A hybrid meta-heuristic task scheduling algorithm based on genetic and thermodynamic simulated annealing algorithms in cloud computing environments

2021 ◽  
Author(s):  
Mozhdeh Tanha ◽  
Mirsaeid Hosseini Shirvani ◽  
Amir Masoud Rahmani
Keyword(s):  
Cloud Computing ◽  
Simulated Annealing ◽  
Task Scheduling ◽  
Scheduling Algorithm ◽  
Task Scheduling Algorithm ◽  
Computing Environments ◽  
Annealing Algorithms

Task scheduling algorithm based on improved genetic algorithm in cloud computing environment

2020 ◽  
Vol 13 ◽  
Author(s):  
Ge Weiqing ◽  
Cui Yanru
Keyword(s):  
Genetic Algorithm ◽  
Cloud Computing ◽  
Task Scheduling ◽  
Scheduling Algorithm ◽  
Task Completion ◽  
Improved Genetic Algorithm ◽  
Fitness Functions ◽  
Task Scheduling Algorithm ◽  
Simulation Results

Background: In order to make up for the shortcomings of the traditional algorithm, Min-Min and Max-Min algorithm are combined on the basis of the traditional genetic algorithm. Methods: In this paper, a new cloud computing task scheduling algorithm is proposed, which introduces Min-Min and Max-Min algorithm to generate initialization population, and selects task completion time and load balancing as double fitness functions, which improves the quality of initialization population, algorithm search ability and convergence speed. Results: The simulation results show that the algorithm is superior to the traditional genetic algorithm and is an effective cloud computing task scheduling algorithm. Conclusion: Finally, this paper proposes the possibility of the fusion of the two quadratively improved algorithms and completes the preliminary fusion of the algorithm, but the simulation results of the new algorithm are not ideal and need to be further studied.

scholarly journals Innovative Task Scheduling Algorithm in Cloud Computing

2020 ◽  
Vol 981 ◽  
pp. 022023
Author(s):  
S. Magesh Kumar ◽  
V. Auxilia Osvin Nancy ◽  
A Balasundaram ◽  
Seena Naik korra ◽  
D Kothandaraman ◽  
...  
Keyword(s):  
Cloud Computing ◽  
Task Scheduling ◽  
Scheduling Algorithm ◽  
Task Scheduling Algorithm
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