Error-tolerance in quantifying traffic states using mobile phones

Quang Tran Minh, Eiji Kamioka

研究成果: Conference contribution

2 引用 (Scopus)

抄録

This paper analyzes the effect of penetration rate to the estimation error in mobile phone based traffic state estimation systems. More concretely, the error-tolerance is analyzed based upon the penetration rate of participating mobile phones. In addition, a hybrid model by which not only real-time data but also the historical data utilized under a suitable data mining technique is introduced. This work also introduces an effective method for dynamically creating the historical dataset which is especially adequate for the aforementioned data mining model. This approach improves not only the effectiveness, robustness and the accuracy but also the scalability of the system. The evaluation reveals that the estimation error is sensitive to the penetration rate while the existing work did not mention.

元の言語English
ホスト出版物のタイトルProceedings - 2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011
ページ559-563
ページ数5
DOI
出版物ステータスPublished - 2011
イベント2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011 - Tokyo and Hiroshima
継続期間: 2011 3 232011 3 27

Other

Other2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011
Tokyo and Hiroshima
期間11/3/2311/3/27

Fingerprint

Mobile phones
Error analysis
Data mining
State estimation
Scalability

ASJC Scopus subject areas

  • Artificial Intelligence
  • Control and Systems Engineering

これを引用

Minh, Q. T., & Kamioka, E. (2011). Error-tolerance in quantifying traffic states using mobile phones. : Proceedings - 2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011 (pp. 559-563). [5741407] https://doi.org/10.1109/ISADS.2011.78

Error-tolerance in quantifying traffic states using mobile phones. / Minh, Quang Tran; Kamioka, Eiji.

Proceedings - 2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011. 2011. p. 559-563 5741407.

研究成果: Conference contribution

Minh, QT & Kamioka, E 2011, Error-tolerance in quantifying traffic states using mobile phones. : Proceedings - 2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011., 5741407, pp. 559-563, 2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011, Tokyo and Hiroshima, 11/3/23. https://doi.org/10.1109/ISADS.2011.78
Minh QT, Kamioka E. Error-tolerance in quantifying traffic states using mobile phones. : Proceedings - 2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011. 2011. p. 559-563. 5741407 https://doi.org/10.1109/ISADS.2011.78
Minh, Quang Tran ; Kamioka, Eiji. / Error-tolerance in quantifying traffic states using mobile phones. Proceedings - 2011 10th International Symposium on Autonomous Decentralized Systems, ISADS 2011. 2011. pp. 559-563
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