Developing a Real-Time Traffic Reporting and Forecasting Back-End System

被引:1
|
作者
Toliopoulos, Theodoros [1 ]
Nikolaidis, Nikodimos [1 ]
Michailidou, Anna-Valentini [1 ]
Seitaridis, Andreas [1 ]
Gounaris, Anastasios [1 ]
Bassiliades, Nick [1 ]
Georgiadis, Apostolos [2 ]
Liotopoulos, Fotis [2 ]
机构
[1] Aristotle Univ Thessaloniki, Thessaloniki, Greece
[2] Sboing, Thessaloniki, Greece
关键词
D O I
10.1007/978-3-030-50316-1_4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work describes the architecture of the back-end engine of a real-time traffic data processing and satellite navigation system. The role of the engine is to process real-time feedback, such as speed and travel time, provided by in-vehicle devices and derive real-time reports and traffic predictions through leveraging historical data as well. We present the main building blocks and the versatile set of data sources and processing platforms that need to be combined together to form a working and scalable solution. We also present performance results focusing on meeting system requirements keeping the need for computing resources low. The lessons and results presented are of value to additional real-time applications that rely on both recent and historical data.
引用
收藏
页码:58 / 75
页数:18
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