Publications

Adapting scientific workflows on networked clouds using proactive introspection

Abstract

Recent advances in cloud technologies and on-demand network circuits have created an unprecedented opportunity to enable complex data-intensive scientific applications to run on dynamic, networked cloud infrastructure. However, there is a lack of tools for supporting high-level applications like scientific workflows on dynamically provisioned, virtualized, networked IaaS (NIaaS) systems. In this paper, we propose an end-to-end system consisting of application-aware and application-independent controllers that provision and adapt complex scientific workflows on NIaaS systems. The application-independent controller enhances the utility of NIaaS systems for higher-level applications by closing the gap between application abstractions and resource provisioning constructs. We also present our approach to predicting dynamic resource requirements for workflows using an application-aware controller that …

Date
2015
Authors
Anirban Mandal, Paul Ruth, Ilya Baldin, Yufeng Xin, Claris Castillo, Gideon Juve, Mats Rynge, Ewa Deelman, Jeff Chase
Conference
2015 IEEE/ACM 8th International Conference on Utility and Cloud Computing (UCC)
Pages
162-173
Publisher
IEEE