A novel tire contact patch soft sensor via Neural Networks

Leopoldo Urbina; Carlos A. Duchanoy; Gamaliel Faustino-González; Marco A. Moreno-Armendáriz; Carlos A. Cruz-Villar; Hiram Calvo

doi:10.1109/ICEEE.2015.7357974

A novel tire contact patch soft sensor via Neural Networks

Leopoldo Urbina, Carlos A. Duchanoy, Gamaliel Faustino-González, Marco A. Moreno-Armendáriz, Carlos A. Cruz-Villar, Hiram Calvo

Centro de Investigación en Computación (CIC)

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

3 Citas (Scopus)

Resumen

In this paper, a novel application of a soft sensor via Neural Networks is proposed. One of the most critical issues in the car is the area where the tires are in contact with the ground, these are the only points of contact between the vehicle and the road. The importance lies in the fact that keeping the tire contact patch within the operational parameters ensures the safety, comfort and maneuverability of the vehicle. There are some techniques to measure the tire contact patch, but the operating conditions of the car make impossible the implementation; so in this work the tire contact patch is obtained by the frustrated total internal reflection phenomenon and with the measures of 12 sensors in the car, a Neural Network is trained and tested. Thus, a soft sensor that accurately estimates this variable is the main contribution of this work.

Idioma original	Inglés
Título de la publicación alojada	2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015
Editorial	Institute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)	9781467378390
DOI	https://doi.org/10.1109/ICEEE.2015.7357974
Estado	Publicada - 14 dic. 2015
Evento	12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015 - Mexico City, México Duración: 26 oct. 2015 → 30 oct. 2015

Serie de la publicación

Nombre	2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015

Conferencia

Conferencia	12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015
País/Territorio	México
Ciudad	Mexico City
Período	26/10/15 → 30/10/15

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10.1109/ICEEE.2015.7357974

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Urbina, L., Duchanoy, C. A., Faustino-González, G., Moreno-Armendáriz, M. A., Cruz-Villar, C. A., & Calvo, H. (2015). A novel tire contact patch soft sensor via Neural Networks. En 2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015 Artículo 7357974 (2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICEEE.2015.7357974

Urbina, Leopoldo ; Duchanoy, Carlos A. ; Faustino-González, Gamaliel et al. / A novel tire contact patch soft sensor via Neural Networks. 2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015. Institute of Electrical and Electronics Engineers Inc., 2015. (2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015).

@inproceedings{45691d44ee624d57be71a7348f6f50d0,

title = "A novel tire contact patch soft sensor via Neural Networks",

abstract = "In this paper, a novel application of a soft sensor via Neural Networks is proposed. One of the most critical issues in the car is the area where the tires are in contact with the ground, these are the only points of contact between the vehicle and the road. The importance lies in the fact that keeping the tire contact patch within the operational parameters ensures the safety, comfort and maneuverability of the vehicle. There are some techniques to measure the tire contact patch, but the operating conditions of the car make impossible the implementation; so in this work the tire contact patch is obtained by the frustrated total internal reflection phenomenon and with the measures of 12 sensors in the car, a Neural Network is trained and tested. Thus, a soft sensor that accurately estimates this variable is the main contribution of this work.",

keywords = "Neuronal Networks, Soft Sensor, Tire contact patch",

author = "Leopoldo Urbina and Duchanoy, {Carlos A.} and Gamaliel Faustino-Gonz{\'a}lez and Moreno-Armend{\'a}riz, {Marco A.} and Cruz-Villar, {Carlos A.} and Hiram Calvo",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015 ; Conference date: 26-10-2015 Through 30-10-2015",

year = "2015",

month = dec,

day = "14",

doi = "10.1109/ICEEE.2015.7357974",

language = "Ingl{\'e}s",

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publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015",

address = "Estados Unidos",

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Urbina, L, Duchanoy, CA, Faustino-González, G, Moreno-Armendáriz, MA, Cruz-Villar, CA & Calvo, H 2015, A novel tire contact patch soft sensor via Neural Networks. En 2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015., 7357974, 2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015, Institute of Electrical and Electronics Engineers Inc., 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015, Mexico City, México, 26/10/15. https://doi.org/10.1109/ICEEE.2015.7357974

A novel tire contact patch soft sensor via Neural Networks. / Urbina, Leopoldo; Duchanoy, Carlos A.; Faustino-González, Gamaliel et al.
2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015. Institute of Electrical and Electronics Engineers Inc., 2015. 7357974 (2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

TY - GEN

T1 - A novel tire contact patch soft sensor via Neural Networks

AU - Urbina, Leopoldo

AU - Duchanoy, Carlos A.

AU - Faustino-González, Gamaliel

AU - Moreno-Armendáriz, Marco A.

AU - Cruz-Villar, Carlos A.

AU - Calvo, Hiram

PY - 2015/12/14

Y1 - 2015/12/14

N2 - In this paper, a novel application of a soft sensor via Neural Networks is proposed. One of the most critical issues in the car is the area where the tires are in contact with the ground, these are the only points of contact between the vehicle and the road. The importance lies in the fact that keeping the tire contact patch within the operational parameters ensures the safety, comfort and maneuverability of the vehicle. There are some techniques to measure the tire contact patch, but the operating conditions of the car make impossible the implementation; so in this work the tire contact patch is obtained by the frustrated total internal reflection phenomenon and with the measures of 12 sensors in the car, a Neural Network is trained and tested. Thus, a soft sensor that accurately estimates this variable is the main contribution of this work.

AB - In this paper, a novel application of a soft sensor via Neural Networks is proposed. One of the most critical issues in the car is the area where the tires are in contact with the ground, these are the only points of contact between the vehicle and the road. The importance lies in the fact that keeping the tire contact patch within the operational parameters ensures the safety, comfort and maneuverability of the vehicle. There are some techniques to measure the tire contact patch, but the operating conditions of the car make impossible the implementation; so in this work the tire contact patch is obtained by the frustrated total internal reflection phenomenon and with the measures of 12 sensors in the car, a Neural Network is trained and tested. Thus, a soft sensor that accurately estimates this variable is the main contribution of this work.

KW - Neuronal Networks

KW - Soft Sensor

KW - Tire contact patch

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Urbina L, Duchanoy CA, Faustino-González G, Moreno-Armendáriz MA, Cruz-Villar CA, Calvo H. A novel tire contact patch soft sensor via Neural Networks. En 2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015. Institute of Electrical and Electronics Engineers Inc. 2015. 7357974. (2015 12th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2015). doi: 10.1109/ICEEE.2015.7357974

A novel tire contact patch soft sensor via Neural Networks

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