Prediction method of truck travel time in open pit mines
| dc.cclicence | N/A | en |
| dc.contributor.author | Ao, Mengting | |
| dc.contributor.author | Li, Changhe | |
| dc.contributor.author | Zeng, Sanyou | |
| dc.contributor.author | Yang, Shengxiang | |
| dc.date.acceptance | 2023-04 | |
| dc.date.accessioned | 2023-04-26T10:36:08Z | |
| dc.date.available | 2023-04-26T10:36:08Z | |
| dc.date.issued | 2023-09-18 | |
| dc.description.abstract | Aiming at the prediction of truck travel time in open pit mines, we established a prediction model based on long short-term memory(LSTM). This model fully accounts for 11 factors, including the nature of trucks, weather, road conditions, and driver’s behaviors, as well as the influence of neighbor road segments in the route on the current predicted road segment. The experiment shows that the error of the LSTM prediction model is significantly reduced compared with SVR and BP models. In addition, the maximum absolute mean error under different conditions is less than 12 seconds. | en |
| dc.funder | Other external funder (please detail below) | en |
| dc.funder.other | National Natural Science Foundation of China | en |
| dc.funder.other | Fundamental Research Funds for the Central Universities China University of Geosciences (Wuhan) | en |
| dc.identifier.citation | M. Ao, C. Li, and S. Yang. (2023) Prediction method of truck travel time in open pit mines based on LSTM model. Proceedings of the 42nd Chinese Control Conference (CCC), Tianjin, China, 2023, pp. 8651-8656 | en |
| dc.identifier.doi | https://doi.org/10.23919/ccc58697.2023.10240705 | |
| dc.identifier.uri | https://hdl.handle.net/2086/22764 | |
| dc.language.iso | en_US | en |
| dc.peerreviewed | Yes | en |
| dc.projectid | 62076226 | en |
| dc.projectid | CUGGC02 | en |
| dc.publisher | IEEE | |
| dc.researchinstitute | Institute of Artificial Intelligence (IAI) | en |
| dc.subject | Travel Time Prediction | en |
| dc.subject | Open Pit Truck | en |
| dc.subject | LSTM | en |
| dc.title | Prediction method of truck travel time in open pit mines | en |
| dc.type | Conference | en |