A Hybrid Approach for Task Scheduling Using the Cuckoo and Harmony Search in Cloud Computing Environment

被引:34
|
作者
Pradeep, K. [1 ,2 ]
Jacob, T. Prem [1 ]
机构
[1] Sathyabama Inst Sci & Technol, Dept Comp Sci & Engn, Madras 600119, Tamil Nadu, India
[2] St Josephs Coll Engn, Dept Informat Technol, Madras 600119, Tamil Nadu, India
关键词
Multi-objective; Cuckoo search; Harmony search; Task scheduling; Cloud computing; CHSA; Cost; Memory usage; Energy consumption; Credit; Penalty; RESOURCE-ALLOCATION; ALGORITHM;
D O I
10.1007/s11277-018-5816-0
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Cloud Computing is a gathering of physical and virtualized assets gave to the clients according to request and pay per uses bases via internet. Basically, the task scheduling and resource allocation two features are considered such as cost and makespan. In order to achieve better performance in task scheduling, resource allocation and task scheduling must be precisely organized and optimized jointly. Several works have been published in the literature to do the scheduling in cloud. In this paper, for enhancing the scheduling process cuckoo search (CS) and harmony search (HS) algorithm is hybrid as CHSA to improve the optimization problem. These two algorithms are effectively combined to do intelligent process scheduling. According to this, a new multi-objective function is proposed by combining cost, energy consumption, memory usage, credit and penalty. Finally, the performance of the CHSA algorithm is compared with different algorithms such as existing hybrid cuckoo gravitational search algorithm, individual CS and HS algorithm with various multi-objective parameters. By analyzing the result our proposed CHSA algorithm attain minimum cost, minimum memory usage, minimum energy consumption, minimum penalty and maximum credit compared to existing techniques.
引用
收藏
页码:2287 / 2311
页数:25
相关论文
共 50 条
  • [1] A Hybrid Approach for Task Scheduling Using the Cuckoo and Harmony Search in Cloud Computing Environment
    K. Pradeep
    T. Prem Jacob
    Wireless Personal Communications, 2018, 101 : 2287 - 2311
  • [2] Hybrid Cuckoo Search Algorithm for Scheduling in Cloud Computing
    Kumar, Manoj
    Suman
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 71 (01): : 1641 - 1660
  • [3] Task scheduling of an improved cuckoo search algorithm in cloud computing
    Liu W.
    Shi C.
    Yu H.
    Fang H.
    International Journal of Performability Engineering, 2019, 15 (07) : 1965 - 1975
  • [4] Task Scheduling Approach in Cloud Computing Environment Using Hybrid Differential Evolution
    Abdel-Basset, Mohamed
    Mohamed, Reda
    Abd Elkhalik, Waleed
    Sharawi, Marwa
    Sallam, Karam M.
    MATHEMATICS, 2022, 10 (21)
  • [5] Hybrid gradient descent cuckoo search (HGDCS) algorithm for resource scheduling in IaaS cloud computing environment
    Syed Hamid Hussain Madni
    Muhammad Shafie Abd Latiff
    Shafi’i Muhammad Abdulhamid
    Javed Ali
    Cluster Computing, 2019, 22 : 301 - 334
  • [6] Hybrid gradient descent cuckoo search (HGDCS) algorithm for resource scheduling in IaaS cloud computing environment
    Madni, Syed Hamid Hussain
    Abd Latiff, Muhammad Shafie
    Abdulhamid, Shafi'i Muhammad
    Ali, Javed
    CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (01): : 301 - 334
  • [7] An Effective Task Scheduling Approach for Cloud Computing Environment
    Gupta, Jyoti
    Azharuddin, Md.
    Jana, Prasanta K.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SIGNAL, NETWORKS, COMPUTING, AND SYSTEMS (ICSNCS 2016), VOL 2, 2016, 396 : 163 - 169
  • [8] WHOA: Hybrid Based Task Scheduling in Cloud Computing Environment
    Albert, Pravin
    Nanjappan, Manikandan
    WIRELESS PERSONAL COMMUNICATIONS, 2021, 121 (03) : 2327 - 2345
  • [9] A hybrid algorithm for efficient task scheduling in cloud computing environment
    Roshni Thanka M.
    Uma Maheswari P.
    Bijolin Edwin E.
    International Journal of Reasoning-based Intelligent Systems, 2019, 11 (02): : 134 - 140
  • [10] WHOA: Hybrid Based Task Scheduling in Cloud Computing Environment
    Pravin Albert
    Manikandan Nanjappan
    Wireless Personal Communications, 2021, 121 : 2327 - 2345