Empirical Study on the Accuracy and Precision of Automatic Passenger Counting in European Bus Services

As for accuracy, a small average magnitude of the errors is observed. In addition, the APC accurately measures alighting passengers, while it presents a slight tendency to systematically undercount boarding passengers. As for precision, the amount of measurement error due to the APC system exists and, even if it is relatively contained, it is statistically significant for boarding and alighting passengers.

[1]  Jie Yang,et al.  Accurate WiFi Based Localization for Smartphones Using Peer Assistance , 2014, IEEE Transactions on Mobile Computing.

[2]  David Griffin,et al.  Automatic Passenger Counter Evaluation: Implications for National Transit Database Reporting , 2003 .

[3]  Otto Anker Nielsen,et al.  Estimating passenger numbers in trains using existing weighing capabilities , 2014 .

[4]  Daniel K Boyle,et al.  Passenger Counting Systems , 2009 .

[5]  Benedetto Barabino,et al.  Moving Towards a More Accurate Level of Inspection Against Fare Evasion in Proof-of-Payment Transit Systems , 2019, Networks and Spatial Economics.

[6]  Steve Callas,et al.  Validation and Sampling of Automatic Rail Passenger Counters for National Transit Database and Internal Reporting at TriMet , 2005 .

[7]  Avishai Ceder,et al.  Public Transit Planning and Operation: Theory, Modeling and Practice , 2007 .

[8]  Ivano Pinna,et al.  Rilievo automatico dei passeggeri e del carico dei veicoli / "Automatic passenger counting and vehicle load monitoring" , 2010 .

[9]  Francisco Antunes,et al.  Inferring Passenger Travel Demand to Improve Urban Mobility in Developing Countries Using Cell Phone Data: A Case Study of Senegal , 2016, IEEE Transactions on Intelligent Transportation Systems.

[10]  Benedetto Barabino,et al.  Rethinking Transit Time Reliability by Integrating Automated Vehicle Location Data, Passenger Patterns, and Web Tools , 2017, IEEE Transactions on Intelligent Transportation Systems.

[11]  Peter G Furth,et al.  USES OF ARCHIVED AVL-APC DATA TO IMPROVE TRANSIT PERFORMANCE AND MANAGEMENT: REVIEW AND POTENTIAL , 2003 .

[12]  John Attanucci,et al.  ASSESSMENT OF OPERATIONAL EFFECTIVENESS, ACCURACY, AND COSTS OF AUTOMATIC PASSENGER COUNTERS , 1983 .

[13]  James G. Strathman EVALUATION OF AUTOMATIC PASSENGER COUNTERS: VALIDATION, SAMPLING, AND STATISTICAL INFERENCE , 1990 .

[14]  Benedetto Barabino,et al.  Automatic recognition of “low-quality” vehicles and bus stops in bus services , 2018, Public Transp..

[15]  Tsong-Yi Chen,et al.  People Counting System for Getting In/Out of a Bus Based on Video Processing , 2008, 2008 Eighth International Conference on Intelligent Systems Design and Applications.

[16]  Benedetto Barabino,et al.  Characterizing, measuring, and managing transit service quality , 2016 .

[17]  Ana Aguiar,et al.  Detecting relative position of user devices and mobile access points , 2016, 2016 IEEE Vehicular Networking Conference (VNC).

[18]  R. G. Krutchkoff,et al.  Classical and Inverse Regression Methods of Calibration , 1967 .

[19]  Yair Wiseman,et al.  Vehicle Identification by OCR, RFID and Bluetooth for Toll Roads , 2018, International Journal of Control and Automation.

[20]  Tomoko Matsui,et al.  Counting public transport passenger using WiFi signatures of mobile devices , 2017, 2017 IEEE 20th International Conference on Intelligent Transportation Systems (ITSC).

[21]  Y. Sasaki Optimal choices of fare collection systems for public transportations: Barrier versus barrier-free , 2014 .

[22]  Christian Oberli,et al.  Performance Evaluation of UHF RFID Technologies for Real-Time Passenger Recognition in Intelligent Public Transportation Systems , 2010, IEEE Transactions on Intelligent Transportation Systems.

[23]  L.E. Deibel,et al.  On-board data collection for transit operations , 1977, IEEE Transactions on Vehicular Technology.

[24]  Benedetto Barabino,et al.  An Offline Framework for Handling Automatic Passenger Counting Raw Data , 2014, IEEE Transactions on Intelligent Transportation Systems.

[25]  Avishai Ceder,et al.  Public Transit Planning and Operation , 2007 .

[26]  Raja Sengupta,et al.  Quantifying transit travel experiences from the users’ perspective with high-resolution smartphone and vehicle location data: Methodologies, validation, and example analyses , 2015 .

[27]  Benedetto Barabino,et al.  Fare evasion in proof-of-payment transit systems: Deriving the optimum inspection level , 2014 .

[28]  James E. Moore,et al.  Performance of Automatic Passenger Counters in the Ventura/Lompoc Smart Card Demonstration Project , 2002, J. Intell. Transp. Syst..

[29]  Catherine Morency,et al.  Smart card data use in public transit: A literature review , 2011 .

[30]  Ana Aguiar,et al.  Context classifier for position-based user association control in vehicular hotspots , 2018, Comput. Commun..

[31]  Michael R. Baltes,et al.  THE "INS AND OUTS" OF APCS: AN OVERVIEW OF AUTOMATIC PASSENGER COUNTERS , 1999 .

[32]  Paul J. Poirier,et al.  Automated Passenger Counting Systems : Synopsis of Working Group Meeting : Transportation Systems Center, March 23-25, 1982 , 1983 .

[33]  K. K. Ramakrishnan,et al.  Finding occupancy in buses using crowdsourced data from smartphones , 2016, ICDCN.

[34]  Peter G Furth,et al.  Using Archived AVL-APC Data to Improve Transit Performance and Management , 2006 .