Fakultät fü Informatik TU Wien Distributed Systems Group Distributed Systems Group

Quality of Data aware Optimization Techniques for Workflows

Intro|People | Publications | Projects| Conferences/Workshops

Introduction

While many workflow languages, execution engines, and analysis and optimization techniques have been developed, the research so far has neglected the quality of data (QoD) aspects in the design, execution and analysis of workflows. Until now, QoD for input data, intermediate results and final results of workflows has not been dealt and has been assumed under the responsibility of the users. However, this assumption cannot be hold and the users cannot guarantee the QoD in their workflows due to the complexity and scale of input data and computational models and algorithms handling the input data and intermediate results in their workflows. We need novel QoD-aware techniques integrated into the workflow design and execution, otherwise, a lot of resources, energy and time, will be wasted for the design and execution of workflows that produce unacceptable quality of results.

Research Topics

People

Principal Investigators

External Collaborators, PhD students, Internship

Contact Hong-Linh Truong for further information.

Publications

  • Michael Reiter, Hong-Linh Truong, Schahram Dustdar, Dimka Karastoyanova, Robert Krause, Frank Leymann, Dieter Pahr, On Analyzing Quality of Data Infuences on Performance of Finite Elements driven Computational Simulations (Submitted PDF), 18th International European Conference on Parallel and Distributed Computing (EuroPar 2012), 27-31 August, 2012, Rhodes Island, Greece

  • Michael Reiter, Uwe Breitenbuecher, Schahram Dustdar, Dimka Karastoyanova, Frank Leymann, Hong-Linh Truong, A Novel Framework for Monitoring and Analyzing Quality of Data in Simulation Workflows (Submitted PDF), (c)IEEE Computer Society, The 7th IEEE International Conference on e-Science, 5-8 December, 2011, Stockholm, Sweden. Accepted

  • Michael Reiter, Dimka Karastoyanova, Frank Leymann, Hong-Linh Truong, "On The Measurement and Analysis of Data Quality Metrics for Complex Simulations", ( Poster PDF), International Conference on Simulation Technology 2011, 14-17 June, 2011, Stuttgart, Germany.

  • Hong-Linh Truong, Schahram Dustdar "On Evaluating and Publishing Data Concerns for Data as a Service" (Submitted PDF, Supplement Materials, ), The 2010 Asia-Pacific Services Computing Conference (IEEE APSCC 2010), (c) IEEE, December 6 - 10, 2010, Hangzhou, China Accepted.


  • Hong-Linh Truong
    Last modified: Fri Oct 25 21:27:09 CEST 2013