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From network-to-antibody robustness in a bio-inspired immune system

机译:从生物启发的免疫系统中的网络到抗体的坚固性

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摘要

Behavioural robustness at antibody and immune network level is discussed. The robustness of the immune response that drives an autonomous mobile robot is examined with two computational experiments in the autonomous mobile robots trajectory generation context in unknown environments. The immune response is met based on the immune network metaphor for different low-level behaviours coordination. These behaviours are activated when a robot sense the appropriate conditions in the environment in relation to the network current state. Results are obtained over a case study in computer simulation as well as in laboratory experiments with a Khepera II microrobot. In this work, we develop a set of tests where such an immune response is externally perturbed at network or low-level behavioural modules to analyse the robust capacity of the system to unexpected perturbations. Emergence of robust behaviour and high-level immune response relates to the coupling between behavioural modules that are selectively engaged with the environment based on immune response. Experimental evidence leads discussions on a dynamical systems perspective of behavioural robustness in artificial immune systems that goes beyond the isolated immune network response.
机译:讨论了抗体和免疫网络水平的行为鲁棒性。在未知环境中,在自主移动机器人轨迹生成上下文中,通过两个计算实验检查了驱动自主移动机器人的免疫应答的鲁棒性。基于免疫网络隐喻满足不同的低级行为协调的免疫反应。当机器人检测到环境中与网络当前状态相关的适当条件时,将激活这些行为。通过计算机仿真以及使用Khepera II微型机器人进行的实验室实验中的案例研究获得了结果。在这项工作中,我们开发了一组测试,其中在网络或低级行为模块上从外部对这种免疫应答进行了干扰,以分析系统对意外干扰的强大功能。健壮行为和高水平免疫反应的出现与基于免疫反应与环境选择性参与的行为模块之间的耦合有关。实验证据引领了对人工免疫系统行为稳健性的动力学系统观点的讨论,该观点超越了孤立的免疫网络反应。

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