Fuzzy based task prioritization and VM Migration of Deadline Constrained tasks in Cloud Systems

被引:0
|
作者
Kulkarni, Rekha A. [1 ]
Patil, Suhas B. [2 ]
Balaji, N. [3 ]
机构
[1] PICT, Comp Dept, Pune, Maharashtra, India
[2] BVCOE, CSE Dept, Pune, Maharashtra, India
[3] JNTU Kakinada Univ, ECE Dept, COE, Vizianagaram, India
关键词
VM Mapping; migration; Fuzzy Logic; Dead line; QOS; SLA; COMPUTING ENVIRONMENTS;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In the past few years Cloud Computing has become one of the prominent areas of research supporting huge number of distributed applications. Cloud computing can be treated as a way of having utility computing which provides large amount of resources with the help of service providers. There exists a Service Level Agreement (SLA) between cloud service provider and service requester. Cloud being a virtualized environment provides Virtual Machines as processing elements. The workflow with number of tasks will be submitted to cloud by end users. These tasks will be run on VMs for completion of given job. For real time tasks meeting of deadlines is the Quality of Service (QOS) requirement. In this paper we have used the fuzzy logic based approach to improvise the performance of dead line constrained tasks. Fuzzy logic has been applied at two levels, first at the level of assigning priorities to jobs and second on deciding the VM migrations based on the overloaded situation. Over loading of VMs is a common situation in cloud as resources are shared among multiple users. With the virtualization technology, hardware resources of a physical machine are shared among various processing elements i.e. VMs. This resource sharing results in uncertain performance of Virtual Machines because of resource interference between VMs. In this paper fuzzy logic based approach was chosen because it provides a way to represent uncertainty in the dynamic environments like cloud using smaller search areas. With the usage of fuzzy logic it is possible to bring in the performance improvement and hence to improve the quality of service (QOS) as a part of Service level agreement.
引用
收藏
页码:400 / 404
页数:5
相关论文
共 50 条
  • [21] Improved Uniprocessor Scheduling of Systems of Sporadic Constrained-Deadline Elastic Tasks
    Baruah, Sanjoy
    PROCEEDINGS OF 31ST INTERNATIONAL CONFERENCE ON REAL-TIME NETWORKS AND SYSTEMS, RTNS 2023, 2023, : 67 - 75
  • [22] Fuzzy Softset based VM Selection in Cloud Datacenter
    Rajagopal, Eswari
    Baskaran, Nithiya
    PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICCS), 2019, : 462 - 467
  • [23] Deadline-Constrained Algorithms for Scheduling of Bag-of-Tasks and Workflows in Cloud Computing Environments
    Maurya, Ashish Kumar
    Tripathi, Anil Kumar
    2018 2ND INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPILATION, COMPUTING AND COMMUNICATIONS (HP3C 2018), 2018, : 6 - 10
  • [24] Efficient scientific workflow scheduling for deadline-constrained parallel tasks in cloud computing environments
    Zhang, Longxin
    Zhou, Liqian
    Salah, Ahmad
    INFORMATION SCIENCES, 2020, 531 (531) : 31 - 46
  • [25] Greedy Approaches for Deadline Based Task Consolidation in Cloud Computing
    Kumar, Dilip
    Mandal, Tarni
    2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 1271 - 1276
  • [26] An Intensify Deadline Aware Credit Based Cloud Task Scheduling
    Chauhan, Pankaj Kumar
    Jaglan, Payal
    Dabas, Poonam
    2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 1267 - 1270
  • [27] VM instance selection for deadline constraint job on agent-based interconnected cloud
    Fan, Chih-Tien
    Chang, Yue-Shan
    Yuan, Shyan-Ming
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 87 : 470 - 487
  • [28] PSO-RDAL: particle swarm optimization-based resource- and deadline-aware dynamic load balancer for deadline constrained cloud tasks
    Said Nabi
    Masroor Ahmed
    The Journal of Supercomputing, 2022, 78 : 4624 - 4654
  • [29] Analysis of VM Communication for VM-based Cloud Security Systems
    Mthunzi, Siyakha N.
    Benkhelifa, Elhadj
    Alsmirat, Mohammad A.
    Jararweh, Yaser
    2018 FIFTH INTERNATIONAL CONFERENCE ON SOFTWARE DEFINED SYSTEMS (SDS), 2018, : 182 - 188
  • [30] PSO-RDAL: particle swarm optimization-based resource- and deadline-aware dynamic load balancer for deadline constrained cloud tasks
    Nabi, Said
    Ahmed, Masroor
    JOURNAL OF SUPERCOMPUTING, 2022, 78 (04): : 4624 - 4654