Daiju Nakano  Daiju Nakano photo         

contact information

Manager of Research
IBM Research - Tokyo, Shin-Kawasaki, Japan
  

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2020

Time delay reservoir computing with VCSEL
Jean Benoit Heroux, Gouhei Tanaka, Toshiyuki Yamane, Naoki Kanazawa, Ryosho Nakane, Hidetoshi Numata, Seiji Takeda, Akira Hirose, Daiju Nakano
AI and Optical Data Sciences11299, 2020
Abstract   reservoir computing, neuromorphic engineering, optical interconnect, artificial neural network, deterministic system, data transmission, photonics, electronic engineering, vertical cavity surface emitting laser, computer science

Spatially Arranged Sparse Recurrent Neural Networks for Energy Efficient Associative Memory
Gouhei Tanaka, Ryosho Nakane, Tomoya Takeuchi, Toshiyuki Yamane, Daiju Nakano, Yasunao Katayama, Akira Hirose
IEEE Transactions on Neural Networks 31(1), 24-38, 2020
Abstract   recurrent neural network, artificial neural network, content addressable memory, optimization problem, iterative learning control, modular design, efficient energy use, information processing, distributed computing, computer science

Molecular Inverse-Design Platform for Material Industries
Seiji Takeda, Toshiyuki Hama, Hsiang-Han Hsu, Victoria A. Piunova, Dmitry Zubarev, Daniel P. Sanders, Jed W. Pitera, Makoto Kogoh, Takumi Hongo, Yenwei Cheng, Wolf Bocanett, Hideaki Nakashika, Akihiro Fujita, Yuta Tsuchiya, Katsuhiko Hino, Kentaro Yano, Shuichi Hirose, Hiroki Toda, Yasumitsu Orii, Daiju Nakano
Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 2961-2969, 2020
probability and statistics, inverse, mathematical optimization, computer science


2019

Recent advances in physical reservoir computing: A review
Gouhei Tanaka, Toshiyuki Yamane, Jean Benoit Heroux, Ryosho Nakane, Naoki Kanazawa, Seiji Takeda, Hidetoshi Numata, Daiju Nakano, Akira Hirose
Neural Networks115, 100--123, 2019


2018

Physical Reservoir Computing by optical delay feedback systems
Toshiyuki Yamane, Seiji Takeda, Daiju Nakano
The Japan Society of Applied Physics, 2018
reservoir computing, electronic engineering, materials science

Proposal of Carrier-Wave Reservoir Computing
Akira Hirose, Gouhei Tanaka, Seiji Takeda, Toshiyuki Yamane, Hidetoshi Numata, Naoki Kanazawa, Jean Benoit Heroux, Daiju Nakano, Ryosho Nakane
International Conference on Neural Information Processing, pp. 616-624, 2018
Abstract   spin wave, reservoir computing, pattern recognition, multiplexing, electronic engineering, computer science, carrier signal, baseband, artificial intelligence

Dimensionality Reduction by Reservoir Computing and Its Application to IoT Edge Computing
Toshiyuki Yamane, Hidetoshi Numata, Jean Benoit Heroux, Naoki Kanazawa, Seiji Takeda, Gouhei Tanaka, Ryosho Nakane, Akira Hirose, Daiju Nakano
International Conference on Neural Information Processing, pp. 635-643, 2018
Abstract   time series, reservoir computing, random projection, machine learning, internet of things, edge computing, echo state network, dimensionality reduction, computer science, computational science, artificial intelligence

Optoelectronic Reservoir Computing with VCSEL
J. B. Heroux, H. Numata, N. Kanazawa, D. Nakano
2018 International Joint Conference on Neural Networks (IJCNN), pp. 1--6

Delayed Feedback Reservoir Computing with VCSEL
Jean Benoit Heroux, Naoki Kanazawa, Daiju Nakano
Neural Information Processing, pp. 594--602, Springer International Publishing, 2018


2017

Simulation Study of Physical Reservoir Computing by Nonlinear Deterministic Time Series Analysis
Toshiyuki Yamane, Seiji Takeda, Daiju Nakano, Gouhei Tanaka, Ryosho Nakane, Akira Hirose, Shigeru Nakagawa
International Conference on Neural Information Processing, pp. 639-647, 2017
Abstract   reservoir computing, takens theorem, nonlinear system, k nearest neighbors algorithm, time series, applied mathematics, theoretical computer science, computer science

Complex-Valued Neural Networks for Wave-Based Realization of Reservoir Computing
Akira Hirose, Seiji Takeda, Toshiyuki Yamane, Daiju Nakano, Shigeru Nakagawa, Ryosho Nakane, Gouhei Tanaka
International Conference on Neural Information Processing, pp. 449-456, 2017
Abstract   reservoir computing, artificial neural network, artificial intelligence, computer science, complex valued

Waveform Classification by Memristive Reservoir Computing
Gouhei Tanaka, Ryosho Nakane, Toshiyuki Yamane, Seiji Takeda, Daiju Nakano, Shigeru Nakagawa, Akira Hirose
International Conference on Neural Information Processing, pp. 457-465, 2017
Abstract   reservoir computing, recurrent neural network, waveform, memristor, nonlinear system, electronic engineering, efficient energy use, computer science, sequential data, simulation methods

Polymer Waveguide-Based Reservoir Computing
Jean Benoit Heroux, Hidetoshi Numata, Daiju Nakano
Neural Information Processing, pp. 840--848, Springer International Publishing, 2017


2016

Exploiting Heterogeneous Units for Reservoir Computing with Simple Architecture
Gouhei Tanaka, Ryosho Nakane, Toshiyuki Yamane, Daiju Nakano, Seiji Takeda, Shigeru Nakagawa, Akira Hirose
International Conference on Neural Information Processing, pp. 187-194, 2016
Abstract   reservoir computing, space based architecture, distributed computing, efficient energy use, computer science, architecture, nano, mean squared prediction error, micro devices, sequential data

Dynamics of Reservoir Computing at the Edge of Stability
Toshiyuki Yamane, Seiji Takeda, Daiju Nakano, Gouhei Tanaka, Ryosho Nakane, Shigeru Nakagawa, Akira Hirose
International Conference on Neural Information Processing, pp. 205-212, 2016
Abstract   reservoir computing, center manifold, manifold, echo state network, attractor, physical system, bifurcation, topology, computer science

Photonic Reservoir Computing Based on Laser Dynamics with External Feedback
Seiji Takeda, Daiju Nakano, Toshiyuki Yamane, Gouhei Tanaka, Ryosho Nakane, Akira Hirose, Shigeru Nakagawa
International Conference on Neural Information Processing, pp. 222-230, 2016
Abstract   reservoir computing, optical field, photonics, silicon photonics, laser, waveform, nonlinear system, artificial neural network, electronic engineering, control theory, computer science

Wave-Based Neuromorphic Computing Framework for Brain-Like Energy Efficiency and Integration
Yasunao Katayama, Toshiyuki Yamane, Daiju Nakano, Ryosho Nakane, Gouhei Tanaka
IEEE Transactions on Nanotechnology 15(5), 762-769, 2016
Abstract   neuromorphic engineering, logic gate, memory model, cmos, electronic engineering, efficient energy use, computation, upper and lower bounds, scaling, computer science


2015

Single-channel full-duplex mmWave link using phased-array for Ethernet
Yasuteru Kohda, Kohji Takano, Daiju Nakano, Nobuyuki Ohba, Toshiyuki Yamane, Yasunako Katayama
2015 12th Annual IEEE Consumer Communications and Networking Conference (CCNC), pp. 400-405
Abstract   wi fi array, transceiver, ethernet, wireless network, duplex, single antenna interference cancellation, wireless, fixed wireless, electronic engineering, computer network, computer science

Wave-based device scaling concept for brain-like energy efficiency and integration
Y. Katayama, T. Yamane, D. Nakano, R. Nakane, G. Tanaka
Proceedings of the 2015 IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH15), pp. 23-24
Abstract   neuromorphic engineering, scaling, very large scale integration, group velocity, efficient energy use, electronic engineering, electrical engineering, interference, integrated circuit design, nanoelectronics, engineering

Regularity and randomness in modular network structures for neural associative memories
Gouhei Tanaka, Toshiyuki Yamane, Daiju Nakano, Ryosho Nakane, Yasunao Katayama
2015 International Joint Conference on Neural Networks (IJCNN), pp. 1-7
Abstract   bidirectional associative memory, content addressable memory, time delay neural network, nervous system network models, physical neural network, artificial neural network, randomness, random graph, theoretical computer science, artificial intelligence, co

Wave-Based Reservoir Computing by Synchronization of Coupled Oscillators
Toshiyuki Yamane, Yasunao Katayama, Ryosho Nakane, Gouhei Tanaka, Daiju Nakano
International Conference on Neural Information Processing, pp. 198-205, 2015
Abstract   synchronization networks, reservoir computing, synchronization, bottleneck, parallel computing, computer science, oscillation, cognitive systems, functional approximation


2014

60-GHz Single-Carrier Coherent Detection System with Robust 16-QAM Signal Recovery
D. Nakano, Y. Kohda, K. Takano, N. Ohba, T. Yamane, Y. Katayama
WCNC2014

Hopfield-Type Associative Memory with Sparse Modular Networks
Gouhei Tanaka, Toshiyuki Yamane, Daiju Nakano, Ryosho Nakane, Yasunao Katayama
International Conference on Neural Information Processing, pp. 255-262, 2014
Abstract   modular neural network, recurrent neural network, types of artificial neural networks, deep learning, learning rule, artificial neural network, content addressable memory, biological network, artificial intelligence, theoretical computer science, computer

An Energy-Efficient Computing Approach by Filling the Connectome Gap
Yasunao Katayama, Toshiyuki Yamane, Daiju Nakano
International Conference on Unconventional Computation and Natural Computation, pp. 229-241, 2014
Abstract   connectome, neuromorphic engineering, cognitive computing, efficient energy use, very large scale integration, distributed computing, bounded function, computer science, synchronization, dissipation


2012

Multimedia content-downloading system using millimeter-wave attached memory
N. Ohba, K. Takano, Y. Kohda, D. Nakano, T. Yamane, Y. Katayama
Consumer Communications and Networking Conference (CCNC), 2012 IEEE, pp. 94--98

MIMO link design strategy for wireless data center applications
Y. Katayama, T. Yamane, Y. Kohda, K. Takano, D. Nakano, N. Ohba
Wireless Communications and Networking Conference (WCNC), 2012 IEEE, pp. 3302--3306


2011

Instant multimedia contents downloading system using a 60-GHZ-2.4-GHZ hybrid wireless link
Y. Kohda, N. Ohba, K. Takano, D. Nakano, T. Yamane, Y. Katayama
Multimedia and Expo (ICME), 2011 IEEE International Conference on, pp. 1--6

Multi-Gbps 60-GHz single-carrier system using a low-power coherent detection technique
D. Nakano, Y. Kohda, K. Takano, T. Yamane, N. Ohba, Y. Katayama
Cool Chips XIV, 2011 IEEE, pp. 1--3

Wireless data center networking with steered-beam mmwave links
Y. Katayama, K. Takano, Y. Kohda, N. Ohba, D. Nakano
Wireless Communications and Networking Conference (WCNC), 2011 IEEE, pp. 2179--2184


2008

Multi-Gbps wireless systems over 60-GHz SiGe radio link with BW-efficient noncoherent detections
Y. Katayama, D. Nakano, A. Valdes-Garcia, T. Beukema, S. Reynolds
2008 IEEE International Conference on Multimedia and Expo, pp. 513-516
Abstract   frequency shift keying, demodulation, baseband, modulation, radio frequency, radio link protocol, wireless, keying, electronic engineering, computer network, computer science


2004

Liquid Crystal Displays Backlit with LEDs
Y Taira, H Numata, D Nakano, K Sueoka, F Yamada, and E Colgan
Conf. on Lasers and Electro-Optics (CLEO), Vol. 1, 2004


2003

43.1: Color Filterless Liquid Crystal Display Illuminated with LEDs
Yoichi Taira, Hidetoshi Numata, Daiju Nakano, Kuniaki Sueoka, Fumiaki Yamada, Masaru Suzuki, Michikazu Noguchi, Rama Singh, Evan G Colgan
SID Symposium Digest of Technical Papers, pp. 1250--1253, 2003


2002

50.1: Lowpower LCD using a Novel Optical System
Y. Taira, D. Nakano, H. Numata, A. Nishikai, S. Ono, F. Yamada, M. Suzuki, M. Noguchi, R. Singh, E. G. Colgan
SID Symposium Digest of Technical Papers 33(1), 1313-1315, 2002
Abstract   backlight, rgb color model, color filter array, collimated light, liquid crystal display, optics, optoelectronics, engineering


2001

LP5: LateNews Poster: Thin Retardation Film for Parallax Free Reflective GuestHost Liquid Crystal Display
Fumiaki Yamada, Daiju Nakano, Yoichi Taira, Cecilia Hellermark
SID Symposium Digest of Technical Papers 32(1), 890-893, 2001
Abstract   liquid crystal display, contrast ratio, polyimide, electrode, polymer, dispersion, optoelectronics, parallax, optics, materials science, guest host