Information/AI
Natsue Yoshimura
Associate Professor
Biological Signal ProcessingHuman Interface
Expectations for WRHI
To promote collaborative researches with top-level researchers form outside of Japan.
Research Projects
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Development of a self care support system based on electroencephalography
The project aims to support individual self-care of mental and physical health using a brain-machine interface based on electroencephalography. Brain activity signals are expected to reveal mental fluctuation and motion adjustment ability so that individuals can monitor mental and physical conditions and find covert risks before they becomes serious symptoms. The proposed system will provide health indices through self-monitoring on daily basis.
electroencephalogramヘルスケアBMI
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Visualization and Skill Tradition for knowledge of dexterity
In this research, we aim to develop equipment and structure that can be passed on to people by visualization.Especially on issues that require the control of the force, to measure and analyze the work of Takumi such as "intuition" or "remember in the body", to understand the problem to the extent possible program.
Implementation period: December 2018~March 2021
Related researchers: Natsue Yoshimura, Hiroyuki Kambara, Atsushi TakagiSkillstraditionmusculoskeletal modelelectroencephalogram
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Development of a new brain machine interface based on brain prediction function
In this research, under the hypothesis that a motion command is generated so as to correct the error between the future state prediction by the movement and the target state, under the hypothesis that this error information is extracted from the brain activity, it seems like to manipulate his / her body We aim to create a brain machine interface that manipulates robots.
Implementation period: April 2018~March 2019
Related researchers: Yasuhiro Wada, Hidekazu Yoshida, Ganesh Gowrishankar, Hideyuki Ando, Natsue YoshimuraPrediction errorEEGHuman interface
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Development of robot control technology recognizing comfort and integration with people
IWe aim to develop control technology of robot which can be recognized and operated as a part of the body without being conscious of the machine by being integrated with the person.
Implementation period: April 2018~March 2021
Related researchers: Natsue Yoshimura, Hiroyuki Kambara, Atsushi Takagi
EEGmusculoskeletal modelhuman interface
2012 - 2013 | Assistant Professor, Gender Equality Promotion Section, Tokyo Institute of Technology |
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2014 - 2015 | Associate Professor, P&I Labs, Tokyo Institute of Technology |
2016 | Associate Professor, IIR, Tokyo Institute of Technology |
2015.3 | Japanese Neural Network Society the Research Award of Excellence |
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2015.11 | Japanese Neural Network Society the Research Award of Excellence |
2021.1 | Best Paper Awards, International Conference on Brain-Computer Interfaces and Assistive Technologies |
2021 | Laura Alejandra Martínez-Tejada, Alex Puertas-González, Natsue Yoshimura, Yasuharu Koike. Exploring EEG Characteristics to Identify Emotional Reactions under Videogame Scenarios, Brain Sciences, MDPI, Vol. 11, Issue 3, Mar. 2021. |
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2021 | Maruyama Y, Yoshimura N, Rana A, Malekshahi A, Tonin A, Jaramillo-Gonzalez A, Birbaumer N, Chaudhary U. Electroencephalography of completely locked-in state patients with amyotrophic lateral sclerosis, Neuroscience Research, Vol. 162, pp. 45-51, Jan. 2021. |
2021 | Supat Saetia, Natsue Yoshimura, Yasuharu Koike. Constructing brain connectivity model using causal network reconstruction approach, Frontiers in Neuroinformatics, Jan. 2021. |
2021 | Wataru Akashi, Hiroyuki Kambara, Yousuke Ogata, Yasuharu Koike, Ludovico Minati, Natsue Yoshimura. Vowel Sound Synthesis from Electroencephalography during Listening and Recalling, Advanced Intelligent Systems, pp. 1-9, Jan. 2021. |
2020 | Shunki Kitsunai, Woorim Cho, Chihiro Sano, Supat Saetia, Zixuan Qin, Yasuharu Koike, Mattia Frasca, Natsue Yoshimura, Ludovico Minati. Generation of diverse insect-like gait patterns using networks of coupled Rössler systems, Chaos: An Interdisciplinary Journal of Nonlinear Science, Vol. 30, pp. 1-13, Dec. 2020. |
2020 | Natsue Yoshimura, Hayato Tsuda, Domenico Aquino, Atsushi Takagi, Yousuke Ogata, Yasuharu Koike, Ludovico Minati. Age-Related Decline of Sensorimotor Integration Influences Resting-State Functional Brain Connectivity, Brain Sciences, Vol. 10, pp. 1-14, Dec. 2020. |
2020 | Yeongdae Kim, Sorawit Stapornchaisit, Makoto Miyakoshi, Natsue Yoshimura, Yasuharu Koike. The effect of ICA and non-negative matrix factorization analysis for EMG signals recorded from multi-channel EMG sensors, Frontiers in Neuroscience, Vol. 14, No. 600804, pp. 1-10, Dec. 2020. |
2020 | Yasuhisa Maruyama, Yousuke Ogata, Laura Alejandra Martinez Tejada, Yasuharu Koike, Natsue Yoshimura. Independent Components of EEG Activity Correlating with Emotional State, Brain Sciences, vol. 669, Oct. 2020. |
2020 | Atsushi Takagi, Ryoga Furuta, Supat Saetia, Yasuharu Koike, Natsue Yoshimura, Minati Ludovico. Behavioral and physiological correlates of kinetically tracking a chaotic target, PLOS ONE, pp. 1-19, Sept. 2020. |
2020 | Paweł Oświęcimka, Stanisław Drożdż, Mattia Frasca, Robert Gębarowski, Natsue Yoshimura, Luciano Zunino, Ludovico Minati. Wavelet-based discrimination of isolated singularities masquerading as multifractals in detrended fluctuation analyses, Nonlinear Dynamics, Vol. 100, pp. 1689-1704, Apr. 2020. |
2020 | Piovanelli E, Piovesan D, Shirafuji S, Su B, Yoshimura N, Ogata Y, Ota J. Towards a simplified estimation of muscle activation pattern from MRI and EMG using electrical network and graph theory, Sensors, Vol. 20, No. 724, pp. 1-20, Jan. 2020. |
2017 | Minati L., Yoshimura N., and Koike Y., Hybrid control of a vision-guided robot arm by EOG, EMG, EEG biosignals and head movement acquired via a consumer-grade wearable device, IEEE Access, DOI: 10.1109/ACCESS.2017.2647851, Vol. 4, pp. 9528-9541. |
2016 | Yoshimura N., Nishimoto A., Belkacem A. N., Shin D., Kambara H., Hanakawa T., and Koike Y., Decoding of covert vowel articulation using electroencephalography cortical currents, Frontiers in Neuroscience, 10(175), pp. 1-15. |
2014 | Yoshimura N., Jimura K., DaSalla C. S., Shin D., Kambara H., Hanakawa T., and Koike Y., Dissociable neural representation of wrist motor coordinate frames in human motor cortices, Neuroimage, 97, pp. 53-61. |
2012 | Yoshimura N., DaSalla C. S., Hanakawa T., Sato M., and Koike Y., Reconstruction of flexor and extensor muscle activities from electroencephalography cortical currents, Neuroimage, 59, pp. 1324-1337 (2012). |