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Ultrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications

Ultrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications

Edin Terzic / Jenny Terzic / Romesh Nagarajah

135,77 €
IVA incluido
Disponible
Editorial:
Springer Nature B.V.
Año de edición:
2015
Materia
Ingeniería mecánica
ISBN:
9783319033273
135,77 €
IVA incluido
Disponible

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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 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 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.

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Otros libros del autor

  • A Neural Network Approach to Fluid Quantity Measurement in Dynamic Environments
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    Sloshing causes liquid to fluctuate, making accurate level readings difficult to obtain in dynamic environments. The measurement system described uses a single-tube capacitive sensor to obtain an instantaneous level reading of the fluid surface, thereby accurately determining the fluid quantity in the presence of slosh. A neural network based classification technique has been a...
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  • Ultrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications
    Edin Terzic / Jenny Terzic / Romesh Nagarajah
    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 Neural Network Approach to Fluid Quantity Measurement in Dynamic Environments
    Edin Terzic / Jenny Terzic / Romesh Nagarajah
    Sloshing causes liquid to fluctuate, making accurate level readings difficult to obtain in dynamic environments. The measurement system described uses a single-tube capacitive sensor to obtain an instantaneous level reading of the fluid surface, thereby accurately determining the fluid quantity in the presence of slosh. A neural network based classification technique has been a...