Table 21 Performance of standard task graphs on AWS EC2 Type-1, Type- 2, 2 Grids and 11 CPUs.

From: Multi-objective and multi constrained task scheduling framework for computational grids

Number of gridlets (n)

Scheduler

Standard task graphs

Pipeline task graph

Star task graph

Turn around time (seconds)

Resource utilization (%)

Execution cost ($)

Communication cost ($)

Turn around time (seconds)

Resource utilization (%)

Execution cost ($)

Communication cost ($)

40

Greedy (with fragmentation) scheduler

89.24

99.61

16.54

88.88

84.47

105.23

15.71

64.44

Greedy communication cost scheduler

114.51

77.63

15.87

0

92.87

95.71

16.55

0

Random scheduler

380.68

23.35

17.66

88.29

99.22

89.59

16.53

12.21

Greedy execution cost scheduler

800.03

11.11

15.87

0

120

74.07

16.48

0

Greedy (without-fragmentation) scheduler

800.03

11.11

15.87

0

120

74.07

16.48

0

121

Greedy (with fragmentation) scheduler

269.96

99.6

50.04

268.86

234.48

114.67

43.25

64.44

Greedy communication cost scheduler

346.4

77.62

48.01

0

272.88

98.54

50.04

0

Random scheduler

1335.94

20.13

53.73

272.51

294.01

91.46

50.16

44

Greedy execution cost scheduler

2420.1

11.11

48.02

0

300.01

89.63

50.13

0

Greedy (without-fragmentation) scheduler

2420.1

11.11

48.02

0

300.01

89.63

50.13

0

364

Greedy (with fragmentation) scheduler

812.14

99.6

150.53

808.81

675.89

119.68

125.69

64.44

Greedy communication cost scheduler

1042.07

77.62

144.44

0

812.93

99.5

150.52

0

Random scheduler

3683.09

21.96

161.88

892.11

844.34

95.8

150.68

18.33

Greedy execution cost scheduler

7280.3

11.11

144.44

0

840.02

96.29

150.48

0

Greedy(without-Fragmentation) scheduler

7280.3

11.11

144.44

0

840.02

96.29

150.48

0

1039

Greedy (with fragmentation) scheduler

2318.17

99.6

429.67

2308.66

1904.62

121.23

354.34

64.44

Greedy communication cost scheduler

2974.48

77.62

412.28

0

2313.05

99.82

429.63

0

Random scheduler

11322.52

20.39

462.72

2492.34

2350.67

98.22

429.77

71.66

Greedy execution cost scheduler

20780.86

11.11

412.3

0

2340.05

98.67

429.79

0

Greedy (without-Fragmentation) scheduler

20780.86

11.11

412.3

0

2340.05

98.67

429.79

0