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Task scheduling, resource provisioning, and load balancing on scientific workflows using parallel SARSA reinforcement learning agents and genetic algorithm

Ali Asghari, Mohammad Karim Sohrabi, Farzin Yaghmaee

2020The Journal of Supercomputing122 citationsDOI

Topics & Concepts

Computer scienceProvisioningDistributed computingCloud computingLoad balancing (electrical power)WorkflowScheduling (production processes)Reinforcement learningScheduleJob shop schedulingArtificial intelligenceMathematical optimizationComputer networkDatabaseGeometryMathematicsGridOperating systemCloud Computing and Resource ManagementIoT and Edge/Fog ComputingDistributed and Parallel Computing Systems
Task scheduling, resource provisioning, and load balancing on scientific workflows using parallel SARSA reinforcement learning agents and genetic algorithm | Litcius