An Algorithm for Distributed Reinforcement Learning in Cooperative Multi-Agent Systems
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Reinforcement Learning for Cooperating and Communicating Reactive Agents in Electrical Power Grids
Balancing Reactivity and Social Deliberation in Multi-Agent Systems, From RoboCup to Real-World Applications (selected papers from the ECAI 2000 Workshop and additional contributions)
Geographical Route Planning Based on Uncertain Knowledge
TAI '95 Proceedings of the Seventh International Conference on Tools with Artificial Intelligence
Multi-agent model predictive control for transportation networks: Serial versus parallel schemes
Engineering Applications of Artificial Intelligence
Traffic Prediction for Agent Route Planning
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part III
Multiagent Reinforcement Learning for Urban Traffic Control Using Coordination Graphs
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation
ICAC '06 Proceedings of the 2006 IEEE International Conference on Autonomic Computing
Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations
Multiagent Systems: Algorithmic, Game-Theoretic, and Logical Foundations
Route optimization with Q-learning
ACS'08 Proceedings of the 8th conference on Applied computer scince
Towards a Conceptual Model of Talking to a Route Planner
W2GIS '08 Proceedings of the 8th International Symposium on Web and Wireless Geographical Information Systems
A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence
A Concise Introduction to Multiagent Systems and Distributed Artificial Intelligence
Dynamic routing using the network of car drivers
Proceedings of the 2009 Euro American Conference on Telematics and Information Systems: New Opportunities to increase Digital Citizenship
A market-inspired approach to reservation-based urban road traffic management
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Multi Agent Negotiation for a Decision Support System in Route Planning
CIMCA '08 Proceedings of the 2008 International Conference on Computational Intelligence for Modelling Control & Automation
A rule-based multi-agent system for local traffic management
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Performance of multiagent taxi dispatch on extended-runtime taxi availability: a simulation study
IEEE Transactions on Intelligent Transportation Systems
A review of the applications of agent technology in traffic and transportation systems
IEEE Transactions on Intelligent Transportation Systems
Bayesian role discovery for multi-agent reinforcement learning
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Reinforcement Learning and Dynamic Programming Using Function Approximators
Reinforcement Learning and Dynamic Programming Using Function Approximators
A multi-agent platform for auction-based allocation of loads in transportation logistics
Expert Systems with Applications: An International Journal
An agent-based guided local search for the capacited vehicle routing problem
KES-AMSTA'11 Proceedings of the 5th KES international conference on Agent and multi-agent systems: technologies and applications
Vehicle routing based on traffic cost at intersection
KES-AMSTA'11 Proceedings of the 5th KES international conference on Agent and multi-agent systems: technologies and applications
LARGE-SCALE HIGH-FIDELITY AGENT-BASED SIMULATION IN AIR TRAFFIC DOMAIN
Cybernetics and Systems - BEST OF AGENT BASEDMODELLING AND SIMULATION 2010 (ABModSim-3)
A Multi-agent System for Dynamic Path Planning
BWSS '10 Proceedings of the 2010 Second Brazilian Workshop on Social Simulation
Optimization of route planning and exploration using multi agent system
Multimedia Tools and Applications
Route guidance systems: review and classification
Proceedings of the 6th Euro American Conference on Telematics and Information Systems
A Decentralized Approach for Anticipatory Vehicle Routing Using Delegate Multiagent Systems
IEEE Transactions on Intelligent Transportation Systems
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In this paper, a new model for a route planning system based on multi-agent reinforcement learning (MARL) algorithms is proposed. The combined Q-value based dynamic programming (QVDP) with Boltzmann distribution was used to solve vehicle delay's problems by studying the weights of various components in road network environments such as weather, traffic, road safety, and fuel capacity to create a priority route plan for vehicles. The important part of the study was to use a multi-agent system (MAS) with learning abilities which in order to make decisions about routing vehicles between Malaysia's cities. The evaluation was done using a number of case studies that focused on road networks in Malaysia. The results of these experiments indicated that the travel durations for the case studies predicted by existing approaches were between 0.00 and 12.33% off from the actual travel times by the proposed method. From the experiments, the results illustrate that the proposed approach is a unique contribution to the field of computational intelligence in the route planning system.