Research Article

Research on Cloud Computing Resources Provisioning Based on Reinforcement Learning

Figure 5

Comparison results of VCPU resource provisioning and total cost between the improved learning scheme, GA provisioning scheme, the utilization scheme, and nonlinear programming provisioning scheme. (a) Comparison of VCPU number between the improved learning scheme, GA provisioning scheme, the utilization scheme, and nonlinear programming provisioning scheme under various job numbers. (b) Comparison of total cost between the improved learning scheme, GA provisioning scheme, the utilization scheme, and nonlinear programming provisioning scheme under various job arrival rates.
(a)
(b)