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A Distance-Adaptive Refueling Recommendation Algorithm for Self-Driving Travel
- Source :
- ISPRS International Journal of Geo-Information, Vol 7, Iss 3, p 94 (2018), ISPRS International Journal of Geo-Information; Volume 7; Issue 3; Pages: 94
- Publication Year :
- 2018
- Publisher :
- MDPI AG, 2018.
-
Abstract
- Taking the maximum vehicle driving distance, the distances from gas stations, the route length, and the number of refueling gas stations as the decision conditions, recommendation rules and an early refueling service warning mechanism for gas stations along a self-driving travel route were constructed by using the algorithm presented in this research, based on the spatial clustering characteristics of gas stations and the urgency of refueling. Meanwhile, by combining ArcEngine and Matlab capabilities, a scenario simulation system of refueling for self-driving travel was developed by using c#.net in order to validate and test the accuracy and applicability of the algorithm. A total of nine testing schemes with four simulation scenarios were designed and executed using this algorithm, and all of the simulation results were consistent with expectations. The refueling recommendation algorithm proposed in this study can automatically adapt to changes in the route length of self-driving travel, the maximum driving distance of the vehicle, and the distance from gas stations, which could provide variable refueling recommendation strategies according to differing gas station layouts along the route. Therefore, the results of this study could provide a scientific reference for the reasonable planning and timely supply of vehicle refueling during self-driving travel.
- Subjects :
- intelligent transportation
recommendation algorithm
distance adaptive
spatial cluster
K-Means
refueling
APP
Computer science
Geography, Planning and Development
lcsh:G1-922
02 engineering and technology
Self driving
0502 economics and business
0202 electrical engineering, electronic engineering, information engineering
Earth and Planetary Sciences (miscellaneous)
Computers in Earth Sciences
MATLAB
Intelligent transportation system
computer.programming_language
050210 logistics & transportation
05 social sciences
k-means clustering
Scenario simulation
Vehicle driving
Variable (computer science)
Spatial clustering
020201 artificial intelligence & image processing
computer
Algorithm
lcsh:Geography (General)
Subjects
Details
- Language :
- English
- ISSN :
- 22209964
- Volume :
- 7
- Issue :
- 3
- Database :
- OpenAIRE
- Journal :
- ISPRS International Journal of Geo-Information
- Accession number :
- edsair.doi.dedup.....fe9e970e0c7ab5c7775696cd5a963c1f