Leveraging Reinforcement Learning for Task Resource Allocation in Scientific Workflows.
Jonathan BaderNicolas ZunkerSoeren BeckerOdej KaoPublished in: Big Data (2022)
Keyphrases
- resource allocation
- scientific workflows
- reinforcement learning
- service oriented
- scientific data
- resource allocation problems
- semantic annotation
- allocation strategies
- resource management
- markov decision processes
- reinforcement learning algorithms
- optimal resource allocation
- web services
- allocation problems
- allocate resources
- distributed resource allocation
- combinatorial auctions
- workflow systems
- optimal policy
- state space
- multi agent
- learning algorithm
- resource allocation decisions
- dynamic resource allocation
- file system
- semi automatic
- scarce resources
- machine learning