Ultrasonic Fluid Quantity Measurement In Dynamic Vehicular Applications: A Support Vector Machine Approach by Jenny TerzicUltrasonic Fluid Quantity Measurement In Dynamic Vehicular Applications: A Support Vector Machine Approach by Jenny Terzic

Ultrasonic Fluid Quantity Measurement In Dynamic Vehicular Applications: A Support Vector Machine…

byJenny Terzic, Edin Terzic, Romesh Nagarajah

Paperback | July 7, 2015

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Accurate fluid level measurement in dynamic environments can be assessed using a Support Vector Machine (SVM) approach. SVM is a supervised learning model that analyzes and recognizes patterns. It is a signal classification technique which has far greater accuracy than conventional signal averaging methods.

Ultrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications: A Support Vector Machine Approachdescribes the research and development of a fluid level measurement system for dynamic environments. The measurement system is based on a single ultrasonic sensor. A Support Vector Machines (SVM) based signal characterization and processing system has been developed to compensate for the effects of slosh and temperature variation in fluid level measurement systems used in dynamic environments including automotive applications. It has been demonstrated that a simple ν-SVM model with Radial Basis Function (RBF) Kernel with the inclusion of a Moving Median filter could be used to achieve the high levels of accuracy required for fluid level measurement in dynamic environments.

Aimed toward graduate and postgraduate students, researchers, and engineers studying applications of artificial intelligence, readers will learn about a measurement system that is based on a single ultrasonic sensor which can achieve the high levels of accuracy required for fluid level measurement in dynamic environments.

Dr. Jenny Terzic is the Director of Corporate Quality at Iveco Trucks Australia (Fiat Group). She holds a Bachelor of Mechanical Engineering (with honors), Master of Engineering in Computer Integrated Manufacturing and PhD in Automotive Engineering from Swinburne University of Technology. She has published a number of technical papers ...
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Title:Ultrasonic Fluid Quantity Measurement In Dynamic Vehicular Applications: A Support Vector Machine…Format:PaperbackDimensions:129 pages, 23.5 × 15.5 × 0.02 inPublished:July 7, 2015Publisher:Springer-Verlag/Sci-Tech/TradeLanguage:English

The following ISBNs are associated with this title:

ISBN - 10:3319033271

ISBN - 13:9783319033273

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Table of Contents

Introduction.- Ultrasonic Sensing Technology.- Ultrasonic Sensor Based Fluid Level Sensing Using Support Vector Machines.- Methodology and Experimental Program.- Experimentation.- Results.- Discussion.- Conclusion and Future Work.