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基于具身智能的仿生策略搜索移动目标

An Embodied Intelligence-Based Biologically Inspired Strategy for Searching a Moving Target.

机构信息

Monash University Malaysia, School of Engineering.

Monash University Malaysia, School of Engineering, Advanced Engineering Platform.

出版信息

Artif Life. 2022 Aug 4;28(3):348-368. doi: 10.1162/artl_a_00375.

Abstract

Bacterial chemotaxis in unicellular Escherichia coli, the simplest biological creature, enables it to perform effective searching behaviour even with a single sensor, achieved via a sequence of "tumbling" and "swimming" behaviours guided by gradient information. Recent studies show that suitable random walk strategies may guide the behaviour in the absence of gradient information. This article presents a novel and minimalistic biologically inspired search strategy inspired by bacterial chemotaxis and embodied intelligence concept: a concept stating that intelligent behaviour is a result of the interaction among the "brain," body morphology including the sensory sensitivity tuned by the morphology, and the environment. Specifically, we present bacterial chemotaxis inspired searching behaviour with and without gradient information based on biological fluctuation framework: a mathematical framework that explains how biological creatures utilize noises in their behaviour. Via extensive simulation of a single sensor mobile robot that searches for a moving target, we will demonstrate how the effectiveness of the search depends on the sensory sensitivity and the inherent random walk strategies produced by the brain of the robot, comprising Ballistic, Levy, Brownian, and Stationary search. The result demonstrates the importance of embodied intelligence even in a behaviour inspired by the simplest creature.

摘要

单细胞大肠杆菌中的细菌趋化性使它即使只有一个传感器也能进行有效的搜索行为,这是通过梯度信息引导的一系列“翻滚”和“游动”行为实现的。最近的研究表明,在没有梯度信息的情况下,合适的随机游走策略可能会引导这种行为。本文提出了一种新颖的、极简主义的、受细菌趋化性和具身智能概念启发的搜索策略:一种观点认为,智能行为是大脑、包括由形态调整的感官灵敏度在内的身体形态,以及环境相互作用的结果。具体来说,我们在有和没有梯度信息的情况下提出了基于生物波动框架的细菌趋化性搜索行为:这是一个数学框架,解释了生物如何在其行为中利用噪声。通过对一个搜索移动目标的单传感器移动机器人的广泛模拟,我们将展示搜索的有效性如何取决于机器人大脑产生的感官灵敏度和固有随机游走策略,包括弹道、莱维、布朗和静止搜索。结果表明,即使是受最简单生物启发的行为,具身智能也很重要。

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