Research on Cloud Computing Resources Provisioning Based on Reinforcement Learning

Figure 4

Comparison results of VCPU resource provisioning and SLA conflict detection between the improved learning scheme, the basic learning scheme, and the utilization scheme. (a) Comparison of VCPU number between the improved learning scheme, the basic learning scheme, and the utilization scheme under various job numbers. (b) SLA conflict detection between the improved learning scheme, the basic learning scheme, and the utilization scheme under various job numbers.

(a)

(b)