Online Cost-Aware Service Requests Scheduling in Hybrid Clouds for Cloud Bursting

被引:4
|
作者
Cao, Yanhua [1 ]
Lu, Li [1 ]
Yu, Jiadi [1 ]
Qian, Shiyou [1 ]
Zhu, Yanmin [1 ]
Li, Minglu [1 ]
Cao, Jian [1 ]
Wang, Zhong [1 ]
Li, Juan [1 ]
Xue, Guangtao [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Shanghai, Peoples R China
关键词
Hybrid cloud; Service request scheduling; Cost-aware; Lyapunov optimization;
D O I
10.1007/978-3-319-68783-4_18
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The hybrid cloud computing model has been attracting considerable attention in the past years. Due to security and controllability of private cloud, some special requests ask to be scheduled on private cloud, when requests are "bursting", the requests may be rejected because of the limited resources of private cloud. In this paper, we propose the online cost-aware service requests scheduling strategy in hybrid clouds (OCS) which could make suitable requests placement decisions real-time and minimize the cost of renting public cloud resources with a low rate of rejected requests. All service requests are divided into two categories, the special requests ask to be accepted on private cloud, and the normal requests are insensitive on private or public cloud. In addition, all requests arrive in random, without any prior knowledge of future arrivals. We transform the online model into a one-shot optimization problem by taking advantage of Lyapunov optimization techniques, then employ the optimal decay algorithm to solve the one-shot problem. The simulation results demonstrate that OCS is trade-off between cost and rejection rate, meanwhile it can let the resource utilization arbitrarily close to the optimum.
引用
收藏
页码:259 / 274
页数:16
相关论文
共 50 条
  • [1] A cost-aware method of privacy protection for multiple cloud service requests
    Yang, Qiuwei
    Cheng, Changquan
    Che, Xiqiang
    [J]. 2014 IEEE 17TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING (CSE), 2014, : 583 - 590
  • [2] Cost-Aware Cloud Bursting for Enterprise Applications
    Guo, Tian
    Sharma, Upendra
    Shenoy, Prashant
    Wood, Timothy
    Sahu, Sambit
    [J]. ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2014, 13 (03)
  • [3] Cost-aware cloud service request scheduling for SaaS providers
    [J]. Wang, S. (sgwang@bupt.edu.cn), 1600, Oxford University Press (57):
  • [4] Cost-aware and privacy-aware workflow scheduling strategy in hybrid clouds
    Wen, Yiping
    Wang, Zhibin
    Liu, Jianxun
    Xu, Xiaolong
    Chen, Aimin
    Cao, Buqing
    [J]. Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2020, 26 (06): : 1582 - 1588
  • [5] Cost-Aware Cloud Service Request Scheduling for SaaS Providers
    Liu, Zhipiao
    Wang, Shangguang
    Sun, Qibo
    Zou, Hua
    Yang, Fangchun
    [J]. COMPUTER JOURNAL, 2014, 57 (02): : 291 - 301
  • [6] Cost-aware Service Placement and Scheduling in the Edge-Cloud Continuum
    Rac, Samuel
    Brorsson, Mats
    [J]. ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2024, 21 (02)
  • [7] Deadline-constrained cost-aware workflow scheduling in hybrid cloud
    Hussain, Mehboob
    Luo, Ming-Xing
    Hussain, Abid
    Javed, Muhammad Hafeez
    Abbas, Zeeshan
    Wei, Lian-Fu
    [J]. SIMULATION MODELLING PRACTICE AND THEORY, 2023, 129
  • [8] Privacy-aware and cost-aware workflow scheduling in clouds
    Wen, Yiping
    Liu, Jianxun
    Chen, Congyang
    [J]. Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2016, 22 (02): : 294 - 301
  • [9] Online cost-rejection rate scheduling for resource requests in hybrid clouds
    Cao, Yanhua
    Lu, Li
    Yu, Jiadi
    Qian, Shiyou
    Zhu, Yanmin
    Li, Minglu
    [J]. PARALLEL COMPUTING, 2019, 81 : 85 - 103
  • [10] Cost-aware quantum-inspired genetic algorithm for workflow scheduling in hybrid clouds
    Hussain, Mehboob
    Wei, Lian-Fu
    Rehman, Amir
    Ali, Muqadar
    Waqas, Syed Muhammad
    Abbas, Fakhar
    [J]. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2024, 191