Performance of hierarchical load sharing in heterogeneous distributed systems

被引:0
|
作者
Lo, M
Dandamudi, SP
机构
关键词
load sharing; dynamic load distribution; sender-initiated policy; receiver-initiated policy; heterogeneous distributed systems;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Performance of distributed systems can be improved by load sharing (i.e., distributing load from heavily loaded nodes to lightly loaded ones). Dynamic load sharing policies take system state into account in making job distribution decisions. The state information can be maintained in one of two basic ways: distributed or centralized. Two examples of distributed policies are the sender-initiated and receiver-initiated policies. While distribution of state information makes the distributed policies suitable for large distributed systems, they do suffer in performance. The centralized single coordinator policy is the best policy from the performance point of view in the absence of contention for the coordinator node. However, for large systems, the coordinator may become a bottleneck limiting the performance benefits of such a policy. In addition, the single coordinator causes fault-tolerance problems as the load distribution is dependent on this single coordinator node. Furthermore, in large hierarchically distributed networks (e.g., several LAN clusters connected by a WAN), consulting the central coordinator is expensive and leads to performance problems. The hierarchical policy minimizes these performance bottlenecks. In this paper, we compare the performance of the hierarchical load sharing policy with that of the two distributed policies and the centralized single coordinator policy in heterogeneous distributed systems. In order to see how close the hierarchical policy performs in comparison to the single coordinator policy, we have considered the scenario where the bottleneck problem does not exist in the centralized policy. We show that the hierarchical policy performs very similar to the single coordinator policy for all the various system and workload parameters considered in this study.
引用
收藏
页码:370 / 377
页数:8
相关论文
共 50 条
  • [41] Load sharing based on popularity in distributed video on demand systems
    González, S
    Navarro, A
    López, J
    Zapata, E
    IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL I AND II, PROCEEDINGS, 2002, : 5 - 8
  • [42] Hierarchical Heterogeneous Cluster Systems for Scalable Distributed Deep Learning
    Wang, Yibo
    Geng, Tongsheng
    Silva, Ericson
    Gaudiot, Jean-Luc
    2024 IEEE 27TH INTERNATIONAL SYMPOSIUM ON REAL-TIME DISTRIBUTED COMPUTING, ISORC 2024, 2024,
  • [43] Two Hierarchical Dynamic Load Balancing Algorithms in Distributed Systems
    Barazandeh, Iman
    Mortazavi, Seyed Saeedolah
    SECOND INTERNATIONAL CONFERENCE ON COMPUTER AND ELECTRICAL ENGINEERING, VOL 1, PROCEEDINGS, 2009, : 516 - +
  • [44] A distributed load balancing algorithm for heterogeneous parallel computing systems
    Decker, T
    Lüling, R
    Tschöke, S
    INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED PROCESSING TECHNIQUES AND APPLICATIONS, VOLS I-IV, PROCEEDINGS, 1998, : 933 - 940
  • [45] Distributed dynamic load balancing for pipelined computations on heterogeneous systems
    Riakiotakis, Ioannis
    Ciorba, Florina M.
    Andronikos, Theodore
    Papakonstantinou, George
    PARALLEL COMPUTING, 2011, 37 (10-11) : 713 - 729
  • [46] Decentralized Load Balancing for Improving Reliability in Heterogeneous Distributed Systems
    Pezoa, Jorge E.
    Dhakal, Sagar
    Hayat, Majeed M.
    2009 INTERNATIONAL CONFERENCE ON PARALLEL PROCESSING WORKSHOPS (ICPPW 2009), 2009, : 214 - +
  • [47] Minimizing the probability of load imbalance in heterogeneous distributed computer systems
    Li, KQ
    MATHEMATICAL AND COMPUTER MODELLING, 2002, 36 (9-10) : 1075 - 1084
  • [48] Two phase algorithm for load balancing in heterogeneous distributed systems
    Attiya, G
    Hamam, Y
    12TH EUROMICRO CONFERENCE ON PARALLEL, DISTRIBUTED AND NETWORK-BASED PROCESSING, PROCEEDINGS, 2004, : 434 - 439
  • [49] Voltage quality and load sharing improvement in islanded microgrids using distributed hierarchical control
    Ghanizdeh, Reza
    Gharehpetian, Gevork B.
    IET RENEWABLE POWER GENERATION, 2019, 13 (15) : 2888 - 2898
  • [50] Load Balance Awared Data Sharing Systems In Heterogeneous Edge Environment
    Chen, Sheng
    Chen, Zheng
    Gu, Siyuan
    Chen, Baochao
    Xie, Junjie
    Guo, Deke
    2020 IEEE 26TH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED SYSTEMS (ICPADS), 2020, : 132 - 139