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Towards the development of robot immune system: A combined approach involving innate immune cells and T-lymphocytes

机译:朝着机器人免疫系统的发展:一种涉及先天免疫细胞和T淋巴细胞的组合方法

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摘要

Mobile robots in uncertain and unstructuredenvironments frequently encounter faults. Therefore, an effective fault detection and recovery mechanism is required. One can possibly investigate natural systems to seek inspiration to develop systems that can handle such faults. Authors, in this pursuit, have explored the possibility of designing an artificial immune system, called Robot Immune System (RIS), to maintain a robot's internal health equilibrium. This contrasts with existing approaches in which specific robotic tasks are performed instead of developing a self-healing robot. In this respect, a fault detection and recovery methodology based on innate and adaptive immune functions has been successfully designed and developed. The immuno-inspired methodology is applied to a simulated robot using Robot Operating System and Virtual Robot Experimentation Platform. Through extensive simulations in increasingly difficult scenarios, the RIS has proven successful in autonomously detecting the abnormal behaviors, performing the recovery actions, and maintaining the homeostasis in the robot. In addition to being multi-tiered, the developed RIS is also a non-deterministic and population-based system.
机译:在不确定和非结构化环境中的移动机器人经常遇到故障。因此,需要有效的故障检测和恢复机制。人们可以调查自然系统,以寻求启发可以处理这些故障的系统的灵感。在这种追求中,作者探讨了设计人工免疫系统的可能性,称为机器人免疫系统(RIS),以维持机器人的内部健康均衡。这与现有方法形成对比,其中执行特定机器人任务,而不是开发自我修复机器人。在这方面,成功和开发了基于先天和自适应免疫功能的故障检测和恢复方法。免疫启发方法应用于使用机器人操作系统和虚拟机器人实验平台的模拟机器人。通过广泛的模拟在越来越艰难的情景中,RIS已被证明是自主检测异常行为,执行恢复动作,并在机器人中维护稳态的成功。除了多层之外,开发的RIS也是一个非确定性和基于人口的系统。

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