Sensors 2012, 12(11), 14711-14729; doi:10.3390/s121114711
Article

Combination and Selection of Traffic Safety Expert Judgments for the Prevention of Driving Risks

1 Department of Computer Architecture, University Rey Juan Carlos, Móstoles 28933, Spain 2 Department of Statistics and Operations Research, University Rey Juan Carlos, Fuenlabrada 28943, Spain Current address: Facultad de Ciencias Empresariales, Universidad Autónoma de Chile, Providencia, Santiago, Chile.
* Author to whom correspondence should be addressed.
Received: 5 September 2012; in revised form: 14 October 2012 / Accepted: 29 October 2012 / Published: 2 November 2012
PDF Full-text Download PDF Full-Text [499 KB, uploaded 2 November 2012 10:50 CET]
Abstract: In this paper, we describe a new framework to combine experts’ judgments for the prevention of driving risks in a cabin truck. In addition, the methodology shows how to choose among the experts the one whose predictions fit best the environmental conditions. The methodology is applied over data sets obtained from a high immersive cabin truck simulator in natural driving conditions. A nonparametric model, based in Nearest Neighbors combined with Restricted Least Squared methods is developed. Three experts were asked to evaluate the driving risk using a Visual Analog Scale (VAS), in order to measure the driving risk in a truck simulator where the vehicle dynamics factors were stored. Numerical results show that the methodology is suitable for embedding in real time systems.
Keywords: driving risks; fusion of judgments; selection of experts; regression

Article Statistics

Load and display the download statistics.

Citations to this Article

Cite This Article

MDPI and ACS Style

Cabello, E.; Conde, C.; Diego, I.M.; Moguerza, J.M.; Redchuk, A. Combination and Selection of Traffic Safety Expert Judgments for the Prevention of Driving Risks. Sensors 2012, 12, 14711-14729.

AMA Style

Cabello E, Conde C, Diego IM, Moguerza JM, Redchuk A. Combination and Selection of Traffic Safety Expert Judgments for the Prevention of Driving Risks. Sensors. 2012; 12(11):14711-14729.

Chicago/Turabian Style

Cabello, Enrique; Conde, Cristina; Diego, Isaac M.; Moguerza, Javier M.; Redchuk, Andrés. 2012. "Combination and Selection of Traffic Safety Expert Judgments for the Prevention of Driving Risks." Sensors 12, no. 11: 14711-14729.

Sensors EISSN 1424-8220 Published by MDPI AG, Basel, Switzerland RSS E-Mail Table of Contents Alert