Observations on Using Genetic Algorithms for Dynamic Load-Balancing
IEEE Transactions on Parallel and Distributed Systems
Self-Organizing Agents for Grid Load Balancing
GRID '04 Proceedings of the 5th IEEE/ACM International Workshop on Grid Computing
Agent-Based Load Balancing on Homogeneous Minigrids: Macroscopic Modeling and Characterization
IEEE Transactions on Parallel and Distributed Systems
Messor: load-balancing through a swarm of autonomous agents
AP2PC'02 Proceedings of the 1st international conference on Agents and peer-to-peer computing
A modular middleware for high-level dynamic network management
MAI '07 Proceedings of the 1st workshop on Middleware-application interaction: in conjunction with Euro-Sys 2007
ozmos: bio-inspired load balancing in a chord-based P2P grid
Proceedings of the 3rd workshop on Biologically inspired algorithms for distributed systems
Swarm Intelligence Approaches for Grid Load Balancing
Journal of Grid Computing
MLBLM: a multi-level load balancing mechanism in agent-based grid
ICDCN'06 Proceedings of the 8th international conference on Distributed Computing and Networking
The grid, the load and the gradient
Natural Computing: an international journal
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A computational grid is a widespread computing environment that provides huge computational power for large-scale distributed applications. One of the most important issues in such an environment is resource management for which agent-based approaches are appropriate. Load balancing as a part of resource management, has a considerable effect on performance. Ant colony is a metaheuristic that can be instrumental for grid load balancing. This paper presents an echo system of intelligent, autonomous and cooperative ants. The ants in this environment can procreate and also may commit suicide depending on existing conditions. A new concept called Ant level load balancing is presented for improving the performance of the mechanism. A performance evaluation model is derived. Theoretical analyses and simulation results indicate that this new mechanism surpasses its predecessor.