Feed forward mechanism in public transport
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1 Feed forward mechanism in public transport Data driven optimisation dr. ir. N. van Oort Assistant professor public transport EMTA Meeting London, TfL October
2 Developments in industry Focus on cost efficiency Customer focus Enhanced quality Main challenges: Increasing cost efficiency Increasing customer experience Motivating new strategic investments Data enable achieving objectives 2
3 Operations and feedback Strategic Long term feedback loop APC Tactical AVL Real-time feedback loop Customer surveys Driver/ Control room Operational 3
4 Data sources GSM data; tracking travellers - Potential public transport services Vehicle data (AVL); tracking vehicles - Evaluating and optimizing performance Passenger data (APC); tracking passengers - Evaluating and optimizing ridership and passengers flows WiFi, Bluetooth, video data - Tracking pedestrian flows Combining data sources (APC and AVL) - Service reliability from a passenger perspective 4
5 The potential benefits Optimizing network and timetable design: The Netherlands: Potential cost savings: > 50 million Utrecht: less yearly operational costs The Hague: 5-15% increased ridership Amsterdam: ~10% increased cost coverage Tram Maastricht:> 4 Million /year social benefits Light rail Utrecht: : 200 Million social benefits 5
6 The challenge -Data -Information -Knowledge -Improvements -Evaluation -Forecasts - New methodologies - Proven in practice 6
7 Applied examples - Monitoring and predicting passenger numbers: Whatif - Vehicle performance and service reliability Quantifying benefits of enhanced service reliability in public transport Van Oort, N. (2012)., Proceedings of the 12th International Conference on Advanced Systems for Public Transport (CASPT12), Santiago, Chile. - Optimizing planning and real time control Van Oort, N. and R. van Nes (2009), Control of public transport operations to improve reliability: theory and practice, Transportation research record, No. 2112, pp Optimizing synchronization multimodal transfers Lee, A. N. van Oort, R. van Nes (2014), Service reliability in a network context: impacts of synchronizing schedules in long headway services, TRB - Improved scheduling Van Oort, N. et al. (2012). The impact of scheduling on service reliability: trip time determination and holding points in long-headway services. Public Transport, 4(1),
8 Smartcard data (1/2) The Netherlands OV Chipkaart Nationwide (since 2012) All modes: train, metro, tram, bus Tap in and tap out Bus and tram: devices are in the vehicle Issues Privacy Data accessibility via operators Data 19 million smartcards 42 million transactions every week Now starting to use the data 8
9 Smartcard data (2/2) Several applications of smartcard data (Pelletier et. al (2011). Transportation Research Part C) Our research focus: Connecting to transport model Evaluating history Predicting the future Whatif scenario s Stops: removing or adding Faster and higher frequencies Route changes Quick insights into Expected cost coverage Expected occupancy 9
10 Origin Destination Matrix 10
11 OD-patterns fictitious data 11
12 OD-patterns 12 fictitious data
13 13 -fictitious data
14 14 -fictitious data
15 15 -fictitious data
16 16 -fictitious data
17 17 -fictitious data
18 18 -fictitious data
19 19 -fictitious data
20 20 -fictitious data
21 21 -fictitious data
22 22 -fictitious data
23 23 -fictitious data
24 24 -fictitious data
25 Whatif scenarios Adjusting - Speed - Fares - Time of operations - Number of stops - Routes - Frequency Illustrating impacts on (indicators): - Cost coverage - Occupancy - Ridership - On time performance - Revenues 25
26 Whatif results: Flows increased frequencies 26
27 Vehicle performance 27
28 The Dutch approach: GOVI GOVI is a nationwide initiative to make transit data available to authorities and the public. Focus on dynamic traveler information Timetable and AVL data available from the majority of the transit vehicles. -(source: GOVI) 28
29 GOVI insights -Schedule adherence 29
30 GOVI insights -Examples: Improving speed and service reliability Speed Dwell time 30
31 31
32 Predicting service reliability AVL data APC data Reliability ratio Vehicle performance Passenger impacts Travel time impacts Transport model Schedule adherence Additional travel time and variance Additional travel time and variance in travel time units - Improved predictions - Predicting and assessing impacts of enhanced service reliability 32
33 Summary Much data available Data enables quality increase and enhanced efficiency Evaluating and controlling -> predicting and optimizing Data-> Information -> Knowledge -> Improvements Two applied examples Passenger data and whatif analysis Vehicle performance and service reliability 33
34 Questions / Contact Niels van Oort N.vanOort@TUDelft.nl Research papers: 34
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