Computational Neuroscience and Multiple-Valued Logic

M. Kawato
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Abstract

Ten years have passed since the Japanese “Century of the Brain” was promoted, and its most notable objective, the unique “Creating the Brain” approach, has led us to apply a humanoid robot as a neuroscience tool. Here, I explain possible communications between computational neuroscience and multiple-valued logic. I postulate that this “Understanding the Brain by Creating the Brain” approach is the only way to fully understand neural mechanisms in a rigorous sense. Even if we could create an artificial brain, we could not investigate its functions, such as vision or motor control, if we just let it float in incubation fluid in a jar. The brain must be connected to sensors and a motor apparatus so that it can interact with its environment. A humanoid robot controlled by an artificial brain, which is implemented as software based on computational models of brain functions, seems to be the most plausible candidate for this purpose, given currently available technology. With the slogan of “Understanding the Brain by Creating the Brain”, in the mid-80s we started to use robots for brain research (Miyamoto & Kawato 1988), and about 10 different kinds of robots have been used by our group at Osaka University’s Department of Biophysical Engineering, ATR Laboratories, ERATO Kawato Dynamic Brain Project (ERATO 1996-2001), and ICORP Kawato Computational Brain Project (ICOPR 2004-2009).
计算神经科学和多值逻辑
日本的“大脑世纪”倡议已经过去了10年,其最引人注目的目标是独特的“创造大脑”方法,这使我们将人形机器人应用于神经科学工具。在这里,我解释计算神经科学和多值逻辑之间可能的交流。我认为这种“通过创造大脑来理解大脑”的方法是在严格意义上完全理解神经机制的唯一途径。即使我们能创造出一个人工大脑,如果我们只是让它漂浮在一个罐子里的孵育液中,我们也无法研究它的功能,比如视觉或运动控制。大脑必须与传感器和运动装置相连,这样它才能与周围环境相互作用。一个由人工大脑控制的类人机器人,以基于大脑功能计算模型的软件形式实现,在目前可用的技术条件下,似乎是实现这一目的最合理的候选者。在“通过创造大脑来理解大脑”的口号下,在80年代中期,我们开始使用机器人进行大脑研究(宫本和川藤1988),我们的团队在大阪大学生物物理工程系,ATR实验室,ERATO Kawato动态大脑项目(ERATO 1996-2001)和ICORP Kawato计算大脑项目(ICOPR 2004-2009)使用了大约10种不同的机器人。
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