根据整合场景模拟自主代理的集体行为

Andrii Yarmilko, Vladyslav Nikitiuk
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引用次数: 0

摘要

目的。在仿生原型建模环境中,通过仿真建模对多智能体系统在执行整合任务过程中的群体行为进行研究。该研究被认为是建立群体机器人应用系统的初步步骤。方法。我们已经应用图论,数学微分计算,仿真建模。结果。我们根据领导者迫害的情况,建立了多智能体系统中智能体整合问题的数学模型。在软件上实现了实时研究多智能体系统行为的环境。对不同系统参数和实验条件下的多智能体系统进行了仿真。确定了建模环境的改进方向,使仿真更接近应用多智能体系统的实际功能条件。创意。我们已经开发了一个原创的研究软件环境,用于实时群体机器人任务。提出了适合模型实验研究人员快速分析的多智能体系统和个体智能体状态监测的形式和方法。我们已经通过实验证明了该方法在高动态参数的多组分系统固结建模过程中的有效性。实用价值。我们已经测试了多智能体系统的行为仿生模型在解决智能体向领导者收敛的情况下的整合问题的有效性。Сonclusions。在应用智能系统的群体机器人生命周期的所有阶段,特别是在确定代理组中链接的最佳结构和评估其行为在功能空间中的充分性期间,可以实际使用收到的结果。研究环境的进一步发展是扩展功能可能性,以描述场景,代理的属性,组中的通信系统,整合类型。参考文献17,表0,图5。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
SIMULATION OF AUTONOMOUS AGENTS COLLECTIVE BEHAVIOR ACCORDING TO THE CONSOLIDATION SCENARIO
Purpose. To perform research on group behavior in a multi-agent system during performing a consolidation task by simulation modeling in the created by the bionic prototype modeling environment. The research was considered as a preliminary step towards the creation of applied systems of group robotics. Methodology. We have applied graph theory, mathematical differential calculation, simulation modeling. Results. We have developed a mathematical model of the problem of consolidation of agents in a multi-agent system according to the scenario of leader persecution. The software implementation of the environment for studying the behavior of multi-agent systems in real time has been performed. Simulation of a multi-agent system with variation of system parameters and experimental conditions was performed. The directions of improvement of the modeling environment in order to bring the simulation closer to the real conditions of functioning of applied multi - agent systems are determined. Originality. We have developed an original research software environment for real-time swarm robotic tasks. Forms and means of monitoring the state of the multi-agent system and individual agents, suitable for rapid analysis by the researcher of the model experiment, are proposed. We have experimentally established the effectiveness of the proposed approach in the process of modeling the consolidation of a multicomponent system with high dynamic parameters. Practical value. We have tested the effectiveness of the bionic model of behavior of a multi-agent system in solving the problem of consolidation in the scenario of convergence of agents to the leader. Сonclusions. Practical usage of received results is possible at all stages of the life cycle of the swarm robotic applying intellectual systems, in particular, during identifying the optimal structure of links in the group of agents and the assessment of the adequacy of their behavior in the functional space. A further development of the research environment is in expanding functional possibilities to describe the scenes, the properties of the agents, the communication systems in the group, the types of consolidation. References 17, tables 0, figures 5.
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