Optimizing Imperfect Coverage Cloud-RAID Systems Considering Reliability and Cost

被引:4
|
作者
Mandava, Lavanya [1 ]
Xing, Liudong [2 ]
机构
[1] Quincy Univ, Dept Comp Sci & Cybersecur, Quincy, IL USA
[2] Univ Massachusetts, Dept Elect & Comp Engn, Dartmouth, MA 02747 USA
关键词
Cloud storage; redundant array of independent disks (RAID); imperfect coverage; reliability; cost; optimization; MULTISTATE SYSTEMS; SUBJECT; OPTIMIZATION; PERFORMANCE; MODEL;
D O I
10.1142/S021853932040001X
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper considers a cloud provider selection problem to optimize the cloud-redundant array of independent disks (RAID) storage system subject to imperfect coverage (IPC), where an uncovered disk fault causes extensive damages to the entire system despite the presence of adequate redundancy. Given available cloud storage disk providers with disks having different costs, failure parameters and coverage factors, the objective of the optimal design is to select the combination of cloud providers minimizing system unreliability or cost. Both unconstrained and constrained optimization problems are considered. The solution methodology encompasses an analytical, combinatorial method for reliability analysis of the considered cloud-RAID storage system with the IPC behavior. Based on practical design parameters, the brute force approach is utilized to obtain the optimal design configuration. Several case studies are provided to illustrate the proposed optimization problems and solution method.
引用
收藏
页数:14
相关论文
共 27 条
  • [21] A Stochastic Approach for Evaluating the Reliability of Multi-stated Phased-Mission Systems with Imperfect Fault Coverage
    Song, Xiaogang
    Zhai, Zhengjun
    Zhu, Peican
    Guo, Yangming
    Zhang, Yunpeng
    2017 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-HARBIN), 2017, : 299 - 304
  • [22] Reliability-Aware Cost-Efficient Scientific Workflows Scheduling Strategy on Multi-Cloud Systems
    Tang, Xiaoyong
    IEEE TRANSACTIONS ON CLOUD COMPUTING, 2022, 10 (04) : 2909 - 2919
  • [23] Mission Cost and Reliability of 1-out-of-N Warm Standby Systems With Imperfect Switching Mechanisms
    Levitin, Gregory
    Xing, Liudong
    Dai, Yuanshun
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2014, 44 (09): : 1262 - 1271
  • [24] Cost-oriented task allocation and hardware redundancy policies in heterogeneous distributed computing systems considering software reliability
    Yang, Bo
    Hu, Huajun
    Guo, Suchang
    COMPUTERS & INDUSTRIAL ENGINEERING, 2009, 56 (04) : 1687 - 1696
  • [25] A simplified reliability analysis method for cloud computing systems considering common-cause failures
    Li, Ruiying
    Li, Qiong
    Huang, Ning
    Kang, Rui
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART O-JOURNAL OF RISK AND RELIABILITY, 2017, 231 (03) : 324 - 333
  • [26] Reliability, Rental-Cost and Energy-Aware Multi-Workflow Scheduling on Multi-Cloud Systems
    Taghinezhad-Niar, Ahmad
    Taheri, Javid
    IEEE TRANSACTIONS ON CLOUD COMPUTING, 2023, 11 (03) : 2681 - 2692
  • [27] Energy management in distribution systems, considering the impact of reconfiguration, RESs, ESSs and DR: A trade-off between cost and reliability
    Hooshmand, Ehsan
    Rabiee, Abbas
    RENEWABLE ENERGY, 2019, 139 : 346 - 358