I2Bot: an open-source tool for multi-modal and embodied simulation of insect navigation.

IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Journal of The Royal Society Interface Pub Date : 2025-01-01 Epub Date: 2025-01-22 DOI:10.1098/rsif.2024.0586
Xuelong Sun, Michael Mangan, Jigen Peng, Shigang Yue
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引用次数: 0

Abstract

Achieving a comprehensive understanding of animal intelligence demands an integrative approach that acknowledges the interplay between an organism's brain, body and environment. Insects, despite their limited computational resources, demonstrate remarkable abilities in navigation. Existing computational models often fall short in faithfully replicating the morphology of real insects and their interactions with the environment, hindering validation and practical application in robotics. To address these gaps, we present I2Bot, a novel simulation tool based on the morphological characteristics of real insects. This tool empowers robotic models with dynamic sensory capabilities, realistic modelling of insect morphology, physical dynamics and sensory capacity. By integrating gait controllers and computational models into I2Bot, we have implemented classical embodied navigation behaviours and revealed some fundamental navigation principles. By open-sourcing I2Bot, we aim to accelerate the understanding of insect intelligence and foster advances in the development of autonomous robotic systems.

I2Bot:一个开源工具,用于昆虫导航的多模式和具体化仿真。
要全面了解动物的智力,需要一种综合的方法,承认生物体的大脑、身体和环境之间的相互作用。尽管昆虫的计算资源有限,但它们在导航方面表现出了非凡的能力。现有的计算模型往往不能忠实地复制真实昆虫的形态及其与环境的相互作用,阻碍了验证和在机器人中的实际应用。为了解决这些空白,我们提出了I2Bot,一个基于真实昆虫形态特征的新型模拟工具。该工具使机器人模型具有动态感官能力,昆虫形态,物理动力学和感官能力的现实建模。通过将步态控制器和计算模型集成到I2Bot中,我们实现了经典的具身导航行为,揭示了一些基本的导航原理。通过开源I2Bot,我们的目标是加速对昆虫智能的理解,并促进自主机器人系统的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of The Royal Society Interface
Journal of The Royal Society Interface 综合性期刊-综合性期刊
CiteScore
7.10
自引率
2.60%
发文量
234
审稿时长
2.5 months
期刊介绍: J. R. Soc. Interface welcomes articles of high quality research at the interface of the physical and life sciences. It provides a high-quality forum to publish rapidly and interact across this boundary in two main ways: J. R. Soc. Interface publishes research applying chemistry, engineering, materials science, mathematics and physics to the biological and medical sciences; it also highlights discoveries in the life sciences of relevance to the physical sciences. Both sides of the interface are considered equally and it is one of the only journals to cover this exciting new territory. J. R. Soc. Interface welcomes contributions on a diverse range of topics, including but not limited to; biocomplexity, bioengineering, bioinformatics, biomaterials, biomechanics, bionanoscience, biophysics, chemical biology, computer science (as applied to the life sciences), medical physics, synthetic biology, systems biology, theoretical biology and tissue engineering.
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