Analyzing Performance of Transit Lines and Depots: A Data Envelopment Analysis Approach
Performance evaluation of transit systems inevitably offers critical information to decision makers, allowing them to modify, adjust or even re-structure transit operations. In this paper, the authors employ Data Envelopment Analysis in order to investigate the efficiency of bus depots and bus lines for the Athens (Greece) bus system. Appropriate labor, capital and operations inputs are used, along with tailor- made composite performance measures for outputs. Also, neural network regression is used for revealing the impact of critical variables to the performance of bus lines. Results on depots reveal differences between the depots with respect to their technical efficiency, as well as the variable returns to scale. For bus lines, DEA results indicate variability in the efficiency lines even for those depots that operate on the efficiency line. This has significant implications to a possible transit network restructure, as it reflects the need to assess each line separately. Finally, the neural network based analysis reveals the importance of the several technical characteristics (line category, route structure, bus type) to the efficiency of the lines.
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Supplemental Notes:
- This paper was sponsored by TRB committee AP050 Bus Transit Systems. Alternate title: Analyzing Performance of Transit Lines and Depots: Data Envelopment Analysis Approach.
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Corporate Authors:
500 Fifth Street, NW
Washington, DC United States 20001 -
Authors:
- Vlahogianni, Eleni I
- Kepaptsoglou, Konstantinos
- Karlaftis, Matthew G
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Conference:
- Transportation Research Board 94th Annual Meeting
- Location: Washington DC, United States
- Date: 2015-1-11 to 2015-1-15
- Date: 2015
Language
- English
Media Info
- Media Type: Digital/other
- Features: Figures; Maps; References; Tables;
- Pagination: 13p
- Monograph Title: TRB 94th Annual Meeting Compendium of Papers
Subject/Index Terms
- TRT Terms: Bus lines; Bus terminals; Bus transit operations; Neural networks; Performance measurement; Urban transit
- Uncontrolled Terms: Data envelopment analysis
- Geographic Terms: Athens (Greece)
- Subject Areas: Operations and Traffic Management; Planning and Forecasting; Public Transportation; Terminals and Facilities; I72: Traffic and Transport Planning;
Filing Info
- Accession Number: 01551120
- Record Type: Publication
- Report/Paper Numbers: 15-2318
- Files: TRIS, TRB, ATRI
- Created Date: Jan 27 2015 11:21AM