Presentation 2008-09-10
Development and Evaluation of High Performance Floating Car Data System Based on Data-stream Processing
Koji KIDA, Ken-ichiro FUJIYAMA, Teruyuki IMAI, Nobutatsu NAKAMURA,
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Abstract(in English) Floating car data systems that regard each vehicle as moving sensors and provide traffic, weather information, etc. generated by analyzing floating car data are attracting much attention. In this paper, we propose a high performance floating-car data analyzing technologies for next generation floating-car systems that have an important issue of handling of very large-scale data such as several hundreds of thousands of floating-cars' data on a national basis. To tackle the issues, we apply our data stream processing platform (DSPP) that is based on inbound processing model that data records are processed before they are stored in a repository. The DSPP has following three key technologies: (1) Dataflow architecture and pipe-line processing, (2) Successive analyzing, and (3) On-memory processing. The prototype floating-car system based on the DSPP has successfully worked. The floating-car system estimates traffic jam according to probe data of 1700 floating-taxes in Nagoya. Our experience shows that the performance of our proposal method is excellent since its processing time is only 1/160 of the processing time of a conventional system.
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Keyword(in English) Data-stream / Floating-car / ITS
Paper # ITS2008-20
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Committee ITS
Conference Date 2008/9/3(1days)
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Registration To Intelligent Transport Systems Technology (ITS)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Development and Evaluation of High Performance Floating Car Data System Based on Data-stream Processing
Sub Title (in English)
Keyword(1) Data-stream
Keyword(2) Floating-car
Keyword(3) ITS
1st Author's Name Koji KIDA
1st Author's Affiliation NEC Service Platforms Research Laboratories()
2nd Author's Name Ken-ichiro FUJIYAMA
2nd Author's Affiliation NEC Service Platforms Research Laboratories
3rd Author's Name Teruyuki IMAI
3rd Author's Affiliation NEC Service Platforms Research Laboratories
4th Author's Name Nobutatsu NAKAMURA
4th Author's Affiliation NEC Service Platforms Research Laboratories
Date 2008-09-10
Paper # ITS2008-20
Volume (vol) vol.108
Number (no) 200
Page pp.pp.-
#Pages 8
Date of Issue