Table 18 Percentage improvement in makespan datasets.

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

(%)

100

14.347

22.425

12.858

13.16

26.653

34.401

150

22.367

20.466

24.124

19.468

32.831

20.623

200

30.002

26.456

31.695

12.369

12.122

15.736

250

12.863

30.128

26.742

26.36

26.429

24.605

300

13.336

15.172

33.174

15.233

33.771

31.226

350

11.695

13.672

11.846

11

32.404

30.045

400

21.358

22.679

34.273

11.565

26.766

32.271

450

28.342

31.066

29.294

10.538

12.156

34.195

500

30.999

17.181

14.321

28.48

12.203

12.664

550

11.866

29.967

21.976

16.218

11.429

19.044

600

24.427

22.816

15.73

15.804

27.028

14.323

650

29.865

24.281

32.129

28.015

24.798

34.962

700

17.073

21.798

13.771

26.859

19.761

14.947

750

19.718

18.301

22.32

31.683

15.551

28.073

800

20.219

27.62

28.482

12.516

24.911

24.93

850

32.29

12.741

14.263

22.311

33.459

12.086

900

15.059

27.505

31.282

21.411

19.905

27.259

950

20.68

23.944

19.25

19.397

21.885

16.54

1000

15.55

31.364

24.962

31.999

21.391

13.061

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