems to be solved [4]. With this edited volume I have made an attempt to give a representative sample of contemporary CI activities in automotive applications to illustrate the state of the art. While CI researchand achievements in some specialized ?elds described (see, e.g., [5, 6]), this is the ?rst volume of its kind dedicated to automotive technology. As if re?ecting the general lack of consensus on what constitutes the ?eld of CI, this volume 1 illustrates automotive applications of not only neural and fuzzy computations which are considered to be the "standard" CI topics, but also others, such as decision trees, graphicalmodels, Support Vector Machines (SVM), multi-agent systems, etc. This book is neither an introductory text, nor a comprehensive overview of all CI research in this area. Hopefully, as a broad and representative sample of CI activities in automotive applications, it will be worth reading for both professionals and students. When the details appear insu?cient, the reader is encouraged to consult other relevant sources provided by the chapter authors.

Learning-Based Driver Workload Estimation.- Visual Monitoring of Driver Inattention.- Understanding Driving Activity Using Ensemble Methods.- Computer Vision and Machine Learning for Enhancing Pedestrian Safety.- Application of Graphical Models in the Automotive Industry.- Extraction of Maximum Support Rules for the Root Cause Analysis.- Neural Networks in Automotive Applications.- On Learning Machines for Engine Control.- Recurrent Neural Networks for AFR Estimation and Control in Spark Ignition Automotive Engines.- Intelligent Vehicle Power Management: An Overview.- An Integrated Diagnostic Process for Automotive Systems.- Automotive Manufacturing: Intelligent Resistance Welding.- Intelligent Control of Mobility Systems.

Erscheint lt. Verlag	30.5.2008
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	XV, 365 p.
Verlagsort	Berlin
Sprache	englisch
Maße	155 x 235 mm
Gewicht	662 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Technik ► Fahrzeugbau / Schiffbau
	Technik ► Maschinenbau
Schlagworte	Automotive Applications • automotive engineering • Automotive technology • Calculus • Computational Intelligence • computer vision • learning • machine learning • neural network • Safety • Toyota
ISBN-10	3-540-79256-2 / 3540792562
ISBN-13	978-3-540-79256-7 / 9783540792567
Zustand	Neuware