On adaptive agentlets for distributed divide-and-conquer: A dynamical systems approach

Jiming Liu*, Yi Zhao

*Corresponding author for this work

Research output: Contribution to journalJournal articlepeer-review

7 Citations (Scopus)

Abstract

This paper is concerned with the dynamics of autonomous agents in performing distributed problem-solving tasks. The goal of this work is to show: 1) how certain tasks may be handled by breeds of distributed agents self-reproduced by other agents in response to their local environment and 2) how the behavioral repository of the agents may be constructed based on some well-defined dynamical systems models. The breeds of agents progressively generated in the course of distributed problem-solving are referred to as agentlets. The specific task for demonstrating this dynamical systems-based agentlet-oriented approach is the one in which the agents are required to search and mark certain feature locations in a two-dimensional (2-D) search space by way of divide-and-conquer. In so doing, individual agents may have different dynamical motion, depending on when and where they are bred. This paper will provide a detailed description of the agents of different dynamics and show how the agentlets proceed with this task by moving according to their well-defined dynamics, breeding their offspring agents in the environment, and fine-tuning their dynamical systems parameters. In addition, it is proven that in the given example task, the designed agentlets will guarantee to reach all the feature locations in the search space.

Original languageEnglish
Pages (from-to)214-227
Number of pages14
JournalIEEE Transactions on Systems, Man, and Cybernetics Part A:Systems and Humans
Volume32
Issue number2
DOIs
Publication statusPublished - Mar 2002

Scopus Subject Areas

  • Software
  • Control and Systems Engineering
  • Human-Computer Interaction
  • Computer Science Applications
  • Electrical and Electronic Engineering

User-Defined Keywords

  • Agentlets framework
  • Autonomous agents
  • Distributed problem-solving
  • Divide-and-conquer
  • Dynamical systems models
  • Search space

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