Multi-objective Task Scheduling Algorithm Based on Harmony Search for Grid Microservice Optimization

In order to solve the multi-objective task scheduling optimization problem of data platform microservice combination, this paper proposes an improved harmony search algorithm MODRHS, which fuses the multi-objective optimization NSGA-II algorithm, and improve its elite selection strategy by a circula...

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Vydáno v:Journal of physics. Conference series Ročník 1746; číslo 1; s. 12040 - 12045
Hlavní autoři: Xie, Yuqing, Wang, Yuan, Jiang, Ying, Peng, Zirong, Wang, Yongli
Médium: Journal Article
Jazyk:angličtina
Vydáno: IOP Publishing 01.01.2021
Témata:
Harmony search
Microservices
Multi-objective optimization
Scheduling
ISSN:1742-6588, 1742-6596
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Abstract In order to solve the multi-objective task scheduling optimization problem of data platform microservice combination, this paper proposes an improved harmony search algorithm MODRHS, which fuses the multi-objective optimization NSGA-II algorithm, and improve its elite selection strategy by a circular elimination method, and strengthens the uniformity of the non-dominated solutions at first layer and improves the algorithm's Pareto optimization ability. At the same time, it describes the mathematical expression of the Dockers model and service optimization goals of the data platform microservice scheduling. The improved harmony search algorithm is applied to practical problems. The performance test of MODRHS is carried out through standard test functions and real data sets. Compared with other classic multi-objective optimization algorithms, the convergence and diversity of the MODRHS algorithm have been effectively improved.
AbstractList In order to solve the multi-objective task scheduling optimization problem of data platform microservice combination, this paper proposes an improved harmony search algorithm MODRHS, which fuses the multi-objective optimization NSGA-II algorithm, and improve its elite selection strategy by a circular elimination method, and strengthens the uniformity of the non-dominated solutions at first layer and improves the algorithm's Pareto optimization ability. At the same time, it describes the mathematical expression of the Dockers model and service optimization goals of the data platform microservice scheduling. The improved harmony search algorithm is applied to practical problems. The performance test of MODRHS is carried out through standard test functions and real data sets. Compared with other classic multi-objective optimization algorithms, the convergence and diversity of the MODRHS algorithm have been effectively improved.
Author Xie, Yuqing
Wang, Yuan
Wang, Yongli
Jiang, Ying
Peng, Zirong
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Cites_doi 10.1109/TPDS.2019.2901467
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Snippet In order to solve the multi-objective task scheduling optimization problem of data platform microservice combination, this paper proposes an improved harmony...
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SubjectTerms Harmony search
Microservices
Multi-objective optimization
Scheduling
Title Multi-objective Task Scheduling Algorithm Based on Harmony Search for Grid Microservice Optimization
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