The Use of a Machine Learning Method to Predict the Real-Time Link Travel Time of Open-Pit Trucks
Joint Authors
Fengliang, Tian
Xiaoyu, Sun
Zhang, Hang
Yang, Lei
Source
Mathematical Problems in Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-04-19
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Abstract EN
Accurate truck travel time prediction (TTP) is one of the critical factors in the dynamic optimal dispatch of open-pit mines.
This study divides the roads of open-pit mines into two types: fixed and temporary link roads.
The experiment uses data obtained from Fushun West Open-pit Mine (FWOM) to train three types of machine learning (ML) prediction models based on k-nearest neighbors (kNN), support vector machine (SVM), and random forest (RF) algorithms for each link road.
The results show that the TTP models based on SVM and RF are better than that based on kNN.
The prediction accuracy calculated in this study is approximately 15.79% higher than that calculated by traditional methods.
Meteorological features added to the TTP model improved the prediction accuracy by 5.13%.
Moreover, this study uses the link rather than the route as the minimum TTP unit, and the former shows an increase in prediction accuracy of 11.82%.
American Psychological Association (APA)
Xiaoyu, Sun& Zhang, Hang& Fengliang, Tian& Yang, Lei. 2018. The Use of a Machine Learning Method to Predict the Real-Time Link Travel Time of Open-Pit Trucks. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-14.
https://search.emarefa.net/detail/BIM-1207455
Modern Language Association (MLA)
Xiaoyu, Sun…[et al.]. The Use of a Machine Learning Method to Predict the Real-Time Link Travel Time of Open-Pit Trucks. Mathematical Problems in Engineering No. 2018 (2018), pp.1-14.
https://search.emarefa.net/detail/BIM-1207455
American Medical Association (AMA)
Xiaoyu, Sun& Zhang, Hang& Fengliang, Tian& Yang, Lei. The Use of a Machine Learning Method to Predict the Real-Time Link Travel Time of Open-Pit Trucks. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-14.
https://search.emarefa.net/detail/BIM-1207455
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1207455