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Deep Reinforcement Learning-Based Holding Control for Bus Bunching under Stochastic Travel Time and Demand
16 references·1 citing·31 second hop
Deep Reinforcement Learning-Based Holding Control for Bus Bunching under Stochastic Travel Time and Demand (2023)Deep Reinforcement Learning-Based Holding…The Impact of Public Transportation on Carbon Emissions—From the Perspective of Energy Consumption (2022)The Impact of Public Transpor…Dynamic holding control to avoid bus bunching: A multi-agent deep reinforcement learning framework (2020)Dynamic holding control to av…Robust scheduling strategies of electric buses under stochastic traffic conditions (2019)Robust scheduling strategies …Dynamic Bike Reposition (2018)Dynamic Bike RepositionModelling bus bunching and holding control with vehicle overtaking and distributed passenger boarding behaviour (2017)Modelling bus bunching and ho…A predictive-control framework to address bus bunching (2017)A predictive-control framewor…Public transportation and sustainability: A review (2016)Public transportation and sus…Bus stop-skipping scheme with random travel time (2013)Bus stop-skipping scheme with…How much can holding and/or limiting boarding improve transit performance? (2012)How much can holding and/or l…Dynamic bus holding strategies for schedule reliability: Optimal linear control and performance analysis (2011)Dynamic bus holding strategie…A headway-based approach to eliminate bus bunching: Systematic analysis and comparisons (2009)A headway-based approach to e…The Real–Time Stop–Skipping Problem (2005)The Real–Time Stop–Skipping P…A model for holding strategy in public transit systems with real-time information (2004)A model for holding strategy …Distributed architecture for real-time coordination of bus holding in transit networks (2003)Distributed architecture for …Design and Implementation of Bus–Holding Control Strategies with Real-Time Information (2002)Design and Implementation of …Maintaining a bus schedule (1964)Maintaining a bus scheduleReinforcement Learning for Bus Bunching Mitigation: A Systematic Evaluation of Configurations and Performances (2025)Reinforcement Learning for Bu…The Holding Problem with Real–Time Information Available (2001)Real-time holding control for high-frequency transit with dynamics (2015)Joint optimization of scheduling and capacity for mixed traffic with autonomous and human-driven buses: A dynamic programming approach (2020)Control Strategies for an Idealized Public Transportation System (1972)Structure of competitive transit networks (2009)Crowding in public transport systems: Effects on users, operation and implications for the estimation of demand (2013)Real-Time Optimization Model for Dynamic Scheduling of Transit Operations (2003)Chapter 2 Public Transit (2006)Real-Time Control of Buses in a Transit Corridor Based on Vehicle Holding and Boarding Limits (2009)Transit Route Network Design Problem: Review (2009)Design of limited-stop bus service with capacity constraint and stochastic travel time (2015)Autonomous shuttle bus service timetabling and vehicle scheduling using skip-stop tactic (2019)Addressing Sustainability in Transportation Systems: Definitions, Indicators, and Metrics (2005)Handbook on Constructing Composite Indicators (2005)Issues in sustainable transportation (2006)Sustainable Transport: An Efficient Transportation Network—Case Study (2020)Urban transportation sustainability assessments: a systematic review of literature (2021)Applications of evolutionary game theory in urban road transport network: A state of the art review (2023)Transit capacity and quality of service manual (2003)Stochastic bus schedule coordination considering demand assignment and rerouting of passengers (2019)A time–space network based exact optimization model for multi-depot bus scheduling (2005)An overview on vehicle scheduling models (2009)Transit Bus Scheduling with Limited Energy (2013)At-stop control measures in public transport: Literature review and research agenda (2020)Robustness and disturbances in public transport (2022)A real-time bus dispatching policy to minimize passenger wait on a high frequency route (2015)Public transport for smart cities: Recent innovations and future challenges (2022)Predicting Bus Arrival Time on the Basis of Global Positioning System Data (2007)Mesoscopic simulation for transit operations (2010)Impacts of Holding Control Strategies on Transit Performance (2011)On Controlling Randomness in Transit Operations (1974)
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References

  • 2009A headway-based approach to eliminate bus bunching: Systematic analysis and comparisons457 cited
  • 2013Bus stop-skipping scheme with random travel time296 cited
  • 2011Dynamic bus holding strategies for schedule reliability: Optimal linear control and performance analysis275 cited
  • 2012How much can holding and/or limiting boarding improve transit performance?264 cited
  • 2016Public transportation and sustainability: A review226 cited
  • 2019Robust scheduling strategies of electric buses under stochastic traffic conditions205 cited
  • 2005The Real–Time Stop–Skipping Problem198 cited
  • 1964Maintaining a bus schedule180 cited
  • 2017Modelling bus bunching and holding control with vehicle overtaking and distributed passenger boarding behaviour177 cited
  • 2002Design and Implementation of Bus–Holding Control Strategies with Real-Time Information136 cited
  • 2020Dynamic holding control to avoid bus bunching: A multi-agent deep reinforcement learning framework124 cited
  • 2022The Impact of Public Transportation on Carbon Emissions—From the Perspective of Energy Consumption119 cited
  • 2004A model for holding strategy in public transit systems with real-time information104 cited
  • 2018Dynamic Bike Reposition96 cited

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2017
A predictive-control framework to address bus bunching
94 cited
  • 2003Distributed architecture for real-time coordination of bus holding in transit networks88 cited
  • Cited by

    • 2025Reinforcement Learning for Bus Bunching Mitigation: A Systematic Evaluation of Configurations and Performances5 cited