PassGoodPool: Joint Passengers and Goods Fleet Management with Reinforcement Learning aided Pricing, Matching, and Route Planning

no code implementations • 17 Nov 2020 • Kaushik Manchella, Marina Haliem, Vaneet Aggarwal, Bharat Bhargava

The ubiquitous growth of mobility-on-demand services for passenger and goods delivery has brought various challenges and opportunities within the realm of transportation systems.

Decision Making Management +1

FlexPool: A Distributed Model-Free Deep Reinforcement Learning Algorithm for Joint Passengers & Goods Transportation

no code implementations • 27 Jul 2020 • Kaushik Manchella, Abhishek K. Umrawal, Vaneet Aggarwal

Through simulations on a realistic multi-agent urban mobility platform, we demonstrate that FlexPool outperforms other model-free settings in serving the demands from passengers & goods.

Reinforcement Learning (RL)