HMDRL: Hierarchical Mixed Deep Reinforcement Learning to Balance Vehicle Supply and Demand

Author:

Xi Jinhao1ORCID,Zhu Fenghua1ORCID,Ye Peijun1ORCID,Lv Yisheng1ORCID,Tang Haina2,Wang Fei-Yue1ORCID

Affiliation:

1. State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China

2. School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China

Funder

Key-Area Research and Development Program of Guangdong Province

National Natural Science Foundation of China

Chinese Academy of Sciences (CAS) Science and Technology Service Network Plan (STS) Dongguan Project

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Computer Science Applications,Mechanical Engineering,Automotive Engineering

Reference53 articles.

1. Feudal networks for hierarchical reinforcement learning;vezhnevets;Proc 34th Int Conf Mach Learn (ICML),2017

2. Hierarchical deep reinforcement learning: Integrating temporal abstraction and intrinsic motivation;kulkarni;Proc Adv Neural Inf Process Syst,2016

3. A Deep Reinforcement Learning Approach to Ride-Sharing Vehicle Dispatching in Autonomous Mobility-on-Demand Systems

4. Traffic signal timing via deep reinforcement learning;li;IEEE/CAA Journal of Automatica Sinica,2016

5. DeepPool: Distributed Model-Free Algorithm for Ride-Sharing Using Deep Reinforcement Learning

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