A method of vehicle route prediction based on social network analysis
dc.contributor.author | Ye, Ning | |
dc.contributor.author | Wang, Zhong-qin | |
dc.contributor.author | Malekian, Reza | |
dc.contributor.author | Zhang, Ying-ya | |
dc.contributor.author | Wang, Ru-chuan | |
dc.contributor.email | reza.malekian@up.ac.za | en_ZA |
dc.date.accessioned | 2015-06-19T10:14:38Z | |
dc.date.available | 2015-06-19T10:14:38Z | |
dc.date.issued | 2015 | |
dc.description.abstract | A method of vehicle route prediction based on social network analysis is proposed in this paper. The difference from proposed work is that, according to our collected vehicles’ past trips, we build a relationship model between different road segments rather than find the driving regularity of vehicles to predict upcoming routes. In this paper, firstly we depend on graph theory to build an initial road network model and modify related model parameters based on the collected data set. Then we transform the model into a matrix. Secondly, two concepts from social network analysis are introduced to describe the meaning of the matrix and we process it by current software of social network analysis. Thirdly, we design the algorithm of vehicle route prediction based on the above processing results. Finally, we use the leave-one-out approach to verify the efficiency of our algorithm. | en_ZA |
dc.description.librarian | hb2015 | en_ZA |
dc.description.sponsorship | National Natural Science Foundation of China (nos. 61170065 and 61003039), Peak of Six Major Talent in Jiangsu Province (no. 2010DZXX026), China Postdoctoral Science Foundation (no. 2014M560440), Jiangsu Planned Projects for Postdoctoral Research Funds (no. 1302055C), Jiangsu provincial research scheme of natural science for higher education institutions (no. 12KJB520009), and Science & Technology Innovation Fund for higher education institutions of Jiangsu Province (no. CXZZ11-0405). | en_ZA |
dc.description.uri | http://www.hindawi.com/journals/js | en_ZA |
dc.identifier.citation | Ye, N, Wang, Z-Q, Malekian, R, Zhang, YY & Wang, RC 2015, 'A method of vehicle route prediction based on social network analysis', Journal of Sensors, vol. 2015, art. #210298, pp. 1-9. | en_ZA |
dc.identifier.issn | 1687-725X (print) | |
dc.identifier.issn | 1687-7268 (online) | |
dc.identifier.other | 10.1155/2015/210298 | |
dc.identifier.uri | http://hdl.handle.net/2263/45621 | |
dc.language.iso | en | en_ZA |
dc.publisher | Hindawi Publishing | en_ZA |
dc.rights | © 2015 Ning Ye et al.This is an open access article distributed under the Creative Commons Attribution License. | en_ZA |
dc.subject | Vehicle route prediction | en_ZA |
dc.subject | Social network analysis | en_ZA |
dc.title | A method of vehicle route prediction based on social network analysis | en_ZA |
dc.type | Article | en_ZA |