RESOURCE MANAGEMENT BASED ON GOSSIP MONITORING ALGORITHM FOR LARGE SCALE DISTRIBUTED SYSTEMS

被引:0
|
作者
Pop, Florin [1 ]
机构
[1] Univ Politehn Bucuresti, Fac Automat Control & Comp, Dept Comp Sci, Bucharest, Romania
来源
SCALABLE COMPUTING-PRACTICE AND EXPERIENCE | 2011年 / 12卷 / 01期
关键词
Resource Management; Large Scale Distributed Systems; Self-organizing Systems; Optimization; Task Scheduling;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The optimization of resource management in large scale distributed systems (LSDS) with the capability of selforganization is a complex process. LSDS are highly dynamic systems, with permanent changes in their configurations, as peers may join and leave the system with no restriction or control. This paper present the architecture for monitoring and resource management based on existing middleware solutions through the design of algorithms and methods inspired by natural models. The architecture is decentralized and it aims to optimize resource management in different types of distributed systems such as Grid, P2P, and Cloud. The important components considered for the architecture are: allocation of resources, task scheduling, resource discovery, monitoring resources and provide fault tolerance. As the system may have a large number of nodes, we need a scalable algorithm for monitoring process, able to guarantee a fast convergence no matter what the structure of the network is. In this context, gossip-based algorithms offer solutions for various topics in LSDS. The project aims to highlights the original obtained results in internationally scientific community. The paper presents the expecting results and discusses the performance evaluation of proposed architecture. Secondly, the paper presents a gossip-based algorithm for monitoring large-scale distributed systems and analyzes its efficiency in a simulated environment provided by OverSim.
引用
收藏
页码:21 / 34
页数:14
相关论文
共 50 条
  • [21] An Adaptive Metadata Management Scheme Based on Deep Reinforcement Learning for Large-Scale Distributed File Systems
    Huang, Xiuqi
    Gao, Yuanning
    Zhou, Xinyi
    Gao, Xiaofeng
    Chen, Guihai
    IEEE-ACM TRANSACTIONS ON NETWORKING, 2023, 31 (06) : 2840 - 2853
  • [22] A model for intelligent resource management in a large distributed system
    谢立
    易鉴良
    Science in China(Series E:Technological Sciences), 1998, (01) : 13 - 21
  • [23] A model for intelligent resource management in a large distributed system
    Xie, L
    Yi, JL
    SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 1998, 41 (01): : 13 - 21
  • [24] An asynchronous distributed training algorithm based on Gossip communication and Stochastic Gradient Descent
    Tu, Jun
    Zhou, Jia
    Ren, Donglin
    COMPUTER COMMUNICATIONS, 2022, 195 : 416 - 423
  • [25] A model for intelligent resource management in a large distributed system
    Li Xie
    Jianliang Yi
    Science in China Series E: Technological Sciences, 1998, 41 : 13 - 21
  • [26] DMRM: Distributed Market-Based Resource Management of Edge Computing Systems
    Katsaragakis, Manolis
    Masouros, Dimosthenis
    Tsoutsouras, Vasileios
    Samie, Farzad
    Bauer, Lars
    Henkel, Joerg
    Soudris, Dimitrios
    2019 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE), 2019, : 1391 - 1396
  • [27] Genetic-based Multi-criteria Workflow Scheduling with Dynamic Resource Provisioning in Hybrid Large Scale Distributed Systems
    Hafsi, Haithem
    Gharsellaoui, Hamza
    Bouamama, Sadok
    KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS (KES 2019), 2019, 159 : 1063 - 1074
  • [28] Detection and analysis of resource usage anomalies in large distributed systems through multi-scale visualization
    Schnorr, Lucas Mello
    Legrand, Arnaud
    Vincent, Jean-Marc
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2012, 24 (15) : 1792 - 1816
  • [29] Hierarchical Energy Management Based on Distributed Aggregation for Large-Scale Fuel Cell Cluster Hybrid Power Systems
    Li, Xiang
    Li, Qi
    Wang, Tianhong
    Chen, Weirong
    Gao, Fei
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2024,
  • [30] Position paper: Resource management for complex distributed systems
    Davis, MB
    Sydir, JJ
    SECOND WORKSHOP ON OBJECT-ORIENTED REAL-TIME DEPENDABLE SYSTEMS, PROCEEDINGS OF WORDS '96, 1996, : 113 - 115