Table 8 Makespan for large workloads (700–1000 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 700

5882.4

5768.3

6051.2

6284.5

6472.9

5105.6

Dataset 800

6452.8

6349.7

6621.4

6859.8

7067.2

5628.3

Dataset 850

6882.4

6715.9

7044.8

7325.1

7521.6

6024.5

Dataset 900

7268.9

7110.4

7495.7

7814.2

8023.5

6368.9

Dataset 950

7563.2

7385.3

7897.1

8160.8

8391.9

6641.4

Dataset 1000

7986.4

7798.2

8236.5

8515.7

8729.8

6925.8

Back to article page