Skip to main content

An Agents-Based Cooperative Awareness Model to Cover Load Balancing Delivery in Grid Environments

  • Conference paper
On the Move to Meaningful Internet Systems 2007: OTM 2007 Workshops (OTM 2007)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 4805))

Abstract

This paper presents an extension of the AMBLE model, an awareness model which manage load balancing by means of a multi-agent based architecture, with the aim to establish a cooperative load balancing model for collaborative grid environments. This model, named C-AMBLE (Cooperative Awareness Model for Balancing the Load in grid Environments) applies some theoretical principles of multi-agents systems, awareness models, and third party models, to promote an efficient autonomous cooperative task delivery in grid environments. This cooperative task management, implemented using web services, has been tested in a real and heterogeneous grid infrastructure with very successful results. This paper presents some of these outcomes while emphasizing on the performance speedup of the system using this model.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Beltrán, M., Guzman, A., Bosque, J.L.: Dynamic tasks assignment for real heterogeneous clusters. In: Wyrzykowski, R., Dongarra, J.J., Paprzycki, M., Waśniewski, J. (eds.) PPAM 2003. LNCS, vol. 3019, pp. 888–895. Springer, Heidelberg (2004)

    Google Scholar 

  2. Cao, J., et al.: Agent-Based Grid Load Balancing using Performance-Driven Task Scheduling. In: Proc. of the Int. Parallel and Distributed Processing Symposium (2003)

    Google Scholar 

  3. Chow, K., Kwok, Y.: On Load Balancing for Distributed Multiagent Computing. IEEE Transactions on Parallel and Distributed Systems 13(8), 787–801 (2002)

    Article  Google Scholar 

  4. Foster, I., Jennings, N.R., Kesselman, C.: Brain Meets Brawn: Why Grid and Agents Need Each Other. In: Kudenko, D., Kazakov, D., Alonso, E. (eds.) AAMAS 2004. LNCS (LNAI), vol. 3394, Springer, Heidelberg (2005)

    Google Scholar 

  5. Foster, I., Kesselman, K., Tuecke, S.: The Anatomy of the Grid. Editorial: Globus Alliance (2001) Ref. Web: http://www.globus.org/alliance/publications/papers/anatomy.pdf

  6. Galstyan, A., Czajkowski, K., Lerman, K.: Resource Allocation in the Grid using Reinforcement Learning. In: Int. Conf. on Autonomous Agents and Multiagent Systems (2004)

    Google Scholar 

  7. Grama, A., Gupta, A., Karypis, G., Kumar, V.: Introduction to Parallel Computing, 2nd edn. Addison Weslley, Pearson (2003)

    Google Scholar 

  8. Herrero, P.: Covering Your Back: Intelligent Virtual Agents in Humanitarian Missions Providing Mutual Support. In: Meersman, R., Tari, Z. (eds.) On the Move to Meaningful Internet Systems 2004: CoopIS, DOA, and ODBASE. LNCS, vol. 3290, pp. 391–407. Springer, Heidelberg (2004)

    Google Scholar 

  9. Herrero, P., Bosque, J.L., Salvadores, M., Pérez, M.S.: AMBLE: An Awareness Model for Balancing the Load in collaborative grid Environments. In: Grid 2006. The 7th IEEE/ACM International Conference on Grid Computing, September 28-29, 2006, Barcelona (2006)

    Google Scholar 

  10. Herrero, P., Bosque, J L., Salvadores, M., Pérez, M S.: Awareness Specification to Cover Load Balancing Delivery in CSCW Grid Applications. In: Meersman, R., Tari, Z., Herrero, P. (eds.) OTM 2006 Workshops. LNCS, vol. 4277, pp. 78–89. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  11. Kopidakis, Y., Lamari, M., Zissimopoulos, V.: O the task assignment problem: two new efficient heuristic algorithms. J. of Parallel and Distributed Computing 42, 21–29 (1997)

    Article  Google Scholar 

  12. Shen, W., et al.: Adaptive Negotiation for Agent-Based Grid Computing. Journal of the American Statistical Association (2002)

    Google Scholar 

  13. Zhang, Z., Luo, S.: Constructing Grid System with Mobile Multiagent. In: Proc. of the Second Int. Conference on Machine Learning and Cybernetics, Xi’an (November 2003)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Robert Meersman Zahir Tari Pilar Herrero

Rights and permissions

Reprints and permissions

Copyright information

© 2007 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Herrero, P., Bosque, J.L., Pérez, M.S. (2007). An Agents-Based Cooperative Awareness Model to Cover Load Balancing Delivery in Grid Environments. In: Meersman, R., Tari, Z., Herrero, P. (eds) On the Move to Meaningful Internet Systems 2007: OTM 2007 Workshops. OTM 2007. Lecture Notes in Computer Science, vol 4805. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-76888-3_26

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-76888-3_26

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-76887-6

  • Online ISBN: 978-3-540-76888-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics