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Alternative Sensor System and MLP Neural Network for Vehicle Pedal Activity Estimation
Electronics Department, Polytechnics, University of Alcalá, Campus Universitario s/n, 28871 Alcalá de Henares, Madrid, Spain
* Author to whom correspondence should be addressed.
Received: 19 January 2010; in revised form: 21 February 2010 / Accepted: 22 March 2010 / Published: 14 April 2010
Abstract: It is accepted that the activity of the vehicle pedals (i.e., throttle, brake, clutch) reflects the driver’s behavior, which is at least partially related to the fuel consumption and vehicle pollutant emissions. This paper presents a solution to estimate the driver activity regardless of the type, model, and year of fabrication of the vehicle. The solution is based on an alternative sensor system (regime engine, vehicle speed, frontal inclination and linear acceleration) that reflects the activity of the pedals in an indirect way, to estimate that activity by means of a multilayer perceptron neural network with a single hidden layer.
Keywords: brake estimator; clutch estimator; throttle estimator; pedals activity estimation; multilayer perceptron; ANN estimator; on-board sensorial system
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Wefky, A.M.; Espinosa, F.; Jiménez, J.A.; Santiso, E.; Rodríguez, J.M.; Fernández, A.J. Alternative Sensor System and MLP Neural Network for Vehicle Pedal Activity Estimation. Sensors 2010, 10, 3798-3814.
Wefky AM, Espinosa F, Jiménez JA, Santiso E, Rodríguez JM, Fernández AJ. Alternative Sensor System and MLP Neural Network for Vehicle Pedal Activity Estimation. Sensors. 2010; 10(4):3798-3814.
Wefky, Ahmed M.; Espinosa, Felipe; Jiménez, José A.; Santiso, Enrique; Rodríguez, José M.; Fernández, Alfredo J. 2010. "Alternative Sensor System and MLP Neural Network for Vehicle Pedal Activity Estimation." Sensors 10, no. 4: 3798-3814.