The term ``neuromorphic'' refers to systems that are closely resembling the architecture and/or the dynamics of biological neural networks. Typical examples are novel computer chips designed to mimic the architecture of a biological brain, or sensors that get inspiration from, e.g., the visual or olfactory systems in insects and mammals to acquire information about the environment. This approach is not without ambition as it promises to enable engineered devices able to reproduce the level of performance observed in biological organisms -- the main immediate advantage being the efficient use of scarce resources, which translates into low power requirements. The emphasis on low power and energy efficiency of neuromorphic devices is a perfect match for space applications. Spacecraft -- especially miniaturized ones -- have strict energy constraints as they need to operate in an environment which is scarce with resources and extremely hostile. In this work we present an overview of early attempts made to study a neuromorphic approach in a space context at the European Space Agency's (ESA) Advanced Concepts Team (ACT).
翻译:“神经变形”一词指与生物神经网络的结构和/或动态密切相关的系统。典型的例子有:新颖的计算机芯片,旨在模仿生物大脑的结构,或从昆虫和哺乳动物的视觉或嗅觉系统得到灵感的传感器,以获得有关环境的信息。这个方法并非没有雄心,因为它有望使工程装置能够复制生物生物生物生物生物生物中观察到的性能水平 -- -- 主要的直接好处是有效利用稀有的资源,这可转化为低功率要求。强调神经变形装置的低功率和能源效率是空间应用的完美匹配。航天器 -- -- 特别是微型化的传感器 -- -- 具有严格的能源限制,因为它们需要在资源稀少和极为敌对的环境中运作。在这项工作中,我们概要介绍了欧洲航天局(欧空局)高级概念小组(ACT)在空间背景下研究神经形态方法的早期尝试。