All Outputs (5)

Application of machine learning for fuel consumption modelling of trucks (2017)
Conference Proceeding

This paper presents the application of three Machine Learning techniques to fuel consumption modelling of articulated trucks for a large dataset. In particular, Support Vector Machine (SVM), Random Forest (RF), and Artificial Neural Network (ANN) mod... Read More about Application of machine learning for fuel consumption modelling of trucks.

Using truck sensors for road pavement performance investigation (2017)
Conference Proceeding

Considering data from 260 articulated trucks, with ~12900 cc Euro 6 engines driving along a motorway in England (M18), the study first shows how different approaches lead to the conclusion that road pavement surface conditions influence fuel consumpt... Read More about Using truck sensors for road pavement performance investigation.

Bridge asset management using Petri-Nets (2017)
Conference Proceeding

Management of a diverse portfolio of assets is a demanding and complex task. Although extensive research has been carried out in bridge asset management models, the model developed in this study contains flexibility which is able to model a vast arra... Read More about Bridge asset management using Petri-Nets.

Route level analysis of road pavement surface condition and truck fleet fuel consumption (2017)
Conference Proceeding

Experimental studies have estimated the impact of road surface conditions on vehicle fuel consumption to be up to 5% (Beuving et al., 2004). Similar results have been published by Zaabar and Chatti (2010). However, this was established testing a limi... Read More about Route level analysis of road pavement surface condition and truck fleet fuel consumption.

A big data approach to assess the influence of road pavement condition on truck fleet fuel consumption (2017)
Conference Proceeding

In Europe, the road network is the most extensive and valuable infrastructure asset. In England, for example, its value has been estimated at around £344 billion and every year the government spends approximately £4 billion on highway maintenance (Ho... Read More about A big data approach to assess the influence of road pavement condition on truck fleet fuel consumption.