Leveraging Reinforcement Learning for Task Resource Allocation in Scientific Workflows.
Jonathan BaderNicolas ZunkerSören BeckerOdej KaoPublished in: CoRR (2022)
Keyphrases
- resource allocation
- scientific workflows
- reinforcement learning
- service oriented
- scientific data
- semantic annotation
- resource management
- resource allocation problems
- optimal resource allocation
- allocation strategies
- workflow systems
- reinforcement learning algorithms
- allocation problems
- web services
- machine learning
- distributed resource allocation
- optimal policy
- learning algorithm
- markov decision processes
- learning capabilities
- multi agent
- state space
- allocate resources
- resource allocation decisions
- file system
- domain specific
- learning agents
- decision making
- database
- resource allocation and scheduling