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Fields Medical Life Sciences Information Communication Environment Nanotechnology / Materials Energy Manufacturing Technology Social Infrastructure Frontier Liberal Arts Themes Researchers JP Top Information Communication Brainmorphic Computing Hardware Brainmorphic Computing Hardware JAPANESEINQUIRY update：2021/07/12       NEXT PREV Features and Uniqueness We will develop a brainmorphic computing hardware, which realizes the brain-specific functions such as conscious/sub-conscious process, self, selective attention, and so on, by directly using inherent physics and dynamics of constituent devices. The resulting hardware would be small, efficient, high-performance. Some examples include the chaotic neural network reservoir, optimization through high-dimensional complex dynamics, and neural network composed of spin-orbit torque nano-devices. The resulting hardware is suitable for the edge AI which learns users’ personal behavior. Examples include watching service devices embedded in hearing aids or dental implants, which monitor and learn personal cardiac and brain-wave signals or saliva ingredients, to detect abnormal situations. Practical Application Edge AI devices, especially for peri-personal space), Time-series processing (prediction, recognition, and categorization), Online real-time learning. Keywords Brainmorphic Computing Neural Network Complex System Analog Integrated Circuit High-Dimensional Dynamics Researchers Research Institute of Electrical Communication Yoshihiko Horio, ProfessorPh.D Laboratory Website researchmap Laboratory Website researchmap Related Information [Papers]K. Fukuda, Y. Horio, T. Orima, K. Kiyoyama, and M. Koyanagi, "Cyclic reservoir neural network circuit for 3D IC implementation," Nonlinear Theory and Its Applications, IEICE, vol. 12, no. 3, pp. 309-322, DOI: 10.1587/nolta.12.309, July 1, 2021. (Invited Paper)A. Kurenkov, S. DuttaGupta, C. Zhang, S. Fukami, Y. Horio, and H. Ohno, "Artificial neuron and synapse realized in an antiferromagnet/ferromagnet heterostructure using dynamics of spin-orbit torque switching," Advanced Materials, 1900636, DOI: 10.1002/adma.201900636, April, 2019.Y. Horio, "A brainmorphic computing hardware paradigm through complex nonlinear dynamics," in Understanding Complex Systems, V. In, P. Longhini, and A. Palacios, eds., Springer, ISBN 978-3-030-10891-5, Chapter 5, pp. 36-43, DOI: 10.1007/987-3-030-10892-2_5, 2019. Browsing History User Who Reviewed This Content Also Reviewed Extracorporeal Shock Wave Therapy as a New, Non-Invasive Angiogenic Therapy [ SHIMOKAWA Hiroaki Professor ] Molecular Imaging from Basic Research to Clinical Application [ YANAI Kazuhiko Professor ] Advanced Educational Environment with Interactive Instruction System IMPRESSION [ Takashi Mitsuishi Associate Professor ] Research Profiles ©TOHOKU UNIVERSITY How to Use FAQ For Researchers Site Policy [jp] ©TOHOKU UNIVERSITY Fields Medical Life Sciences Information Communication Environment Nanotechnology / Materials Energy Manufacturing Technology Social Infrastructure Frontier Liberal Arts Fields Themes Researchers 日本語 ENGLISH Close