期刊文献+

基于并行计算熵的同构集群负载均衡算法 被引量:5

A Load balancing algorithm based on parallel computing entropy in HPC
下载PDF
导出
摘要 提出并行计算熵的概念以及基于并行计算熵的同构集群负载均衡算法.理论分析证明并行计算熵作为系统负载均衡程度度量的合理性.算法以并行计算熵来衡量集群系统中节点之间负载均衡程度,以节点任务运算量来衡量节点的负载信息,并根据并行计算熵来进行负载迁移决策.实验证明相对基于任务数阈值的负载均衡算法并行计算性能有一定提高. The parallel computing entropy (PCE) was defined to measure the load equilibrium in Beowulf systems and the rule of PCE maximization was proposed. On this basis, a novel algorithm was presented to balance the loads among computing nodes. Task amount instead of task number was employed to measure the load dispatched to nodes in the algorithm. A load was transferred from its original node to another if such a transfer could increase the PCE. The association between the entropy and the program executing time was evaluated. The algorithm was applied to the multiplication of large scale matrices as an example to show its effectiveness. The experimental results indicate that the PCE and executing time are highly associated and the algorithm is effective.
出处 《深圳大学学报(理工版)》 EI CAS 北大核心 2007年第1期64-68,共5页 Journal of Shenzhen University(Science and Engineering)
基金 国家自然科学基金资助项目(60572102) 深圳市科技计划项目(200506)
关键词 同构集群 并行计算 并行计算熵 负载均衡 负载迁移 isomorphic beowulf parallel computing parallel computing entropy load balance load transfer
  • 相关文献

参考文献9

  • 1LVS 知识库.负载均衡[EB/OL].[2006-08-30].http://kb.1inuxvirtualserver.org/wiki/Load_balancing#Computing_Load_Balancing(英文版).
  • 2GuoJiani BhuyanLN.用于多媒体应用的基于站点集群的负载均衡[J].IEEE并行与分布式系统学报,2006,17(11):1321-1334.
  • 3YANGXiao GuizaniM.多尺度网络中具有全延迟约束的最佳分页负载均衡[J].IEEE无线通信学报,2006,5(8):2202-2209.
  • 4Hau Yee Sit,Kei Shiu Ho,Hong Va Leong,等.一种用于动态负载均衡的自适应集群方法[C]//2004年并行结构、算法和网络国际会议论文集.新泽西:IEEE,2004.415-420(英文版).
  • 5Mohammed A M Ibrahim,LU Xin-da.工作站和计算机集群中的动态负载均衡性能[C]//第5届并行处理算法与结构国际会议论文集.新泽西:IEEE,2002:44-47(英文版).
  • 6Ron Lavi,Amnon Barak.集群机中负载均衡的home模型和竞争算法[C]//分布式计算系统国际会议论文集.NJ:IEEE,2001.127-134(英文版).
  • 7Balasubramaniam M,Barker K,Banicescu I,等.一种新的用于集群计算的动态负载均衡方法[C]//并行和分布式计算国际会议.新泽西:IEEE,2004.346-353(英文版).
  • 8Chauu S C,Ada Wa Chee Fu.集群间的负载均衡[C]//第4届并行和分布式计算,应用和技术国际会议论文集.新泽西:IEEE,2003.548-551(英文版).
  • 9QiZhang RiskaA SunW 等.用于集群站点的workload—aware负载均衡方法[J].IEEE并行与分布式系统学报,2005,16(3):219-233.

同被引文献24

  • 1冯月明,黄建军,裴继红,谢维信.一种用于海量图像多分辨率局部重建的压缩算法[J].中国体视学与图像分析,2003,8(1):1-5. 被引量:2
  • 2Sun H, Luo Q, Pei J, et al. A study on spatial horizon overcastting based on GA [J]. Chinese Journal of Electronics, 2006, 15(4a). 933-936.
  • 3Goodchild M F. Tiling large geographical database [C]// Design and implementation of large spatial database. New York: Springer-verlag, 1990: 137-146.
  • 4Garland M. Multiresolution modeling: survey & future opportunities[R]. Eurographics'99: State of the Art Reports, 1999: 111-131.
  • 5Son J, Choi H, Chung Y D. Skew-tolerant key distribution for load balaneing in MapReaduee. IEICE Transaetions on Information and Systems, 2012, 95(2): 677 680.
  • 6Islam S, Gregoire J C. Giving users an edge: A flexible cloud model and its application for multimedia. Future Generation Computer Systems, 2012, 28(6): 823-832.
  • 7Samba A. Logical data models for cloud computing architec- tures. IT Professional, 2012, 14(1) 19-26.
  • 8Huang H, Wang L Q. PP: A combined Push-Pull model ][or resource monitoring in cloud computing environment// Proceedings of the 2010 IEEE 3rd International Conference on Cloud Computing(CLOUD 2010). Miami, Florida, USA, 2010:260-267.
  • 9Tsai Wei Tek, Sun X, Balasooriya J. Service-oriented cloud computing architecture//Proceedings of the 2010 Seventh International Conference on Information Technology: New Generations(ITNG 2010). Las Vegas, NV, USA, 2010: 684-689.
  • 10Cardellini V, Colajanni M, Yu P S. Dynamic load balancing on web-server system. IEEE Internet Computing, 1999, 3(3) : 28-39.

引证文献5

二级引证文献24

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部