Research Article

Evolutionary Multiobjective Query Workload Optimization of Cloud Data Warehouses

Table 10

Proposed paretooptimal VM and network configurations for workload 1.

Solution Virtual machines Network type

The most expensive VM0 = A7; VM1 = A7; VM2 = A7; VM3 = A7; VM4 = A7; VM5 = A7 200 (Mbps)
The cheapest VM0 = XS; VM1 = XS; VM2 = XS; VM3 = XS; VM4 = XS; VM5 = XS 10 (Mbps)
SHA-1 VM0 = L; VM1 = A7; VM2 = A6; VM3 = XL; VM4 = L; VM5 = M 10 (Mbps)
SHA-2 VM0 = L; VM1 = A7; VM2 = A6; VM3 = XL; VM4 = L; VM5 = M 100 (Mbps)
SHA-3 VM0 = L; VM1 = A7; VM2 = A6; VM3 = XL; VM4 = L; VM5 = M 200 (Mbps)
MOBB-1 VM0 = S; VM1 = A7; VM2 = XS; VM3 = L; VM4 = S; VM5 = L 100 (Mbps)
MOBB-2 VM0 = XS; VM1 = XL; VM2 = XL; VM3 = S; VM4 = S; VM5 = XS 100 (Mbps)
MOBB-3 VM0 = S; VM1 = L; VM2 = A7; VM3 = A7; VM4 = XS; VM5 = L 100 (Mbps)
MOBB-4 VM0 = XL; VM1 = A7; VM2 = XL; VM3 = A7; VM4 = XS; VM5 = A6 100 (Mbps)
MOBB-5 VM0 = L; VM1 = L; VM2 = M; VM3 = L; VM4 = A6; VM5 = A6 100 (Mbps)
MOGA-1 VM0 = XS; VM1 = A7; VM2 = S; VM3 = XL; VM4 = L; VM5 = A6 100 (Mbps)
MOGA-2 VM0 = S; VM1 = XL; VM2 = XL; VM3 = XL; VM4 = S; VM5 = XS 100 (Mbps)
MOGA-3 VM0 = XS; VM1 = XL; VM2 = XL; VM3 = XL; VM4 = S; VM5 = S 100 (Mbps)
MOGA-4 VM0 = L; VM1 = S; VM2 = XS; VM3 = XL; VM4 = A7; VM5 = L 100 (Mbps)
MOGA-5 VM0 = XS; VM1 = S; VM2 = XS; VM3 = A7; VM4 = A6; VM5 = XS 100 (Mbps)