“Pitfalls” of Bio-Inspired Models on the Example of Ant Trails

IF 0.6 4区 计算机科学 Q4 AUTOMATION & CONTROL SYSTEMS Automation and Remote Control Pub Date : 2024-11-05 DOI:10.1134/S0005117924700073
I. P. Karpova, V. E. Karpov
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Abstract

This paper explores the problem of influencing the environment by a group of autonomous robots through the creation and use of road infrastructure. The model object is ant roads (trails). We identify the main aspects of the behavior of different ant species in the process of collective foraging, and actions that together lead to the appearance of a phenomenon that the observer perceives as an ant road. We develop and describe an animat behavior model in the process of arranging a route. We define a list of mechanisms, a set of sensory capabilities, and effectors that are necessary for the robot to implement options for arranging the route. The results of simulation modeling for solving the foraging problem with route clearing are consistent with theoretical models. The simulation results confirm our assumption that the route arrangement can be carried out by individual efforts of animats (robots) and without the need to organize joint actions.

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以蚂蚁足迹为例说明生物启发模型的 "陷阱"
本文探讨了一群自主机器人通过创建和使用道路基础设施来影响环境的问题。模型对象是蚂蚁道路(小径)。我们确定了不同蚂蚁物种在集体觅食过程中行为的主要方面,以及共同导致观察者认为是蚂蚁道路的现象出现的行为。我们开发并描述了一个蚂蚁在安排路线过程中的行为模型。我们定义了一系列机制、一组感知能力和效应器,这些都是机器人执行安排路线选项所必需的。解决觅食问题和路线清理问题的仿真建模结果与理论模型一致。仿真结果证实了我们的假设,即路线安排可由动画(机器人)单独完成,无需组织联合行动。
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来源期刊
Automation and Remote Control
Automation and Remote Control 工程技术-仪器仪表
CiteScore
1.70
自引率
28.60%
发文量
90
审稿时长
3-8 weeks
期刊介绍: Automation and Remote Control is one of the first journals on control theory. The scope of the journal is control theory problems and applications. The journal publishes reviews, original articles, and short communications (deterministic, stochastic, adaptive, and robust formulations) and its applications (computer control, components and instruments, process control, social and economy control, etc.).
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