Title :
Dynamic load-balancing in a data parallel object-oriented system
Author :
Wei Jie ; Wentong Cai ; Turner, S.J.
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Inst., Singapore
Abstract :
In this paper, a parallel object collection (POC) model is introduced to support data parallelism in a parallel object-oriented system. This model is based on the idea of data partitioning and method replication. To achieve load-balancing, partition objects are dynamically migrated at runtime according to the system load situation. A threshold-based strategy is used in the dynamic load-balancing. To avoid over-convergence of load during partition object migration, a new destination node selection algorithm is proposed. The threshold values used in the algorithm are also adaptively adjusted to better reflect the fluctuation of the load during execution. To evaluate the performance of the dynamic load balancing algorithm, simulation experiments are conducted. The simulation results are reported and discussed in the paper.
Keywords :
digital simulation; object-oriented programming; parallel programming; resource allocation; data parallel object-oriented system; data parallelism; data partitioning; destination node selection algorithm; dynamic load-balancing; method replication; parallel object collection model; partition objects; simulation results; threshold-based strategy; Computer aided instruction; Concurrent computing; Data engineering; Fluctuations; Load management; Object oriented modeling; Parallel processing; Partitioning algorithms; Runtime; Yarn;
Conference_Titel :
Parallel and Distributed Systems, 2001. ICPADS 2001. Proceedings. Eighth International Conference on
Conference_Location :
Kyongju City, South Korea
Print_ISBN :
0-7695-1153-8
DOI :
10.1109/ICPADS.2001.934831