R. Agrawal, T. Imielinski, and A. Swami, Mining Association Rules between Sets of Items in Large Databases, SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data, pp.207-216, 1993.

W. H. Bell, D. G. Cameron, R. Carvajal-schiaffino, A. P. Millar, K. Stockinger et al., Evaluation of an economy-based file replication strategy for a data grid, CCGrid 2003. 3rd IEEE/ACM International Symposium on Cluster Computing and the Grid, 2003. Proceedings., p.661, 2003.
DOI : 10.1109/CCGRID.2003.1199430

A. Benoit, L. Marchal, J. Pineau, Y. Robert, and F. Vivien, Scheduling Concurrent Bag-of-Tasks Applications on Heterogeneous Platforms, IEEE Transactions on Computers, vol.59, issue.2, pp.202-217, 2010.
DOI : 10.1109/TC.2009.117
URL : https://hal.archives-ouvertes.fr/hal-00786249

L. Broto, D. Hagimont, P. Stolf, N. D. Palma, and S. Temate, Autonomic management policy specification in Tune, Proceedings of the 2008 ACM symposium on Applied computing , SAC '08, pp.1658-1663, 2008.
DOI : 10.1145/1363686.1364080

]. S. Camarasu-pop, T. Glatard, J. T. Moscicki, H. Benoit-cattin, and D. Sarrut, Dynamic Partitioning of GATE Monte-Carlo Simulations on EGEE, Self-Healing of Operational Workflow Incidents on Distributed Computing Infrastructures25, pp.241-259, 2010.
DOI : 10.1007/s10723-010-9153-0

H. Casanova, On the Harmfulness of Redundant Batch Requests, 2006 15th IEEE International Conference on High Performance Distributed Computing, pp.255-266, 2006.
DOI : 10.1109/HPDC.2006.1652157

H. Casanova, M. Gallet, and F. Vivien, Non-clairvoyant Scheduling of Multiple Bag-of-Tasks Applications, Euro-Par 2010 -Parallel Processing, pp.168-179, 2010.
DOI : 10.1007/978-3-642-15277-1_17
URL : https://hal.archives-ouvertes.fr/inria-00527111

W. Cirne, F. Brasileiro, D. Paranhos, L. F. Goes, and W. Voorsluys, On the efficacy, efficiency and emergent behavior of task replication in large distributed systems, Parallel Computing, vol.33, issue.3, pp.213-234, 2007.
DOI : 10.1016/j.parco.2007.01.002

P. Collet, F. K?ikava, J. Montagnat, M. Blay-fornarino, and D. Manset, Issues and scenarios for self-managing grid middleware, Proceeding of the 2nd workshop on Grids meets autonomic computing, GMAC '10, 2010.
DOI : 10.1145/1809029.1809033
URL : https://hal.archives-ouvertes.fr/hal-00683109

D. Comaniciu and P. Meer, Mean shift: a robust approach toward feature space analysis, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.24, issue.5, pp.603-619, 2002.
DOI : 10.1109/34.1000236

K. A. De and . Jong, An Analysis of the Behavior of a Class of Genetic Adaptive Systems, p.7609381, 1975.

A. H. Elghirani, R. Subrata, and A. Y. Zomaya, A Proactive Non-Cooperative Game-Theoretic Framework for Data Replication in Data Grids, 2008 Eighth IEEE International Symposium on Cluster Computing and the Grid (CCGRID), p.433, 2008.
DOI : 10.1109/CCGRID.2008.22

T. Elteto, C. Germain-renaud, P. Bondon, and M. Sebag, Towards Non- Stationary Grid Models, Journal of Grid Computing, 2011.
URL : https://hal.archives-ouvertes.fr/inria-00616279

R. Ferreira-da-silva, S. Camarasu-pop, B. Grenier, V. Hamar, D. Manset et al., Multi-Infrastructure Workflow Execution for Medical Simulation in the Virtual Imaging Platform, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00677827

R. Ferreira, T. Silva, and . Glatard, A Science-Gateway Workload Archive to Study Pilot Jobs, User Activity, Bag of Tasks, Task Sub-Steps, and Workflow Executions, CoreGRID/ERCIM Workshop on Grids, Clouds and P2P Computing, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00830462

R. Garg and A. K. Singh, Fault Tolerance In Grid Computing: State of the Art and Open Issues, The Grid Observatory. IEEE International Symposium on Cluster Computing and the Grid, pp.114-123, 2011.
DOI : 10.5121/ijcses.2011.2107

S. Gesing and J. Van-hemert, Concurrency and Computation: Practice and Experience, Special Issue on International Workshop on Portals for Life-Sciences, p.3, 2009.

T. Glatard, J. Montagnat, D. Lingrand, and X. Pennec, Flexible and Efficient Workflow Deployment of Data-Intensive Applications On Grids With MOTEUR, International Journal of High Performance Computing Applications, vol.22, issue.3, pp.347-360, 2008.
DOI : 10.1177/1094342008096067

C. Hsu, K. Huang, and F. Wang, Online scheduling of workflow applications in grid environments, Future Generation Computer Systems, vol.27, issue.6, pp.860-870, 2011.
DOI : 10.1016/j.future.2010.10.015

E. Imamagic and D. Dobrenic, Grid infrastructure monitoring system based on Nagios, Proceedings of the 2007 workshop on Grid monitoring , GMW '07, pp.23-28, 2007.
DOI : 10.1145/1272680.1272685

A. Iosup and D. Epema, Grid Computing Workloads, IEEE Internet Computing, vol.15, issue.2, pp.19-26, 2011.
DOI : 10.1109/MIC.2010.130
URL : http://repository.tue.nl/718955

P. Kacsuk, P-GRADE Portal Family for Grid Infrastructures Concurrency and Computation: Practice and Experience, pp.235-245, 2011.

J. O. Kephart and D. M. Chess, The vision of autonomic computing, Computer, vol.36, issue.1, pp.41-50, 2003.
DOI : 10.1109/MC.2003.1160055

D. Kondo, B. Javadi, A. Iosup, and D. Epema, The Failure Trace Archive: Enabling Comparative Analysis of Failures in Diverse Distributed Systems, 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing, pp.398-407, 2010.
DOI : 10.1109/CCGRID.2010.71
URL : https://hal.archives-ouvertes.fr/inria-00433523

D. Lingrand, J. Montagnat, J. Martyniak, and D. Colling, Analyzing the EGEE Production Grid Workload: Application to Jobs Submission Optimization, 14th Workshop on Job Scheduling Strategies for Parallel Processing (JSSPP'09), pp.37-58, 2009.
DOI : 10.1007/978-3-642-04633-9_3
URL : https://hal.archives-ouvertes.fr/hal-00459077

D. S. Malik, J. N. Mordeson, and M. K. Sen, On Subsystems of a Fuzzy Finite State Machine. Fuzzy Sets and Systems, pp.83-92, 1994.

H. N. Van, F. Dang-tran, and J. Menau, Autonomic Virtual Resource Management for Service Hosting Platforms, Workshop on Software Engineering Challenges in Cloud Computing, 2009.
URL : https://hal.archives-ouvertes.fr/hal-00474721

J. Quintin and F. Wagner, WSCOM: Online Task Scheduling with Data Transfers. Cluster Computing and the Grid, IEEE International Symposium on, vol.0, pp.344-351, 2012.
URL : https://hal.archives-ouvertes.fr/hal-00796256

J. Rehn, T. Barrass, D. Bonacorsi, J. Hernandez, I. Semeniouk et al., PhEDEx High-Throughput Data Transfer Management System, Computing in High Energy Physics, 2006.

S. Shahand, M. Santcroos, Y. Mohammed, V. Korkhov, A. C. Luyf et al., Front-ends to Biomedical Data Analysis on Grids, Proceedings of HealthGrid 2011, 2011.

E. Stehle, K. Lynch, M. Shevertalov, C. Rorres, and S. Mancoridis, On the use of computational geometry to detect software faults at runtime, Proceeding of the 7th international conference on Autonomic computing, ICAC '10, pp.109-118, 2010.
DOI : 10.1145/1809049.1809069

A. Tsaregorodtsev, N. Brook, A. Casajus-ramo, P. Charpentier, J. Closier et al., DIRAC3 ??? the new generation of the LHCb grid software, Journal of Physics: Conference Series, p.62029, 2009.
DOI : 10.1088/1742-6596/219/6/062029
URL : https://hal.archives-ouvertes.fr/in2p3-00383712

X. Zhang, C. Germain-renaud, and M. Sebag, Adaptively detecting changes in Autonomic Grid Computing, 2010 11th IEEE/ACM International Conference on Grid Computing, 2010.
DOI : 10.1109/GRID.2010.5698017
URL : https://hal.archives-ouvertes.fr/hal-00540579

R. N°-8022 and R. Centre-grenoble-?-rhône-alpes, Inovallée 655 avenue de l'Europe Montbonnot 38334 Saint Ismier Cedex Publisher Inria Domaine de Voluceau -Rocquencourt BP 105 -78153 Le Chesnay Cedex inria, pp.249-6399