000 03454nam a22005055i 4500
001 978-3-319-00633-8
003 DE-He213
005 20140220082839.0
007 cr nn 008mamaa
008 130615s2013 gw | s |||| 0|eng d
020 _a9783319006338
_9978-3-319-00633-8
024 7 _a10.1007/978-3-319-00633-8
_2doi
050 4 _aTL1-483
072 7 _aTRC
_2bicssc
072 7 _aTRCS
_2bicssc
072 7 _aTEC009090
_2bisacsh
082 0 4 _a629.2
_223
100 1 _aTerzic, Jenny.
_eauthor.
245 1 0 _aUltrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications
_h[electronic resource] :
_bA Support Vector Machine Approach /
_cby Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir.
264 1 _aHeidelberg :
_bSpringer International Publishing :
_bImprint: Springer,
_c2013.
300 _aXIV, 129 p. 90 illus., 24 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
505 0 _aIntroduction -- 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.
520 _aAccurate 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.
650 0 _aEngineering.
650 0 _aArtificial intelligence.
650 0 _aHydraulic engineering.
650 1 4 _aEngineering.
650 2 4 _aAutomotive Engineering.
650 2 4 _aEngineering Fluid Dynamics.
650 2 4 _aMeasurement Science and Instrumentation.
650 2 4 _aArtificial Intelligence (incl. Robotics).
700 1 _aTerzic, Edin.
_eauthor.
700 1 _aNagarajah, Romesh.
_eauthor.
700 1 _aAlamgir, Muhammad.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319006321
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-00633-8
912 _aZDB-2-ENG
999 _c96459
_d96459