Analysis and Control of Autonomous Mobility-on-Demand Systems
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Abstract (arXiv)
Challenged by urbanization and increasing travel needs, existing transportation systems need new mobility paradigms. In this article, we present the emerging concept of autonomous mobility-on-demand, whereby centrally orchestrated fleets of autonomous vehicles provide mobility service to customers. We provide a comprehensive review of methods and tools to model and solve problems related to autonomous mobility-on-demand systems. Specifically, we first identify problem settings for their analysis and control, from both operational and planning perspectives. We then review modeling aspects, including transportation networks, transportation demand, congestion, operational constraints, and interactions with existing infrastructure. Thereafter, we provide a systematic analysis of existing solution methods and performance metrics, highlighting trends and trade-offs. Finally, we present various directions for further research.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 28 Jun 2021.
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Citing papers per year: 2023: 2; 2024: 1; 2025: 2; 2026: 1.
6 papers.
- 2023Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Controlcited by 14
- 2024Offline Hierarchical Reinforcement Learning via Inverse Optimizationcited by 4
- 2026Soft-Radial Projection for Constrained End-to-End Learningcited by 3
- 2023Real-time Control of Electric Autonomous Mobility-on-Demand Systems via Graph Reinforcement Learningcited by 2
- 2025Pro-Routing: Proactive Routing of Autonomous Multi-Capacity Robots for Pickup-and-Delivery Taskscited by 0
- 2025GRAND: Guidance, Rebalancing, and Assignment for Networked Dispatch in Multi-Agent Path Findingcited by 0
- 2026Soft-Radial Projection for Constrained End-to-End Learning3 Feb 2026
- 2025GRAND: Guidance, Rebalancing, and Assignment for Networked Dispatch in Multi-Agent Path Finding2 Dec 2025
- 2025Pro-Routing: Proactive Routing of Autonomous Multi-Capacity Robots for Pickup-and-Delivery Tasks31 Mar 2025
- 2024Offline Hierarchical Reinforcement Learning via Inverse Optimization10 Oct 2024
- 2023Real-time Control of Electric Autonomous Mobility-on-Demand Systems via Graph Reinforcement Learning9 Nov 2023
- 2023Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Control8 Feb 2023