QRAS: efficient resource allocation for task scheduling in cloud computing

被引:12
|
作者
Singh, Harvinder [1 ]
Bhasin, Anshu [1 ]
Kaveri, Parag Ravikant [2 ]
机构
[1] IKGPTU Kapurthala, Kapurthala, Punjab, India
[2] Symbiosis Int Deemed Univ, Symbiosis Inst Comp Studies & Res, Pune, Maharashtra, India
来源
SN APPLIED SCIENCES | 2021年 / 3卷 / 04期
关键词
Cloud computing; Resource allocation; Scheduling; Utilization;
D O I
10.1007/s42452-021-04489-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Cloud resource allocation, a real-time problem can be dealt with efficaciously to reduce execution cost and improve resource utilization. Resource usability can fulfill customers' expectations if the allocation has performed according to demand constraint. Task Scheduling is NP-hard problem where unsuitable matching leads to performance degradation and violation of service level agreement (SLA). In this research paper, the workflow scheduling problem has been conducted with objective of higher exploitation of resources. To overcome scheduling optimization problem, the proposed QoS based resource allocation and scheduling has used swarm-based ant colony optimization provide more predictable results. The experimentation of proposed algorithms has been done in a simulated cloud environment. Further, the results of the proposed algorithm have been compared with other policies, it performed better in terms of Quality of Service parameters.
引用
收藏
页数:7
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