Table 6 Makespan for small workloads (100–350 tasks).

From: NF-MORL: a neuro-fuzzy multi-objective reinforcement learning framework for task scheduling in fog computing environments

Dataset

HTSFFDRL

NF-A2C

DDPG-TS

DQN-TS+

GA-TS

NF-MORL

Dataset 100

1057.4

1018.6

1150.2

1280.5

1324.1

982.7

Dataset 150

1352.5

1305.7

1450.8

1618.9

1693.3

1204.6

Dataset 200

1751.7

1683.4

1825.1

1987.5

2055.2

1587.9

Dataset 250

2079.9

1991.3

2212.4

2375.6

2478.2

1869.1

Dataset 300

2456.4

2380.8

2591.7

2772.1

2887.6

2135.4

Dataset 350

2829.3

2744.2

3095.1

3337.8

3489.5

2604.8