The Influence of Different Workload Descriptions on a Heuristic Load Balancing Scheme
IEEE Transactions on Software Engineering
On the task assignment problem: two new efficient heuristic algorithms
Journal of Parallel and Distributed Computing
Observations on Using Genetic Algorithms for Dynamic Load-Balancing
IEEE Transactions on Parallel and Distributed Systems
Parallel Processing of Adaptive Meshes with Load Balancing
IEEE Transactions on Parallel and Distributed Systems
Beowulf cluster computing with Linux
Load Balancing in Parallel Computers: Theory and Practice
Load Balancing in Parallel Computers: Theory and Practice
Dynamic Cluster Resource Allocations for Jobs with Known and Unknown Memory Demands
IEEE Transactions on Parallel and Distributed Systems
On Load Balancing for Distributed Multiagent Computing
IEEE Transactions on Parallel and Distributed Systems
Agent-Based Grid Load Balancing Using Performance-Driven Task Scheduling
IPDPS '03 Proceedings of the 17th International Symposium on Parallel and Distributed Processing
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Brain Meets Brawn: Why Grid and Agents Need Each Other
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
Resource Allocation in the Grid Using Reinforcement Learning
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Dynamic Resource Selection For Service Composition in The Grid
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
The Knowledge Engineering Review
A spatial model of interaction in large virtual environments
ECSCW'93 Proceedings of the third conference on European Conference on Computer-Supported Cooperative Work
AMBLE: An Awareness Model for Balancing the Load in collaborative grid Environments
GRID '06 Proceedings of the 7th IEEE/ACM International Conference on Grid Computing
Adaptive load balancing: a study in multi-agent learning
Journal of Artificial Intelligence Research
A collaborative awareness specification to cover load balancing delivery in CSCW grid applications
OTM'06 Proceedings of the 2006 international conference on On the Move to Meaningful Internet Systems: AWeSOMe, CAMS, COMINF, IS, KSinBIT, MIOS-CIAO, MONET - Volume Part I
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Cooperation among computational nodes to solve a common parallel application is one of the most outstanding features of grid environments. However, from the performance point of view, it is very important that this cooperation will be made in an equilibrated way, because otherwise some nodes can be overloaded whereas other nodes can be underused. This paper presents CAMBLE (Cooperative Awareness Model for Balancing the Load in grid Environments), which applies some theoretical principles of awareness models to promote an efficient, autonomous, equilibrate and cooperative task delivery in grid environments. This cooperative task management has been implemented and tested in a real and heterogeneous grid infrastructure, composed of several VO, with very successful results. This paper presents some of these outcomes while emphasizes on the overhead and efficacy of the system using this model.