Title :
A Cluster-Based Implementation of a Fault Tolerant Parallel Reduction Algorithm Using Swarm-Array Computing
Author :
Varghese, Blesson ; McKee, Gerard ; Alexandrov, Vassil
Author_Institution :
Sch. of Syst. Eng., Univ. of Reading, Reading, UK
Abstract :
Recent research in multi-agent systems incorporate fault tolerance concepts. However, the research does not explore the extension and implementation of such ideas for large scale parallel computing systems. The work reported in this paper investigates a swarm array computing approach, namely ´Intelligent Agents´. In the approach considered a task to be executed on a parallel computing system is decomposed to sub-tasks and mapped onto agents that traverse an abstracted hardware layer. The agents intercommunicate across processors to share information during the event of apredicted core/processor failure and for successfully completing the task. The agents hence contribute towards fault tolerance and towards building reliable systems. The feasibility of the approach is validated by simulations on an FPGA usinga multi-agent simulator and implementation of a parallel reduction algorithm on a computer cluster using the Message Passing Interface.
Keywords :
application program interfaces; fault tolerant computing; field programmable gate arrays; message passing; multi-agent systems; multiprocessing systems; parallel algorithms; workstation clusters; FPGA; abstracted hardware layer; apredicted core failure; computer cluster; fault tolerance; information sharing; message passing interface; multi-agent systems; parallel computing systems; parallel reduction algorithm; processor failure; swarm-array computing; Clustering algorithms; Computational modeling; Computer simulation; Concurrent computing; Fault tolerance; Fault tolerant systems; Intelligent agent; Large-scale systems; Multiagent systems; Parallel processing; cluster-based implementation; faulttolerant system; intelligent agents; swarm-array computing;
Conference_Titel :
Autonomic and Autonomous Systems (ICAS), 2010 Sixth International Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-5915-5
DOI :
10.1109/ICAS.2010.13