Ultrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications - A Support Vector Machine Approach (Paperback, 2013 ed.)

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 Approach describes 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 -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.

General

Imprint:	Springer International Publishing AG
Country of origin:	Switzerland
Release date:	July 2015
First published:	2013
Authors:	Jenny Terzic • Edin Terzic • Romesh Nagarajah • Muhammad Alamgir
Dimensions:	235 x 155 x 8mm (L x W x T)
Format:	Paperback
Pages:	129
Edition:	2013 ed.
ISBN-13:	978-3-319-03327-3
Categories:	Books > Science & Mathematics > Science: general issues > Scientific standards Books > Professional & Technical > Transport technology > Automotive technology > General Books > Computing & IT > Applications of computing > Artificial intelligence > General Books > Professional & Technical > Mechanical engineering & materials > Materials science > Mechanics of fluids > General
LSN:	3-319-03327-1
Barcode:	9783319033273

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