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Author:

Wei, Heng (Wei, Heng.) | Ai, Qingyi (Ai, Qingyi.) | Liu, Hao (Liu, Hao.) | Li, Zhixia (Li, Zhixia.) | Zuo, Ting (Zuo, Ting.)

Indexed by:

CPCI-S

Abstract:

This paper presents a study to reveal the mechanism of congestion impact on length-based vehicle classification using dual-loop data. Both ground-truth vehicle trajectory and simultaneous loop event data are used to characterize the impact of congested traffic on vehicle classification. Eight scenarios are synthesized to define the vehicles' stopping locations over two single loops. Under the synchronized traffic, acceleration or deceleration is considered in the new developed vehicle classification under synchronized traffic model. The error of vehicle classification is reduced from 33.5% to 6.7%, compared to the existing applied model. Under the stop-and-go traffic condition, a stop-on-both-loops-only (SBL) was developed to simplify the complexity of congested traffic situation, resulting in the error from 235% to 17.1%. To identify traffic congestion states using the dual-loop data, an innovative method for identifying the traffic phases has been proposed based relationship of speed and occupancy, and then successfully tested with the experimental data.

Keyword:

Author Community:

  • [ 1 ] [Wei, Heng]Univ Cincinnati, Dept Civil & Architectural Engn & Construct Manag, 729 ERC, Cincinnati, OH 45221 USA
  • [ 2 ] [Zuo, Ting]Univ Cincinnati, Dept Civil & Architectural Engn & Construct Manag, 729 ERC, Cincinnati, OH 45221 USA
  • [ 3 ] [Wei, Heng]Beijing Univ Technol, Beijing, Peoples R China
  • [ 4 ] [Wei, Heng]Shandong Jiaotong Univ, Jinan, Shandong, Peoples R China
  • [ 5 ] [Wei, Heng]Beijing Jiaotong Univ, Beijing, Peoples R China
  • [ 6 ] [Ai, Qingyi]Arcadis US Inc, 4665 Cornell Rd,Suite 200, Cincinnati, OH 45241 USA
  • [ 7 ] [Liu, Hao]Univ Calif Berkeley, PATH Program, Richmond Field Stn, Bldg 177,MC 3580,1357 S 46th St, Richmond, CA 94804 USA
  • [ 8 ] [Li, Zhixia]Univ Louisville, Dept Civil & Environm Engn, Louisville, KY 40292 USA

Reprint Author's Address:

  • [Wei, Heng]Univ Cincinnati, Dept Civil & Architectural Engn & Construct Manag, 729 ERC, Cincinnati, OH 45221 USA;;[Wei, Heng]Beijing Univ Technol, Beijing, Peoples R China;;[Wei, Heng]Shandong Jiaotong Univ, Jinan, Shandong, Peoples R China;;[Wei, Heng]Beijing Jiaotong Univ, Beijing, Peoples R China

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Source :

INTERNATIONAL CONFERENCE ON TRANSPORTATION AND DEVELOPMENT 2019: INNOVATION AND SUSTAINABILITY IN SMART MOBILITY AND SMART CITIES

Year: 2019

Page: 54-65

Language: English

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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