Title
Exploiting Machine Learning for the Identification of Locomotives' Position in Large Freight Trains.
Abstract
Accurate identification of locomotives' position in large freight trains is important due to maintenance and management aspects. Current solutions employ RFIDs, image cameras or GPS, while the first two are expensive, the third is not an off-the-shelf hardware for all locomotives. In this paper we investigate a data driven solution to automatically identify locomotives' position in large freight trains. We take into account off-the-shelf hardware alone (that gather instant fuel consumption) seeking for a less expensive solution. We evaluate different machine learning approaches and algorithms and different inputs attributes, achieving significant results.
Year
DOI
Venue
2019
10.1080/08839514.2019.1646019
APPLIED ARTIFICIAL INTELLIGENCE
Field
DocType
Volume
Computer science,Artificial intelligence,Global Positioning System,Train,Machine learning
Journal
33.0
Issue
ISSN
Citations 
10
0883-9514
0
PageRank 
References 
Authors
0.34
0
5
Name
Order
Citations
PageRank
Helder M. Arruda101.01
Orlando Ohashi200.34
Jair S. Ferreira Jr.300.34
Cleidson R.B. de Souza462352.73
Gustavo Pessin516423.10