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Advances, Systems and Applications

Table 2 The utilization of MRLCC and baseline algorithms in average utilization

From: MRLCC: an adaptive cloud task scheduling method based on meta reinforcement learning

Dataset

MRLCC

PG-based DRL

Heuristic Algorithm

 

20 steps

20 steps

FirstFit

Random

Shortest

Mincost

Round Robin

Scenario 1

0.7973

0.7891

0.7752

0.7820

0.7793

0.7692

0.7483

Scenario 2

0.8031

0.7997

0.7955

0.7981

0.7945

0.7925

0.7732

Scenario 3

0.8234

0.8175

0.8031

0.8093

0.8035

0.7972

0.7634

CPU=12

0.7719

0.7682

0.7632

0.7592

0.7521

0.7491

0.7094

CPU=15

0.8479

0.8456

0.8415

0.8439

0.8394

0.8408

0.8103