Estimation of Transit OD Matrix Using Boarding and Alighting Data: A Case Study of Haridwar-Rishikesh Metro Corridor
Transit origin and destination (OD) matrix is fundamental to service planning and operation. Traditionally, transit OD matrices are generated through on-board personal interview surveys, albeit highly expensive, time-consuming, and labor-intensive. Therefore, utilizing the readily available data in the estimation process has been the subject of many research for the past few decades. This study focuses on the estimation of transit OD matrix using boarding and alighting passenger counts, which can further be extended to smart-card data. Four different methods from literature are explored, namely, IPF, Markov Model, Uncertainty Maximization, and Compressed Sensing. Furthermore, a new model for route-level transit OD estimation is introduced. Unlike compressed sensing, the proposed model employs ℓ∞ norm regularizer instead of Euclidean norm and uses spot information about the critical cell in each direction. The proposed model is found to outperform the existing methods when tested for RMSE value and trip length distributions for true OD matrices. In the most favorable scenario, the RMSE value was found to be 18 compared to 145 and 95 for compressed sensing and IPF, respectively. Lastly, the trip matrix for the Haridwar-Rishikesh metro corridor was estimated using the above methods and the results were compared based on their similarities and differences.
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Availability:
- Find a library where document is available. Order URL: http://worldcat.org/isbn/9789819925551
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Supplemental Notes:
- © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2023.
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Corporate Authors:
Springer Nature Singapore
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Authors:
- Mohmmand, Samsoor
- Fedujwar, Rupam
- Agarwal, Amit
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Conference:
- International Conference on Transportation Infrastructure Projects: Conception to Execution (TIPCE 2022)
- Location: Haridwar , India
- Date: 2022-9-14 to 2022-9-17
- Publication Date: 2023-7
Language
- English
Media Info
- Media Type: Web
- Pagination: pp 3-13
- Monograph Title: Recent Trends in Transportation Infrastructure, Volume 2: Select Proceedings of TIPCE 2022
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Serial:
- Lecture Notes in Civil Engineering
- Publisher: Springer Singapore
- ISSN: 2366-2557
- EISSN: 2366-2565
- Serial URL: https://www.springer.com/series/15087
Subject/Index Terms
- TRT Terms: Boarding and alighting; Origin and destination; Passenger counting; Smart cards; Transit riders
- Geographic Terms: India
- Subject Areas: Operations and Traffic Management; Public Transportation;
Filing Info
- Accession Number: 01938412
- Record Type: Publication
- ISBN: 9789819925551
- Files: TRIS
- Created Date: Nov 27 2024 1:44PM