A multiagent framework for learning dynamic traffic management strategies
There is strong commercial interest in the use of large scale automated transport robots in
industrial settings (eg warehouse robots) and we are beginning to see new applications …
industrial settings (eg warehouse robots) and we are beginning to see new applications …
[PDF][PDF] Scalable multiagent driving policies for reducing traffic congestion
Traffic congestion is a major challenge in modern urban settings. The industry-wide
development of autonomous and automated vehicles (AVs) motivates the question of how …
development of autonomous and automated vehicles (AVs) motivates the question of how …
Learning a robust multiagent driving policy for traffic congestion reduction
In most modern cities, traffic congestion is one of the most salient societal challenges. Past
research has shown that inserting a limited number of autonomous vehicles (AVs) within the …
research has shown that inserting a limited number of autonomous vehicles (AVs) within the …
Opportunities for multiagent systems and multiagent reinforcement learning in traffic control
ALC Bazzan - Autonomous Agents and Multi-Agent Systems, 2009 - Springer
The increasing demand for mobility in our society poses various challenges to traffic
engineering, computer science in general, and artificial intelligence and multiagent systems …
engineering, computer science in general, and artificial intelligence and multiagent systems …
Multiagent traffic management: An improved intersection control mechanism
K Dresner, P Stone - Proceedings of the fourth international joint …, 2005 - dl.acm.org
Traffic congestion is one of the leading causes of lost productivity and decreased standard of
living in urban settings. Recent advances in artificial intelligence suggest vehicle navigation …
living in urban settings. Recent advances in artificial intelligence suggest vehicle navigation …
[PDF][PDF] Multiagent traffic management: A reservation-based intersection control mechanism
K Dresner, P Stone - … Agents and Multiagent Systems, International Joint …, 2004 - Citeseer
Traffic congestion is one of the leading causes of lost productivity and decreased standard of
living in urban settings. Recent advances in artificial intelligence suggest vehicle navigation …
living in urban settings. Recent advances in artificial intelligence suggest vehicle navigation …
[图书][B] Applications of agent technology in traffic and transportation
Building effective and user-friendly transportation systems is one of the big challenges for
engineers in the 21st century. There is an increasing need to understand, model, and …
engineers in the 21st century. There is an increasing need to understand, model, and …
Emergent behaviors in mixed-autonomy traffic
Traffic dynamics are often modeled by complex dynamical systems for which classical
analysis tools can struggle to provide tractable policies used by transportation agencies and …
analysis tools can struggle to provide tractable policies used by transportation agencies and …
Multi-agent reinforcement learning for traffic flow management of autonomous vehicles
Intelligent traffic management systems have become one of the main applications of
Intelligent Transportation Systems (ITS). There is a growing interest in Reinforcement …
Intelligent Transportation Systems (ITS). There is a growing interest in Reinforcement …
Traffic congestion management as a learning agent coordination problem
K Tumer, ZT Welch, A Agogino - Multi-Agent Systems for Traffic and …, 2009 - igi-global.com
Traffic management problems provide a unique environment to study how multi-agent
systems promote desired system level behavior. In particular, they represent a special class …
systems promote desired system level behavior. In particular, they represent a special class …