1.

Record Nr.

UNINA9910437880003321

Titolo

Ultrasonic fluid quantity measurement in dynamic vehicular applications : a support vector machine approach / / Jenny Terzic ... [et al.], editors

Pubbl/distr/stampa

Cham, Switzerland ; ; New York, : Springer, c2013

ISBN

9783319006338

3319006339

Edizione

[1st ed. 2013.]

Descrizione fisica

1 online resource (136 p.)

Altri autori (Persone)

TerzicJenny

Disciplina

620

620.1064

Soggetti

Fluid dynamic measurements

Neural networks (Computer science)

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Description based upon print version of record.

Nota di bibliografia

Includes bibliographical references.

Nota di contenuto

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

Sommario/riassunto

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 Ī½-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.