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Enhancing Hybrid Bike-Sharing Systems Through Long-Term Inventory Management: A Generative-Model-Informed Reinforcement Learning Approach
16 references·0 citing·45 second hopsampled
Enhancing Hybrid Bike-Sharing Systems Through Long-Term Inventory Management: A Generative-Model-Informed Reinforcement Learning Approach (2025)Enhancing Hybrid Bike-Sharing Systems Thr…Optimizing bike rebalancing strategies in free-floating bike-sharing systems: An enhanced distributionally robust approach (2024)Optimizing bike rebalancing s…Multi-task supply-demand prediction and reliability analysis for docked bike-sharing systems via transformer-encoder-based neural processes (2023)Multi-task supply-demand pred…A static green bike repositioning problem with heavy and light carriers (2023)A static green bike repositio…A Smart Predict-then-Optimize method for dynamic green bike relocation in the free-floating system (2023)A Smart Predict-then-Optimize…A multi-scale unified model of human mobility in urban agglomerations (2023)A multi-scale unified model o…Predictive and prescriptive performance of bike-sharing demand forecasts for inventory management (2022)Predictive and prescriptive p…Improving short-term bike sharing demand forecast through an irregular convolutional neural network (2022)Improving short-term bike sha…Bike-sharing inventory management for market expansion (2022)Bike-sharing inventory manage…Bike Sharing Demand Prediction based on Knowledge Sharing across Modes: A Graph-based Deep Learning Approach (2022)Bike Sharing Demand Predictio…A simulation-optimization study of the inventory of a bike-sharing system: The case of Mexico City Ecobici’s system (2021)A simulation-optimization stu…Mobility Modeling and Data-Driven Closed-Loop Prediction in Bike-Sharing Systems (2019)Mobility Modeling and Data-Dr…Day-to-day evolution of departure time choice in stochastic capacity bottleneck models with bounded rationality and various information perceptions (2019)Day-to-day evolution of depar…The station-free sharing bike demand forecasting with a deep learning approach and large-scale datasets (2018)The station-free sharing bike…A modeling framework for the dynamic management of free-floating bike-sharing systems (2018)A modeling framework for the …A Dynamic Approach to Rebalancing Bike-Sharing Systems (2018)A Dynamic Approach to Rebalan…Bike-share rebalancing strategies, patterns, and purpose (2016)Bike-share rebalancing strate…Bike-sharing: History, Impacts, Models of Provision, and Future (2009)Bikesharing in Europe, the Americas, and Asia (2010)Bike share’s impact on car use: Evidence from the United States, Great Britain, and Australia (2014)Roadmap for free-floating bikeshare research and practice in North America (2019)Enhancing equitable service level: Which can address better, dockless or dock-based Bikeshare systems? (2020)The rebalancing of bike-sharing system under flow-type task window (2020)Strategic design of public bicycle sharing systems with service level constraints (2010)Understanding Bike-Sharing Systems using Data Mining: Exploring Activity Patterns (2011)Optimizing the location of stations in bike-sharing programs: A GIS approach (2012)Mapping the bike sharing research published from 2010 to 2018: A scientometric review (2018)A model framework for discovering the spatio-temporal usage patterns of public free-floating bike-sharing system (2019)A review of bicycle-sharing service planning problems (2020)The Markov-modulated Poisson process (MMPP) cookbook (1993)Quantifying greenhouse gas emissions reduction from bike share systems: a model considering real-world trips and transportation mode choice patterns (2019)Green travel mobility of dockless bike-sharing based on trip data in big cities: A spatial network analysis (2021)Statistical and Econometric Methods for Transportation Data Analysis (2003)Effects of built environment and weather on bike sharing demand: a station level analysis of commercial bike sharing in Toronto (2015)Deep learning with long short-term memory networks for financial market predictions (2017)A comparison in travel patterns and determinants of user demand between docked and dockless bike-sharing systems using multi-sourced data (2020)Identifying the nonlinear relationship between free-floating bike sharing usage and built environment (2020)Urban cycles and mobility patterns: Exploring and predicting trends in a bicycle-based public transport system (2010)A user-based bike rebalancing strategy for free-floating bike sharing systems: A bidding model (2021)Dynamic Bicycle Dispatching of Dockless Public Bicycle-sharing Systems Using Multi-objective Reinforcement Learning (2021)Review of bike-sharing system studies using bibliometrics method (2022)A BEHAVIORAL MODEL OF RATIONAL CHOICE (1955)CONGESTION THEORY AND TRANSPORT INVESTMENT (1969)THE SCHEDULING OF CONSUMER ACTIVITIES: WORK TRIPS (1982)Capturing the interaction between travel time reliability and route choice behavior based on the generalized Bayesian traffic model (2020)Data-driven approach for solving the route choice problem with traveling backward behavior in congested metro systems (2020)The value of pre-trip information on departure time and route choice in the morning commute under stochastic traffic conditions (2021)DeepAR: Probabilistic forecasting with autoregressive recurrent networks (2019)Bicycle sharing station planning: From free-floating to geo-fencing (2022)Forecasting Bike Sharing Demand Using Quantum Bayesian Network (2023)Sustainable transportation and quality of life (2004)Issues in sustainable transportation (2006)Urban sustainable transportation indicators for global comparison (2011)Spatiotemporal analysis of bike-share demand using DTW-based clustering and predictive analytics (2023)The association between travel demand of docked bike-sharing and the built environment: Evidence from seven US cities (2024)Traffic prediction in a bike-sharing system (2015)Understanding the usage of dockless bike sharing in Singapore (2018)Sustainable and robust route planning scheme for smart city public transport based on multi-objective optimization: Digital twin model (2024)How spatial scales enhance prediction: an interpretable multi-scale framework for bike-sharing demand prediction (2025)Ebike Sharing vs. Bike Sharing: Demand Prediction Using Deep Neural Networks and Random Forests (2023)Revealing the driving factors and mobility patterns of bike-sharing commuting demands for integrated public transport systems (2024)A multi-task Transformer with mixture-of-experts for personalized periodic predictions of individual travel behavior in multimodal public transport (2025)
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References

  • 2018The station-free sharing bike demand forecasting with a deep learning approach and large-scale datasets291 cited
  • 2018A modeling framework for the dynamic management of free-floating bike-sharing systems269 cited
  • 2018A Dynamic Approach to Rebalancing Bike-Sharing Systems147 cited
  • 2016Bike-share rebalancing strategies, patterns, and purpose105 cited
  • 2022Improving short-term bike sharing demand forecast through an irregular convolutional neural network98 cited
  • 2022Predictive and prescriptive performance of bike-sharing demand forecasts for inventory management65 cited
  • 2023Multi-task supply-demand prediction and reliability analysis for docked bike-sharing systems via transformer-encoder-based neural processes58 cited
  • 2019Mobility Modeling and Data-Driven Closed-Loop Prediction in Bike-Sharing Systems49 cited
  • 2019Day-to-day evolution of departure time choice in stochastic capacity bottleneck models with bounded rationality and various information perceptions48 cited
  • 2023A Smart Predict-then-Optimize method for dynamic green bike relocation in the free-floating system38 cited
  • 2024Optimizing bike rebalancing strategies in free-floating bike-sharing systems: An enhanced distributionally robust approach34 cited
  • 2021A simulation-optimization study of the inventory of a bike-sharing system: The case of Mexico City Ecobici’s system23 cited
  • 2022Bike-sharing inventory management for market expansion

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22 cited
  • 2022Bike Sharing Demand Prediction based on Knowledge Sharing across Modes: A Graph-based Deep Learning Approach21 cited
  • 2023A multi-scale unified model of human mobility in urban agglomerations16 cited
  • 2023A static green bike repositioning problem with heavy and light carriers11 cited
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