Distributed Reinforcement Learning for Optimizing Resource Allocation in Autonomous Logistics Processes.
Jan Ole BerndtOtthein HerzogPublished in: LDIC (2012)
Keyphrases
- resource allocation
- reinforcement learning
- distributed resource allocation
- resource sharing
- resource allocation problems
- learning agents
- resource allocation and scheduling
- cooperative
- autonomous learning
- optimal resource allocation
- resource management
- distributed systems
- multi agent
- grid environment
- allocation strategies
- dynamic resource allocation
- scarce resources
- state space
- allocation problems
- model free
- combinatorial auctions
- markov decision processes
- distributed environment
- learning algorithm
- learning process
- peer to peer
- mobile agents
- resource usage
- resource requirements
- distributed computing
- resource consumption
- supply chain management
- supply chain
- dynamic programming
- resource allocation decisions
- market equilibrium
- learning agent
- machine learning