Optimization of On-Demand Shared Autonomous Vehicle Deployments Utilizing Reinforcement Learning

Ride-hailed shared autonomous vehicles (SAV) have emerged recently as an economically feasible way of introducing autonomous driving technologies while serving the mobility needs of under-served communities. There has also been corresponding research work on optimization of the operation of these SA...

Full description

Bibliographic Details
Published in:	Sensors
Main Authors:	Karina Meneses-Cime, Bilin Aksun Guvenc, Levent Guvenc
Format:	Article
Language:	English
Published:	MDPI AG 2022-10-01
Subjects:	shared autonomous vehicles mobility traffic-in-the-loop simulation optimization reinforcement learning
Online Access:	https://www.mdpi.com/1424-8220/22/21/8317

Similar Items

Vehicle-in-Virtual-Environment (VVE) Method for Autonomous Driving System Development, Evaluation and Demonstration
by: Xincheng Cao, et al.
Published: (2023-05-01)

Vehicle State Estimation and Prediction for Autonomous Driving in a Round Intersection
by: Xinchen Li, et al.
Published: (2023-10-01)

Communication Disturbance Observer Based Delay-Tolerant Control for Autonomous Driving Systems
by: Xincheng Cao, et al.
Published: (2025-10-01)

Impacts of shared autonomous vehicles: Tradeoff between parking demand reduction and congestion increase
by: Yusuke Kumakoshi, et al.
Published: (2021-12-01)

Optimizing Autonomous Vehicle Navigation Through Reinforcement Learning in Dynamic Urban Environments
by: Mohammed Abdullah Alsuwaiket
Published: (2025-08-01)

Assessing the impacts of shared autonomous vehicles on congestion and curb use: A traffic simulation study in The Hague, Netherlands
by: Irene Overtoom, et al.
Published: (2020-09-01)

Autonomous Vehicle Decision and Control through Reinforcement Learning with Traffic Flow Randomization
by: Yuan Lin, et al.
Published: (2024-04-01)

Autonomous Intersection Management by Using Reinforcement Learning
by: P. Karthikeyan, et al.
Published: (2022-09-01)

RouteRL: Multi-agent reinforcement learning framework for urban route choice with autonomous vehicles
by: Ahmet Onur Akman, et al.
Published: (2025-09-01)

Shared autonomous vehicles and agent based models: a review of methods and impacts
by: Christos Karolemeas, et al.
Published: (2024-05-01)

Designing for Trust: Enhancing Passenger Confidence in Shared Autonomous Vehicles
by: Xiongfeng Deng, et al.
Published: (2025-07-01)

Autonomous mobility on demand: from case studies to standardized evaluation
by: Ebtehal T. Alotaibi, et al.
Published: (2023-10-01)

Deep Reinforcement Learning Reward Function Design for Autonomous Driving in Lane-Free Traffic
by: Athanasia Karalakou, et al.
Published: (2023-03-01)

TAKEN: A Traffic Knowledge-Based Navigation System for Connected and Autonomous Vehicles
by: Nikhil Kamath B, et al.
Published: (2023-01-01)

Shared eHMI: Bridging Human–Machine Understanding in Autonomous Wheelchair Navigation
by: Xiaochen Zhang, et al.
Published: (2024-01-01)

Graph Reinforcement Learning-Based Decision-Making Technology for Connected and Autonomous Vehicles: Framework, Review, and Future Trends
by: Qi Liu, et al.
Published: (2023-10-01)

Beyond Safety: Barriers to Shared Autonomous Vehicle Utilization in the Post-Adoption Phase—Evidence from Norway
by: Sinuo Wu, et al.
Published: (2025-02-01)

How do college students perceive future shared mobility with autonomous Vehicles? A survey of the University of Alabama students
by: Xing Fu, et al.
Published: (2022-06-01)

Human as AI mentor: Enhanced human-in-the-loop reinforcement learning for safe and efficient autonomous driving
by: Zilin Huang, et al.
Published: (2024-12-01)

Multi-Agent Reinforcement Learning for Traffic Flow Management of Autonomous Vehicles
by: Anum Mushtaq, et al.
Published: (2023-02-01)

Effect of Number of Lanes on Traffic Characteristics of Reinforcement Learning Based Autonomous Driving
by: Esther Aboyeji, et al.
Published: (2023-01-01)

Exploring willingness to use shared autonomous vehicles
by: Ronik Ketankumar Patel, et al.
Published: (2023-09-01)

Routing Control Optimization for Autonomous Vehicles in Mixed Traffic Flow Based on Deep Reinforcement Learning
by: Sungwon Moon, et al.
Published: (2024-03-01)

Convergence of emerging transportation trends: A comprehensive review of shared autonomous vehicles
by: Deema Almaskati, et al.
Published: (2024-09-01)

Reinforcement Learning-Based Robust Vehicle Control for Autonomous Vehicle Trajectory Tracking
by: Attila Lelkó, et al.
Published: (2024-11-01)

Nature-Inspired Optimal Route Network Design for Shared Autonomous Vehicles
by: Theodoros Alpos, et al.
Published: (2022-12-01)

A comprehensive review on safe reinforcement learning for autonomous vehicle control in dynamic environments
by: Rohan Inamdar, et al.
Published: (2024-12-01)

Deep Reinforcement Learning-Based Driving Strategy for Avoidance of Chain Collisions and Its Safety Efficiency Analysis in Autonomous Vehicles
by: Abu Jafar Md Muzahid, et al.
Published: (2022-01-01)

Demand-aware distributed pathfinding for repositioning vehicles in shared-use autonomous mobility services
by: Haimanti Bala, et al.
Published: (2025-09-01)

Parameter‐space‐based robust control of event‐triggered heterogene‐ous platoon
by: Fangwu Ma, et al.
Published: (2021-01-01)

Evaluating urban network efficiency and safety impacts of connected and autonomous vehicles in complex city environments
by: Nick Sauciur, et al.
Published: (2025-07-01)

V2X Communication between Connected and Automated Vehicles (CAVs) and Unmanned Aerial Vehicles (UAVs)
by: Ozgenur Kavas-Torris, et al.
Published: (2022-11-01)

Toward Human-in-the-Loop AI: Enhancing Deep Reinforcement Learning via Real-Time Human Guidance for Autonomous Driving
by: Jingda Wu, et al.
Published: (2023-02-01)

Sensing-Aware Deep Reinforcement Learning With HCI-Based Human-in-the-Loop Feedback for Autonomous Nonlinear Drone Mobility Control
by: Hyunsoo Lee, et al.
Published: (2024-01-01)

A system of shared autonomous vehicles for Chicago: Understanding the effects of geofencing the service
by: Krishna Murthy Gurumurthy, et al.
Published: (2021-09-01)

Docking Control of an Autonomous Underwater Vehicle Using Reinforcement Learning
by: Enrico Anderlini, et al.
Published: (2019-08-01)

Multi-agent reinforcement learning for autonomous vehicles: a survey
by: Joris Dinneweth, et al.
Published: (2022-11-01)

Investigating Autonomous Vehicle Driving Strategies in Highway Ramp Merging Zones
by: Zhimian Chen, et al.
Published: (2024-12-01)

Owning or sharing autonomous vehicles: comparing different ownership and usage scenarios
by: Abood Mourad, et al.
Published: (2019-06-01)

Efficiency-oriented vehicle relocation of shared autonomous electric fleet in station-based car-sharing system
by: Ning Wang, et al.
Published: (2024-08-01)