Knowledge representation: logical, philosophical and computational foundations
Knowledge representation: logical, philosophical and computational foundations
A scalable cross-platform infrastructure for application performance tuning using hardware counters
Proceedings of the 2000 ACM/IEEE conference on Supercomputing
Load balancing in distributed workflow management system
Proceedings of the 2001 ACM symposium on Applied computing
Workflow performance evaluation through WPQL
SEKE '02 Proceedings of the 14th international conference on Software engineering and knowledge engineering
Performance Analytic Models and Analyses for Workflow Architectures
Information Systems Frontiers
Distributed and Parallel Databases
ICEIMT '01 Proceedings of the IFIP TC5/WG5.12 International Conference on Enterprise Integration and Modeling Technique: Enterprise Inter- and Intra-Organizational Integration: Building International Consensus
On Requirements for Ontologies in Management of Web Services
CAiSE '02/ WES '02 Revised Papers from the International Workshop on Web Services, E-Business, and the Semantic Web
A hierarchical classification of overheads in parallel programs
Proceedings of the First IFIP TC10 International Workshop on Software Engineering for Parallel and Distributed Systems
Service-Level Agreements and Commercial Grids
IEEE Internet Computing
Monitoring and controlling of a multi-agent based workflow system
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Computers in Industry - Special issue: Process/workflow mining
The Grid 2: Blueprint for a New Computing Infrastructure
The Grid 2: Blueprint for a New Computing Infrastructure
Workflow Mining: Discovering Process Models from Event Logs
IEEE Transactions on Knowledge and Data Engineering
QoS Aggregation for Web Service Composition using Workflow Patterns
EDOC '04 Proceedings of the Enterprise Distributed Object Computing Conference, Eighth IEEE International
HICSS '05 Proceedings of the Proceedings of the 38th Annual Hawaii International Conference on System Sciences - Volume 07
Using Hardware Counters to Automatically Improve Memory Performance
Proceedings of the 2004 ACM/IEEE conference on Supercomputing
Grid-Based Galaxy Morphology Analysis for the National Virtual Observatory
Proceedings of the 2003 ACM/IEEE conference on Supercomputing
Evolution of grid computing architecture and grid adoption models
IBM Systems Journal
QoSOnt: a QoS Ontology for Service-Centric Systems
EUROMICRO '05 Proceedings of the 31st EUROMICRO Conference on Software Engineering and Advanced Applications
Improved Estimation for Software Multiplexing of Performance Counters
MASCOTS '05 Proceedings of the 13th IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems
Mining of ad-hoc business processes with TeamLog
Data & Knowledge Engineering
Performance metrics and ontology for describing performance data of grid workflows
CCGRID '05 Proceedings of the Fifth IEEE International Symposium on Cluster Computing and the Grid - Volume 01
Specification of grid workflow applications with AGWL: an Abstract Grid Workflow Language
CCGRID '05 Proceedings of the Fifth IEEE International Symposium on Cluster Computing and the Grid (CCGrid'05) - Volume 2 - Volume 02
A dynamic grid services deployment mechanism for on-demand resource provisioning
CCGRID '05 Proceedings of the Fifth IEEE International Symposium on Cluster Computing and the Grid (CCGrid'05) - Volume 2 - Volume 02
Bootstrapping Performance and Dependability Attributes ofWeb Services
ICWS '06 Proceedings of the IEEE International Conference on Web Services
K-WfGrid Distributed Monitoring and Performance Analysis Services for Workflows in the Grid
E-SCIENCE '06 Proceedings of the Second IEEE International Conference on e-Science and Grid Computing
Future Generation Computer Systems
ASKALON: A Grid Application Development and Computing Environment
GRID '05 Proceedings of the 6th IEEE/ACM International Workshop on Grid Computing
Introduction to grid computing with globus
Introduction to grid computing with globus
Performance monitoring and visualization of grid scientific workflows in ASKALON
HPCC'06 Proceedings of the Second international conference on High Performance Computing and Communications
A grid workflow language using high-level petri nets
PPAM'05 Proceedings of the 6th international conference on Parallel Processing and Applied Mathematics
An instrumentation infrastructure for grid workflow applications
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part II
A Semantic-Oriented Platform for Performance Monitoring of Distributed Java Applications
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part III
International Workshop on Applications of Workflows in Computational Science (AWCS 08)
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part III
Towards a general model of the multi-criteria workflow scheduling on the grid
Future Generation Computer Systems
DIPAS: A distributed performance analysis service for grid service-based workflows
Future Generation Computer Systems
Editorial: Special section on workflow systems and applications in e-Science
Future Generation Computer Systems
Online Interaction Analysis Framework for Ad-Hoc Collaborative Processes in SOA-Based Environments
Transactions on Petri Nets and Other Models of Concurrency II
A performance study of grid workflow engines
GRID '08 Proceedings of the 2008 9th IEEE/ACM International Conference on Grid Computing
POGGI: Puzzle-Based Online Games on Grid Infrastructures
Euro-Par '09 Proceedings of the 15th International Euro-Par Conference on Parallel Processing
Towards optimising distributed data streaming graphs using parallel streams
Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing
Enhancing event processing networks with semantics to enable self-managed SEE federations
Proceedings of the 3rd International Workshop on Monitoring, Adaptation and Beyond
Online workflow management and performance analysis with stampede
Proceedings of the 7th International Conference on Network and Services Management
Characterizing and profiling scientific workflows
Future Generation Computer Systems
Situation-based and self-adaptive applications for the smart environment
Journal of Ambient Intelligence and Smart Environments
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Many Grid workflow middleware services require knowledge about the performance behavior of Grid applications/services in order to effectively select, compose, and execute workflows in dynamic and complex Grid systems. To provide performance information for building such knowledge, Grid workflow performance tools have to select, measure, and analyze various performance metrics of workflows. However, there is a lack of a comprehensive study of performance metrics which can be used to evaluate the performance of a workflow executed in the Grid. Moreover, given the complexity of both Grid systems and workflows, semantics of essential performance-related concepts and relationships, and associated performance data in Grid workflows should be well described. In this paper, we analyze performance metrics that performance monitoring and analysis tools should provide during the evaluation of the performance of Grid workflows. Performance metrics are associated with multiple levels of abstraction. We introduce an ontology for describing performance data of Grid workflows and illustrate how the ontology can be utilized for monitoring and analyzing the performance of Grid workflows.