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We introduce a simulation environment to facilitate research into emergent collective behaviour, with a focus on replicating the dynamics of ant colonies. By leveraging real-world data, the environment simulates a target ant trail that a…

多智能体系统 · 计算机科学 2024-10-22 Michael Crosscombe , Ilya Horiguchi , Norihiro Maruyama , Shigeto Dobata , Takashi Ikegami

An ant colony optimization approach for partitioning a set of objects is proposed. In order to minimize the intra-variance, or within sum-of-squares, of the partitioned classes, we construct ant-like solutions by a constructive approach…

机器学习 · 统计学 2019-12-04 Jeffry Chavarria-Molina , Juan Jose Fallas-Monge , Javier Trejos-Zelaya

Motion and interaction of social insects (such as ants) have been studied by many researchers to understand the clustering mechanism. Most studies in the field of ant behavior have only focused on indoor environments, while outdoor…

计算机视觉与模式识别 · 计算机科学 2022-04-12 Meihong Wu , Xiaoyan Cao , Xiaoyu Cao , Shihui Guo

Social insects such as ants communicate via pheromones which allows them to coordinate their activity and solve complex tasks as a swarm, e.g. foraging for food. This behavior was shaped through evolutionary processes. In computational…

神经与进化计算 · 计算机科学 2023-09-11 Cristian Jimenez Romero , Alper Yegenoglu , Aarón Pérez Martín , Sandra Diaz-Pier , Abigail Morrison

Collective animal behaviors are paradigmatic examples of fully decentralized operations involving complex collective computations such as collective turns in flocks of birds or collective harvesting by ants. These systems offer a unique…

机器人学 · 计算机科学 2022-09-28 Jabez Leong Kit , David Mateo , Roland Bouffanais

With the increasing demand and complexity of networks, factors such as balancing the load, improving the performance, reducing delay and finding optimal path between nodes in a computer network have become crucial. The traditional routing…

网络与互联网体系结构 · 计算机科学 2016-10-17 Chandana M , Sanjeev Thakur

We explore self-organizing strategies for role assignment in a foraging task carried out by a colony of artificial agents. Our strategies are inspired by various mechanisms of division of labor (polyethism) observed in eusocial insects like…

人工智能 · 计算机科学 2011-09-06 Chris Marriott , Carlos Gershenson

Ants are social insects. When the existing nest of an ant colony becomes uninhabitable, the hunt for a new suitable location for migration of the colony begins. Normally, multiple sites may be available as the potential new nest site.…

适应与自组织系统 · 物理学 2021-05-04 Smriti Pradhan , Swayamshree Patra , Debashish Chowdhury

Past experiences under the designation of "Swarm Paintings" conducted in 2001, not only confirmed the possibility of realizing an artificial art (thus non-human), as introduced into the process the questioning of creative migration,…

多媒体 · 计算机科学 2007-05-23 Vitorino Ramos

The observation and modeling of natural Complex Systems (CSs) like the human nervous system, the evolution or the weather, allows the definition of special abilities and models reusable to solve other problems. For instance, Genetic…

神经与进化计算 · 计算机科学 2008-12-18 Frédéric Guinand , Yoann Pigné

In this study, we synthesize a novel dynamical approach for ant colonies enabling them to migrate to new nest sites in a self-organizing fashion. In other words, we realize ant colony migration as a self-organizing phenotype-level…

机器人学 · 计算机科学 2022-10-11 Matin Macktoobian

We study the problem of distributed task allocation inspired by the behavior of social insects, which perform task allocation in a setting of limited capabilities and noisy environment feedback. We assume that each task has a demand that…

多智能体系统 · 计算机科学 2018-05-15 Anna Dornhaus , Nancy Lynch , Frederik Mallmann-Trenn , Dominik Pajak , Tsvetomira Radeva

Biologically inspired computing techniques are very effective and useful in many areas of research including data clustering. Ant clustering algorithm is a nature-inspired clustering technique which is extensively studied for over two…

神经与进化计算 · 计算机科学 2021-07-16 Md Ali Azam , Abir Hossen , Md Hafizur Rahman

We address the challenge of coordinating multiple robots in narrow and confined environments, where congestion and interference often hinder collective task performance. Drawing inspiration from insect colonies, which achieve robust…

机器学习 · 计算机科学 2026-03-17 Kehinde O. Aina , Sehoon Ha

Biological swarms, such as ant colonies, achieve collective goals through decentralized and stochastic individual behaviors. Similarly, physical systems composed of gases, liquids, and solids exhibit random particle motion governed by…

机器人学 · 计算机科学 2025-11-11 Lianhao Yin , Haiping Yu , Pascal Spino , Daniela Rus

Most of the grand challenges of humanity today involve complex agent-based systems, such as epidemiology, economics or ecology. However, remains as a pending task the challenge of identifying the general principles underlying their…

综合金融 · 定量金融 2020-10-19 Martin Jaraiz

Detecting communities from complex networks has recently triggered great interest. Aiming at this problem, a new ant colony optimization strategy building on the Markov random walks theory, which is named as MACO, is proposed in this paper.…

社会与信息网络 · 计算机科学 2013-03-26 Di Jin , Dayou Liu , Bo Yang , Jie Liu , Dongxiao He

Efficient navigation in swarms often relies on the emergence of decentralized approaches that minimize traversal time or energy. Stigmergy, where agents modify a shared environment that then modifies their behavior, is a classic mechanism…

神经元与认知 · 定量生物学 2026-01-08 Vishaal Krishnan , L. Mahadevan

The Agentic Service Ecosystem consists of heterogeneous autonomous agents (e.g., intelligent machines, humans, and human-machine hybrid systems) that interact through resource exchange and service co-creation. These agents, with distinct…

多智能体系统 · 计算机科学 2025-08-12 Xuwen Zhang , Xiao Xue , Xia Xie , Qun Ma , Xiangning Yu , Deyu Zhou , Yifan Wang , Ming Zhang

Social insects in nature such as ants, termites and bees construct their colonies collaboratively in a very efficient process. In these swarms, each insect contributes to the construction task individually showing redundant and parallel…

机器人学 · 计算机科学 2021-06-21 Teshan Liyanage , Subha Fernando