Traffic forecasting with Virtual Induction Loops - SUMO simulation dataset

This repository is associated with my doctoral dissertation titled, "<strong>Smartphone based applications for Road Traffic Telematics</strong>". In particular this repository serves as the basis of Chapter 7 titled, "<strong>Traffic forecasting with Virtual Induction Loops (VIL)</strong>". The basic idea is to validate a traffic forecasting system which uses machine learning techniques on the simulation of real traffic flows on a real intersection in the City of Turin. This dataset contains simulation output from SUMO software for 56 real days between the months of October-2017 to April-2018. Details about these days are available in my thesis. For each day, 3 output files are available. Here is the description and naming convention: M1_100seed_100pr_dump.csv (This is the data dump file from SUMO. It contains flows of every single vehicle that was simulated. Naming convention is day_seed_vilPenetrationRate_dump.csv) M1_100seed_ilNorth_100pr.xml (This is the output from a simulated induction loop for Northbound traffic. Naming convention is day_seed_ilNorth_vilPenetrationRate.xml) M1_100seed_ilSouth_100pr.xml (This is the output from a simulated induction loop for Southbound traffic. Naming convention is day_seed_ilSouth_vilPenetrationRate.xml) For further details, please refer to my thesis.本仓库关联于我的博士学位论文《基于智能手机的道路交通远程信息处理应用》（Smartphone based applications for Road Traffic Telematics）。具体而言，本仓库对应论文第七章《基于虚拟感应线圈（Virtual Induction Loops, VIL）的交通预测》。 本研究的基本思路为：针对都灵市一处真实交叉口的真实交通流仿真场景，验证一套采用机器学习技术的交通预测系统。 本数据集包含SUMO软件在2017年10月至2018年4月间共56个真实日期的仿真输出结果，各日期的详细信息可查阅我的学位论文。每个日期对应3个输出文件，具体说明与命名规范如下： 1. M1_100seed_100pr_dump.csv：该文件为SUMO导出的数据转储文件，包含本次仿真中所有模拟车辆的通行流量数据。其命名格式为：day_seed_vilPenetrationRate_dump.csv，即「日期_随机种子数_VIL渗透率_dump.csv」。 2. M1_100seed_ilNorth_100pr.xml：该文件为针对北行交通的仿真感应线圈输出结果，命名格式为：day_seed_ilNorth_vilPenetrationRate.xml，即「日期_随机种子数_ilNorth_VIL渗透率.xml」。 3. M1_100seed_ilSouth_100pr.xml：该文件为针对南行交通的仿真感应线圈输出结果，命名格式为：day_seed_ilSouth_vilPenetrationRate.xml，即「日期_随机种子数_ilSouth_VIL渗透率.xml」。 更多详细信息，请参阅我的学位论文。