Abstract:
Traffic conditions are among the issues most concerned with the general public, and the freeway is a large-scale Internet-of-Things application. In addition to obtaining ...Show MoreMetadata
Abstract:
Traffic conditions are among the issues most concerned with the general public, and the freeway is a large-scale Internet-of-Things application. In addition to obtaining real-time road usage information, analysis of local road usage habits is crucial in evaluations of government policy implementation. Using road usage data provided by the electronic toll collection (ETC) system, we investigated the data on road usage history on the freeways. The ELK stack was employed to construct a platform for visualizing real-time road usage information and history in this article; the platform is named the local transportation knowledge (LTK) platform. By analyzing more than 500 million pieces of data, the LTK platform proposed in this article efficiently visualized road usage data and facilitated the acquirement of local road usage knowledge. We verified that residents of other counties and cities commuted to Taichung each day. We also discovered that a considerable number of Taichung city residents were employed in Hsinchu Science Park and commuted between the two places. The LTK platform can present real-time freeway traffic conditions, facilitate in-depth analysis of local road usage data, and provide data to verify the relevant information.
Published in: IEEE Internet of Things Journal ( Volume: 7, Issue: 7, July 2020)
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- IEEE Keywords
- Index Terms
- Electronic Toll Collection ,
- ELK Stack ,
- Highway ,
- Local Knowledge ,
- Real-time Information ,
- Traffic Conditions ,
- Road Users ,
- Science Park ,
- Pearson Correlation ,
- Data Processing ,
- Big Data ,
- Data Visualization ,
- December 2017 ,
- Average Speed ,
- Open Data ,
- Traffic Congestion ,
- Previous Day ,
- Traffic Flow ,
- Traffic Volume ,
- Vehicle Type ,
- Radio Frequency Identification Tags ,
- Traffic Information ,
- Traffic Data ,
- Peak Hours ,
- Car Drivers ,
- Specific Date ,
- Common Destination ,
- Radio Frequency Identification ,
- Nearby Areas
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Electronic Toll Collection ,
- ELK Stack ,
- Highway ,
- Local Knowledge ,
- Real-time Information ,
- Traffic Conditions ,
- Road Users ,
- Science Park ,
- Pearson Correlation ,
- Data Processing ,
- Big Data ,
- Data Visualization ,
- December 2017 ,
- Average Speed ,
- Open Data ,
- Traffic Congestion ,
- Previous Day ,
- Traffic Flow ,
- Traffic Volume ,
- Vehicle Type ,
- Radio Frequency Identification Tags ,
- Traffic Information ,
- Traffic Data ,
- Peak Hours ,
- Car Drivers ,
- Specific Date ,
- Common Destination ,
- Radio Frequency Identification ,
- Nearby Areas
- Author Keywords