This work focuses on the capacitated vehicle routing problem. In this work, a real-time application is developed using online real-world data for mobile devices have IOS and Android operating systems. The fuzzy c-means clustering algorithm is used to group the demand points and the ant colony optimization algorithm is employed to determine the best route within each group. The customer demand points and distances between these points are obtained via Google Places and Google Directions APIs. The deviations in the route that result from the environmental and road conditions are identified immediately with the help of global positioning system technology allowing the route suggestions to be made. The developed application was evaluated on two datasets for testing. The test results showed that this real-time application can be used to find the optimum route for the capacitated vehicle routing problem and follow the route optimally.
Ant Colony Optimization, Fuzzy C-Means, Global Positioning System, Mobile Devices, Real Time Application, Vehicle Routing Problem
Primary Language | English |
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Subjects | Engineering |
Journal Section | Research Articles |
Authors |
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Publication Date | December 31, 2022 |
Submission Date | July 14, 2022 |
Acceptance Date | November 16, 2022 |
Published in Issue | Year 2022, Volume 9, Issue 4 |
Bibtex | @research article { hjse1143907, journal = {Hittite Journal of Science and Engineering}, eissn = {2148-4171}, address = {Hitit Üniversitesi Mühendislik Fakültesi Kuzey Kampüsü Çevre Yolu Bulvarı 19030 Çorum / TÜRKİYE}, publisher = {Hitit University}, year = {2022}, volume = {9}, number = {4}, pages = {263 - 273}, doi = {10.17350/HJSE19030000279}, title = {An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem}, key = {cite}, author = {Yavşan, Emrehan and İlhan, İlhan} } |
APA | Yavşan, E. & İlhan, İ. (2022). An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem . Hittite Journal of Science and Engineering , 9 (4) , 263-273 . DOI: 10.17350/HJSE19030000279 |
MLA | Yavşan, E. , İlhan, İ. "An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem" . Hittite Journal of Science and Engineering 9 (2022 ): 263-273 <https://dergipark.org.tr/en/pub/hjse/issue/74853/1143907> |
Chicago | Yavşan, E. , İlhan, İ. "An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem". Hittite Journal of Science and Engineering 9 (2022 ): 263-273 |
RIS | TY - JOUR T1 - An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem AU - EmrehanYavşan, İlhanİlhan Y1 - 2022 PY - 2022 N1 - doi: 10.17350/HJSE19030000279 DO - 10.17350/HJSE19030000279 T2 - Hittite Journal of Science and Engineering JF - Journal JO - JOR SP - 263 EP - 273 VL - 9 IS - 4 SN - -2148-4171 M3 - doi: 10.17350/HJSE19030000279 UR - https://doi.org/10.17350/HJSE19030000279 Y2 - 2022 ER - |
EndNote | %0 Hittite Journal of Science and Engineering An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem %A Emrehan Yavşan , İlhan İlhan %T An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem %D 2022 %J Hittite Journal of Science and Engineering %P -2148-4171 %V 9 %N 4 %R doi: 10.17350/HJSE19030000279 %U 10.17350/HJSE19030000279 |
ISNAD | Yavşan, Emrehan , İlhan, İlhan . "An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem". Hittite Journal of Science and Engineering 9 / 4 (December 2022): 263-273 . https://doi.org/10.17350/HJSE19030000279 |
AMA | Yavşan E. , İlhan İ. An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem. Hittite J Sci Eng. 2022; 9(4): 263-273. |
Vancouver | Yavşan E. , İlhan İ. An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem. Hittite Journal of Science and Engineering. 2022; 9(4): 263-273. |
IEEE | E. Yavşan and İ. İlhan , "An Ant Colony Optimization Based Real-time Mobile Application for the Capacitated Vehicle Routing Problem", Hittite Journal of Science and Engineering, vol. 9, no. 4, pp. 263-273, Dec. 2022, doi:10.17350/HJSE19030000279 |