Title :
An Effective Framework of Light-Weight Handling for Three-Level Fine-Grained Recoverable Temporal Violations in Scientific Workflows
Author :
Liu, Xiao ; Ni, Zhiwei ; Wu, Zhangjun ; Yuan, Dong ; Chen, Jinjun ; Yang, Yun
Author_Institution :
Fac. of Inf. & Commun. Technol., Swinburne Univ. of Technol. Hawthorn, Melbourne, VIC, Australia
Abstract :
Temporal violations may often take place and deteriorate the overall QoS of scientific workflows. To handle temporal violations in an automatic and cost-effective fashion, we need to resolve the following issues: 1) how to define fine-grained recoverable temporal violations, 2) which light-weight effective exception handling strategies to be facilitated. This paper proposes an effective exception handling framework. Based on a probability based temporal consistency model, the probability range for recoverable temporal violations is divided into three levels of fine-grained temporal violations. Afterwards, three corresponding light-weight exception handling strategies including TDA (Time Deficit Allocation), ACOWR (Ant Colony Optimisation based two-stage Workflow local Rescheduling) and TDA+ACOWR (the combined strategy of TDA and ACOWR) are presented. The experimental results demonstrate the excellent performance of our framework in reducing both local and global temporal violations.
Keywords :
middleware; natural sciences computing; optimisation; probability; quality of service; ACOWR; QoS; TDA; ant colony optimisation; fine-grained recoverable temporal violation; light-weight exception handling strategy; light-weight handling; probability based temporal consistency; scientific workflow; time deficit allocation; workflow local rescheduling; Exception Handling; Scientific Workflows; Temporal Violations; Workflow QoS; Workflow Scheduling;
Conference_Titel :
Parallel and Distributed Systems (ICPADS), 2010 IEEE 16th International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9727-0
Electronic_ISBN :
1521-9097
DOI :
10.1109/ICPADS.2010.8