Towards a Topological Map-Matching Algorithm for Solid Waste Collection Systems

被引:0
作者
Blazquez, Carola A. [1 ]
Leon, Roberto [2 ]
Delgado, Luis [3 ]
机构
[1] Univ Andres Bello, Dept Engn Sci, Quillota 980, Vina Del Mar, Chile
[2] Univ Tecn Federico Santa Maria, Dept Informat, Ave Espana 1680, Valparaiso, Chile
[3] Univ Andres Bello, Fac Engn, Quillota 980, Vina Del Mar, Chile
来源
PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON VEHICLE TECHNOLOGY AND INTELLIGENT TRANSPORT SYSTEMS, VEHITS 2023 | 2023年
关键词
GPS; Intelligent Transportation Systems; Algorithm; Waste Management; MANAGEMENT; ISSUES;
D O I
10.5220/0011854100003479
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Global Navigation Satellite Systems (GNSS) such as Global Positioning Systems (GPS) are employed in different Intelligent Transportation Systems (ITS) applications to determine vehicle routes. However, the map-matching problem emerges when GPS measurements are assigned to incorrect road segments on a digital map due to the complexities of the road network and errors from different sources when capturing GPS data. This study presents a Topological Map-Matching Algorithm (TMMA) for determining correct waste collection vehicle routes using GPS measurements in an offline context to help improve solid waste collection services and compute proper performance measures. The TMMA is applied to a real-world case study with ten waste collection routes in the commune of Renca in Santiago, Chile. Overall, results indicate that the accuracy of the algorithm is greater than 90%, and small percentages of false negative cases with unsnapped GPS data points are obtained for most vehicle routes. The sensitivity analysis suggests that larger buffer sizes and higher speed tolerances yield the best solution quality and execution times.
引用
收藏
页码:95 / 102
页数:8
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