Quaternion neural networks to deal with polarization information in electromagnetic wave and lightwave

• Project/Area Number: 15H02756
• Research Category: Grant-in-Aid for Scientific Research (B)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Soft computing
• Research Institution: The University of Tokyo
• Principal Investigator: Hirose Akira 東京大学, 大学院工学系研究科(工学部), 教授 (70199115)
• Project Period (FY): 2015-04-01 – 2018-03-31
• Project Status: Completed (Fiscal Year 2018)
• Budget Amount: ¥16,250,000 (Direct Cost: ¥12,500,000、Indirect Cost: ¥3,750,000); Fiscal Year 2017: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000); Fiscal Year 2016: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000); Fiscal Year 2015: ¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
• Keywords: ニューラルネットワーク / 四元数 / 電波伝搬 / イメージング / 電波散乱 / ソフトコンピューティング / 合成開口レーダ / 適応的チャネル予測

Outline of Final Research Achievements

We succeeded in constructing the framework of quaternion neural networks that deals with electromagnetic-wave and lightwave polarization information adaptively. Then we demonstrated that the quaternion neural networks classify land vegetation and usage adaptively by supervised/unsupervised learning in satellite-borne polarization synthetic aperture radar (PolSAR) earth observation.

Academic Significance and Societal Importance of the Research Achievements

本成果には2つの大きな意義がある。第一は、この四元数ニューラルネットワークの枠組みは世の中のさまざまな波動現象を適応的に扱うことに長けており、その対象は電磁波や光波のみならずさまざまな量子波などありエレクトロニクスを中心に広い応用が期待できる点である。第二は、実際に人工衛星による植生や氷河の地球観測に有効であることを示し、地球温暖化の監視や将来の農作物のグローバルかつ高頻度の観測に道を開く点である。

Research Products

• [Int'l Joint Research] IIT Bombay(インド)
• [Journal Article] Spatially Arranged Sparse Recurrent Neural Networks for Energy Efficient Associative Memory (2019)
  • Author(s): G. Tanaka, R. Nakane, T. Takeuchi, T. Yamane, D. Nakano, Y. Katayama, and A. Hirose
  • Journal Title: IEEE Transactions on Neural Networks and Learning Systems Volume: - Issue: 1 Pages: 1-15
  • DOI: 10.1109/tnnls.2019.2899344
  • Peer Reviewed / Open Access
• [Journal Article] Wideband and low direct-coupling tapered slot antenna using electromagnetic bandgap structures (2019)
  • Author(s): Hirano Takumi、Hirose Akira
  • Journal Title: IEEE Transactions on Antennas and Propagation Volume: - Issue: 4 Pages: 1-1
  • DOI: 10.1109/tap.2019.2891452
  • Peer Reviewed
• [Journal Article] Degree of Polarization-Based Data Filter for Fully Polarimetric Synthetic Aperture Radar (2019)
  • Author(s): Shang Fang、Kishi Naoto、Hirose Akira
  • Journal Title: IEEE Transactions on Geoscience and Remote Sensing Volume: - Issue: 6 Pages: 1-11
  • DOI: 10.1109/tgrs.2018.2887102
  • Peer Reviewed
• [Journal Article] Millimeter-wave Adaptive Glucose Concentration Estimation with Complex-Valued Neural Networks (2018)
  • Author(s): Hu Shizhen、Nagae Seko、Hirose Akira
  • Journal Title: IEEE Transactions on Biomedical Engineering Volume: - Issue: 7 Pages: 1-1
  • DOI: 10.1109/tbme.2018.2883085
  • Peer Reviewed
• [Journal Article] Phasor Quaternion Neural Networks for Singular Point Compensation in Polarimetric-Interferometric Synthetic Aperture Radar (2018)
  • Author(s): Oyama Kohei、Hirose Akira
  • Journal Title: IEEE Transactions on Geoscience and Remote Sensing Volume: - Issue: 5 Pages: 1-10
  • DOI: 10.1109/tgrs.2018.2874049
  • Peer Reviewed
• [Journal Article] Unsupervised Hierarchical Land Classification Using Self-Organizing Feature Codebook for Decimeter-Resolution PolSAR (2018)
  • Author(s): Kim Hyunsoo、Hirose Akira
  • Journal Title: IEEE Transactions on Geoscience and Remote Sensing Volume: - Issue: 4 Pages: 1-12
  • DOI: 10.1109/tgrs.2018.2870134
  • Peer Reviewed
• [Journal Article] Isotropization of Quaternion-Neural-Network-Based PolSAR Adaptive Land Classification in Poincare-Sphere Parameter Space (2018)
  • Author(s): Kinugawa Kazutaka、Shang Fang、Usami Naoto、Hirose Akira
  • Journal Title: IEEE Geoscience and Remote Sensing Letters Volume: 15 Issue: 8 Pages: 1234-1238
  • DOI: 10.1109/lgrs.2018.2831215
  • Peer Reviewed
• [Journal Article] Experimental Analysis on the Mechanisms of Singular Point Generation in InSAR by Employing Scaled Optical Interferometry (2018)
  • Author(s): Fujinami Shunichiro、Natsuaki Ryo、Ichikawa Kazuhide、Hirose Akira
  • Journal Title: IEEE Transactions on Geoscience and Remote Sensing Volume: 56 Issue: 7 Pages: 3830-3837
  • DOI: 10.1109/tgrs.2018.2812898
  • Peer Reviewed
• [Journal Article] Pixel-by-Pixel Scattering Mechanism Vector Optimization in High-Resolution PolInSAR (2018)
  • Author(s): Shimada Tomoharu、Natsuaki Ryo、Hirose Akira
  • Journal Title: IEEE Transactions on Geoscience and Remote Sensing Volume: 56 Issue: 5 Pages: 2587-2596
  • DOI: 10.1109/tgrs.2017.2768604
  • Peer Reviewed
• [Journal Article] Reservoir Computing With Spin Waves Excited in a Garnet Film (2018)
  • Author(s): R. Nakane, G. Tanaka, and A. Hirose
  • Journal Title: IEEE ACCESS Volume: 6 Pages: 4462-4469
  • DOI: 10.1109/access.2018.2794584
  • Peer Reviewed / Open Access
• [Journal Article] Unsupervised Fine Land Classification Using Quaternion Autoencoder-Based Polarization Feature Extraction and Self-Organizing Mapping (2018)
  • Author(s): Kim Hyunsoo、Hirose Akira
  • Journal Title: IEEE Transactions on Geoscience and Remote Sensing Volume: 56 Issue: 3 Pages: 1839-1851
  • DOI: 10.1109/tgrs.2017.2768619
  • Peer Reviewed
• [Journal Article] Adaptive phase-singular-unit restoration with entire-spectrum-processing complex-valued neural networks in interferometric SAR (2018)
  • Author(s): Oyama K.、Hirose A.
  • Journal Title: Electronics Letters Volume: 54 Issue: 1 Pages: 43-45
  • DOI: 10.1049/el.2017.2680
  • Peer Reviewed
• [Journal Article] Network Structure-Dependent Performance of Memristor-Based Reservoir Computing (2018)
  • Author(s): G.Tanaka R.Nakane A.Hirose
  • Journal Title: Cognitive Computing 2018 Hannover Volume: - Pages: 635-643
  • Peer Reviewed
• [Journal Article] Dimensionality reduction by reservoir computing and its application to IoT edge computing (2018)
  • Author(s): T.Yamane H.Numata J.B.Heroux, N.Kanazawa S.Takeda A.Hirose G.Tanaka R.Nakane D.Nakano
  • Journal Title: Int'l Conf. on Neural Information Processing (ICONIP) 2018 Siem Reap Volume: - Pages: 635-643
  • Peer Reviewed
• [Journal Article] Proposal of carrier-wave reservoir computing (2018)
  • Author(s): A.Hirose G.Tanaka S.Takeda T.Yamane H.Numata N.Kanazawa J.B.Heroux, D.Nakano R.Nakane
  • Journal Title: Int'l Conf. on Neural Information Processing (ICONIP) 2018 Siem Reap Volume: - Pages: 616-624
  • Peer Reviewed
• [Journal Article] Proposal of complex-valued convolutional neural networks for similar land-shape discovery in interferometric synthetic aperture radar (2018)
  • Author(s): Y.Sunaga R.Natsuaki A.Hirose
  • Journal Title: Int'l Conf. on Neural Information Processing (ICONIP) 2018 Siem Reap Volume: - Pages: 340-349
  • Peer Reviewed
• [Journal Article] Singularity-spreading phase unwrapping: Its basic idea and the influence of time and space discreteness on the dynamics (2018)
  • Author(s): A.Hirose
  • Journal Title: Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA) 2018 Volume: - Pages: 99-103
  • Peer Reviewed
• [Journal Article] Complex-Valued and Quaternion Neural Networks to Deal with Complex Amplitude and Polarization: Their Strength in Electronics (2018)
  • Author(s): A.Hirose
  • Journal Title: Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA) 2018 Volume: - Pages: 566-571
  • Peer Reviewed
• [Journal Article] Adaptive Subsurface Visualization System Using Phase Retrieval Method and Complex-valued Self-organizing Map (2018)
  • Author(s): S.Shimomura A.Hirose
  • Journal Title: Progress in Electromagnetics Symposium (PIERS) 2018 Toyama Volume: - Pages: 476-476
  • Peer Reviewed
• [Journal Article] Analysis of Singular-point Generating Mechanisms Based on the Correlations among the Parameters inCoherency Matrix and Those in the Optimized Scattering-mechanism Vector in PolInSAR (2018)
  • Author(s): Y.Otsuka T.Shimada R.Natsuaki A.Hirose
  • Journal Title: Progress in Electromagnetics Symposium (PIERS) 2018 Toyama Volume: - Pages: 474-474
  • Peer Reviewed
• [Journal Article] PROFILES OF RFI IN ALOS-2 IMAGES - A CASE STUDY IN TOKYO BAY, JAPAN (2018)
  • Author(s): R.Natsuaki A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2018 Valencia Volume: -
  • Peer Reviewed
• [Journal Article] L-BAND SAR INTERFEROMETRIC ANALYSIS FOR FLOOD DETECTION IN URBAN AREA - A CASE STUDY IN 2015 JOSO FLOOD, JAPAN (2018)
  • Author(s): R.Natsuaki A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2018 Valencia Volume: -
  • Peer Reviewed
• [Journal Article] PROPOSAL OF MILLIMETER-WAVE ADAPTIVE GLUCOSE-CONCENTRATION ESTIMATION SYSTEM USING COMPLEX-VALUED NEURAL NETWORKS (2018)
  • Author(s): S.Hu A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2018 Valencia Volume: -
  • Peer Reviewed
• [Journal Article] PROPOSAL OF SINGULAR-UNIT COMPENSATION IN POLARIMETRIC-INTERFEROMETRIC SYNTHETIC APERTURE RADAR BY PHASOR-QUATERNION NEURAL NETWORKS (2018)
  • Author(s): K.Oyama A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2018 Valencia Volume: -
  • Peer Reviewed
• [Journal Article] POLARIZATION FEATURE EXTRACTION USING QUATERNION NEURAL NETWORKS FOR FLEXIBLE UNSUPERVISED POLSAR LAND CLASSIFICATION (2018)
  • Author(s): H.Kim A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2018 Valencia Volume: -
  • Peer Reviewed
• [Journal Article] CODEBOOK-BASED HIERARCHICAL POLARIZATION FEATURE FOR UNSUPERVISED FINE LAND CLASSIFICATION USING HIGH-RESOLUTION POLSAR DATA (2018)
  • Author(s): H.Kim A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2018 Valencia Volume: -
  • Peer Reviewed
• [Journal Article] Demonstration of spin-wave-based reservoir computing for next-generation machine-learning devices (2018)
  • Author(s): R.Nakane G.Tanaka A.Hirose
  • Journal Title: International Conference on Magnetism (ICM) 2018 San Francisco Volume: - Pages: 26-27
  • Peer Reviewed
• [Journal Article] Performance of entire-spectrum-processing complex-valued neural-network filter to generate digital elevation model in interferometric radar (2018)
  • Author(s): K.Oyama A.Hirose
  • Journal Title: IEEE World Congress on Computational Intelligence (WCCI) - Int'l Joint Conf. On Neural Networks (IJCNN) 2018 Rio de Janeiro Volume: -
  • Peer Reviewed
• [Journal Article] Interferometric and Polarimetric Effect of Wideband Radio Fre-quency Interference in ALOS-2 (2018)
  • Author(s): R.Natsuaki A.Hirose
  • Journal Title: 12th European Conference on Synthetic Aperture Radar (EUSAR) 2018 Volume: -
  • Peer Reviewed
• [Journal Article] Effect of Temporal Baseline in Pixel-by-Pixel Scattering Mechanism Vector Optimization for PolInSAR (2018)
  • Author(s): R.Natsuaki A.Hirose
  • Journal Title: 12th European Conference on Synthetic Aperture Radar (EUSAR) 2018 Volume: -
  • Peer Reviewed
• [Journal Article] T-shaped Probe Waveguide Antenna: A Wideband Reconfigurable Circular-Polarized Single-Port Antenna (2017)
  • Author(s): N.Usami A.Hirose
  • Journal Title: IEICE Trans. on Electron. Volume: to appear
  • NAID: 130005631600
  • Peer Reviewed
• [Journal Article] Singular Unit Restoration in InSAR by Using Complex-Valued Neural Networks in Spectral Domain (2017)
  • Author(s): K.Ichikawa A.Hirose
  • Journal Title: IEEE Trans. on Geoscience and Remote Sensing Volume: 55 Pages: 1717-1723
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Adaptive land classification and new class generation by unsupervised double-stage learning in Poincare sphere space for polarimetric synthetic aperture radars (2017)
  • Author(s): Y.Takizawa F.Shang A.Hirose
  • Journal Title: Neurocomputing Volume: to appear
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Narrowband Interference Mitigation in UWB Systems Utilizing Frequency Dependence of Null Formation in Array Antennas (2016)
  • Author(s): K.Kikuta A.Hirose
  • Journal Title: IEEE Access Volume: 4 Pages: 8715-8720
  • Peer Reviewed / Open Access
• [Journal Article] PolSAR wet snow mapping with incidence angle information (2016)
  • Author(s): N.Usami A.Muhuri A.Bhattacharya A.Hirose
  • Journal Title: IEEE Geoscience and Remote Sensing Letters Volume: 13 Pages: 2029-2033
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Reconstruction of Holographic Microscopy Images Based on Matching Pursuits on A Pair of Domains (2016)
  • Author(s): A.B.Suksmono A.Hirose
  • Journal Title: International Journal on Electrical Engineering and Informatics Volume: 8 Pages: 553-566
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] An Active Metamaterials Antenna with MEMS-modulated Scanning Radiation Beams (2016)
  • Author(s): Y.Luo K.Kikuta, Z.Han T.Takahashi A.Hirose H.Toshiyoshi
  • Journal Title: IEEE Electron Device Letters Volume: 37 Pages: 920-923
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Proposal of Polarization State Prediction Using Quaternion Neural Networks for Fading Channel Prediction in Mobile Communications (2016)
  • Author(s): M.Hikosaka T.Ding A.Hirose
  • Journal Title: Int'l Joint Conference on Neural Networks (IJCNN) 2016 Vancouver Volume: 1 Pages: 1-1
  • Peer Reviewed
• [Journal Article] Proposal of wet snow mapping with focus on incident angle influential to depolarization of surface scattering (2016)
  • Author(s): N.Usami A.Muhuri A.Bhattacharya A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing Volume: 1 Pages: 1-1
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] PROPOSAL OF SINGULAR-POINT-REMOVING FILTERS WITH STRONG NONLINEARITY IN SPECTRAL DOMAIN (2016)
  • Author(s): K.Ichikawa A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing Volume: 1 Pages: 1-1
  • Peer Reviewed
• [Journal Article] PROPOSAL OF ADAPTIVE LAND CLASSIFICATION USING QUATERNION NEURAL NETWORK WITH ISOTROPIC ACTIVATION FUNCTION (2016)
  • Author(s): K.Kinugawa F.Shang N.Usami A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing Volume: 1 Pages: 1-1
  • Peer Reviewed
• [Journal Article] 複素自己組織化マップ画像処理とリニアアレイ状アンテナによる移動する対象のためのアクティブミリ波イメージングシステム (2016)
  • Author(s): 有馬悠也 廣瀬明
  • Journal Title: 電子情報通信学会和文論文誌（C) Volume: 1 Pages: 1-1
  • Peer Reviewed / Open Access
• [Journal Article] Distortion reduction in singularity-spreading phase unwrapping with pseudo-continuous spreading and self-clustering active localization (2015)
  • Author(s): G.Oshiyama A.Hirose
  • Journal Title: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Volume: 8 Issue: 8 Pages: 3846-3858
  • DOI: 10.1109/jstars.2014.2325873
  • Peer Reviewed
• [Journal Article] Compact Folded-Fin Tapered Slot Antenna for UWB Applications (2015)
  • Author(s): K.Kikuta A.Hirose
  • Journal Title: IEEE Antennas and Wireless Propagation Letters Volume: 14 Pages: 1192-1195
  • DOI: 10.1109/lawp.2015.2397008
  • Peer Reviewed
• [Journal Article] Averaged-Stokes-Vector-Based Polarimetric SAR Data Interpretation (2015)
  • Author(s): F.Shang A.Hirose
  • Journal Title: IEEE Trans. on Geoscience and Remote Sensing Volume: 53 Issue: 8 Pages: 4536-4547
  • DOI: 10.1109/tgrs.2015.2401043
  • Peer Reviewed
• [Journal Article] Anisotropic Phase Unwrapping for Synthetic Aperture Radar Interferometry (2015)
  • Author(s): D.Danudirdjo A.Hirose
  • Journal Title: IEEE Trans. on Geoscience and Remote Sensing Volume: 53 Issue: 7 Pages: 4116-4126
  • DOI: 10.1109/tgrs.2015.2391191
  • Peer Reviewed
• [Journal Article] InSAR Image Regularization and DEM Error Correction with Fractal Surface Scattering Model (2015)
  • Author(s): D.Danudirdjo A.Hirose
  • Journal Title: IEEE Trans. on Geoscience and Remote Sensing Volume: 53 Issue: 3 Pages: 1427-1439
  • DOI: 10.1109/tgrs.2014.2341254
  • Peer Reviewed
• [Journal Article] 複素振幅を扱うニューラルネットワークとそのエレクトロニクスにおける利点 (2015)
  • Author(s): 廣瀬 明 丁 天本
  • Journal Title: 電子情報通信学会和文論文誌 Volume: J98-C Pages: 184-192
  • Peer Reviewed / Open Access
• [Journal Article] Interference Mitigation in UWB Receivers Utilizing the Differences in Direction of Arrival and Power Spectrum Density (2015)
  • Author(s): K.Kikuta A.Hirose
  • Journal Title: Asia-Pacific Microwave Conference (APMC) 2015 Nanjing Volume: 1 Pages: 1-3
  • Peer Reviewed
• [Journal Article] Unsupervised land classification by self-organizing map utilizing the ensemble variance information in satellite-borne polarimetric synthetic aperture radar (2015)
  • Author(s): Y.Takizawa F.Shang A.Hirose
  • Journal Title: Int'l Conf. on Neural Inform. Processing (ICONIP) 2015 Istanbul Volume: 1 Pages: 244-252
  • Peer Reviewed
• [Journal Article] Proposal of channel prediction by complex-valued neural networks that deals with polarization as a transverse wave entity (2015)
  • Author(s): T.Murata T.Ding A.Hirose
  • Journal Title: Int'l Conf. on Neural Inform. Processing (ICONIP) 2015 Istanbul Volume: 1 Pages: 541-549
  • Peer Reviewed
• [Journal Article] Scaled experimental analysis of singular point generation mechanisms in interferometric SAR (2015)
  • Author(s): S.Fujinami R.Natsuaki A.Hirose
  • Journal Title: Asia-Pacific Conference on Synthetic Aperture Radar (APSAR) 2015 Singapore Volume: 1 Pages: 226-230
  • Peer Reviewed
• [Journal Article] Glacier Surface Velocity Estimation Using Stokes Vector Correlation (2015)
  • Author(s): A.Muhuri R.Natsuaki A.Battacharya A.Hirose
  • Journal Title: Asia-Pacific Conference on Synthetic Aperture Radar (APSAR) 2015 Singapore Volume: 1 Pages: 606-609
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Effect of Coordinate Rotation for Stokes Vector Based Polarimetric SAR Data Interpretation (2015)
  • Author(s): S.Fang A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2015 Milan Volume: 1
  • Peer Reviewed
• [Journal Article] Experimental Analysis of Singular Point Generation Mechanisms in Interferometric SAR Using Optics: The Possibility of Singular Point Generation by Interference in a Single Pixel (2015)
  • Author(s): S.Fujinami R.Natsuaki A.Hirose
  • Journal Title: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2015 Milan Volume: 1
  • Peer Reviewed
• [Presentation] Deep quaternion neural networks for PolSAR land feature descovery and classification in Big SAR Data era (Keynote) (2018)
  • Author(s): A.Hirose
  • Organizer: Int'l Conf. On Aerospace Electronics and Remote Sensing Technology (ICARES) 2018 Bali
  • Int'l Joint Research / Invited
• [Presentation] Big SAR Data processing based on neural networks -- Structurization of SAR information (Invited) (2018)
  • Author(s): A.Hirose
  • Organizer: National Seminar: Rating Methodology for Peat Fields Fire Disasters)
  • Int'l Joint Research / Invited
• [Presentation] Advanced neural adaptive processing in interferometric and polarimetric radar imaging (invited) (2018)
  • Author(s): A.Hirose
  • Organizer: Asia-Pacific Conf. On Geoscience, Electronics and Remote Sensing Technology (AGERS) 2018 Jakarta (ChapNet 2018 GRSS IEEE)
  • Int'l Joint Research / Invited
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging, Structurization of SAR Information by using Neural Networks (2018)
  • Author(s): A.Hirose
  • Organizer: ITB technical meeting
  • Int'l Joint Research / Invited
• [Presentation] Analysis of Singular-point Generating Mechanisms in PolInSAR (2018)
  • Author(s): Y.Otsuka A.Hirose
  • Organizer: India-Japan Bilateral Cooperation Project
  • Int'l Joint Research / Invited
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging, Structurization of SAR Information by using Neural Networks (2018)
  • Author(s): A.Hirose
  • Organizer: India-Japan Bilateral Cooperation Project
  • Int'l Joint Research / Invited
• [Presentation] 非侵襲型ミリ波血糖値測定システムのための３ポート プローブの提案 (2018)
  • Author(s): 長江セコウ 廣瀬 明
  • Organizer: 信学会MEとバイオサイバネティクス研究会
• [Presentation] レーダのC-scan画像解析における位相情報の活用と複素自己組織化マップ (2018)
  • Author(s): 下村颯志 廣瀬 明
  • Organizer: 信学会ニューロコンピューティング研究会
• [Presentation] パターン情報表現およびパターン情報処理を物理的に実現するニューラルネットワーク デバイスとその利点 (2018)
  • Author(s): 廣瀬 明 田中剛平 武田征士 山根敏志 沼田秀俊 金澤直輝 ヘロー ジャンベノ 中野大樹 中根了昌
  • Organizer: 信学会ニューロコンピューティング研究会
• [Presentation] スピン波リザバーコンピューテイングにおける有用情報の空間分布 (2018)
  • Author(s): 市村剛大 中根了昌 田中剛平 廣瀬 明
  • Organizer: 信学会ニューロコンピューティング研究会
• [Presentation] オンライン複素周波数領域独立成分分析によるマイクロ波人命探査レーダシステムの構築 (2018)
  • Author(s): 中西貴大 廣瀬 明
  • Organizer: 信学会ニューロコンピューティング研究会
• [Presentation] 電磁バンドギャップ構造によるテーパスロットアンテナの広帯域な直接結合の低減 (2018)
  • Author(s): 平野拓海 廣瀬明
  • Organizer: 信学会電磁界理論研究会
• [Presentation] 複素自己組織化マップを用いたタイムドメインの位相の適応的処理による3次元地中レーダ (2018)
  • Author(s): 下村颯志 廣瀬明
  • Organizer: 信学会電磁界理論研究会
• [Presentation] 地中レーダにおける時間領域情報の複素自己組織化マップによる適応的処理 (2018)
  • Author(s): 下村颯志 廣瀬明
  • Organizer: 信学会宇宙航行エレクトロニクス研究会
• [Presentation] 非侵襲型ミリ波血糖値測定システムのプローブ設計 (2018)
  • Author(s): 長江セコウ 廣瀬 明
  • Organizer: 2018信学総大
• [Presentation] タイムドメインの位相情報と複素自己組織化マップを用いた三次元地中レーダにおけるターゲット分類 (2018)
  • Author(s): 下村颯志 廣瀬 明
  • Organizer: 2018信学総大
• [Presentation] スピン波を用いたリザバーコンピューティングデバイスにおける荷重の空間分布 (2018)
  • Author(s): 市村剛大 中根了昌 田中剛平 廣瀬 明
  • Organizer: 2018信学総大
• [Presentation] パターン情報表現およびパターン情報処理を物理的に実現するニューラルネットワーク デバイス (2018)
  • Author(s): 廣瀬 明 田中剛平 武田征士 山根敏志 沼田秀俊 金澤直輝 ヘロー ジャンベノ 中野大樹 中根了昌
  • Organizer: 2018信学総大
• [Presentation] オンライン複素周波数領域独立成分分析による人命探査レーダシステムの提案 (2018)
  • Author(s): 廣瀬 明 中西貴大
  • Organizer: 2018信学総大
• [Presentation] 多偏波干渉合成開口レーダにおける散乱時の偏波変化の解析 (2018)
  • Author(s): 大塚優太 夏秋 嶺 廣瀬 明
  • Organizer: 2018信学総大
• [Presentation] 電磁バンドギャップ構造によるテーパスロットアンテナの広帯域な直接結合の低減 (2018)
  • Author(s): 平野拓海 廣瀬明
  • Organizer: 2018信学総大
• [Presentation] スピン波リザバーコンピューティングチップデバイス (2018)
  • Author(s): 中根 了昌 田中 剛平 廣瀬 明
  • Organizer: 応用物理学会春季講演会
• [Presentation] 電磁バンドギャップ構造を用いた広帯域・低直接結合テーパスロットアンテナ (2018)
  • Author(s): 平野拓海 廣瀬明
  • Organizer: 2018信学ソ大
• [Presentation] ニューロン特性の不均一性を考慮したエコーステートネットワーク (2017)
  • Author(s): 田中剛平 中根了昌 山根敏志 中野大樹 武田征士 中川茂 廣瀬明
  • Organizer: 2017信学総大
  • Place of Presentation: 名城大学（愛知県）
  • Year and Date: 2017-03-22
• [Presentation] 非線形物理ダイナミクスによるリザーバ・コンピューティング (2017)
  • Author(s): 山根敏志 武田征士 中野大樹 田中剛平 中根了昌 廣瀬明 中川茂
  • Organizer: 2017信学総大
  • Place of Presentation: 名城大学（愛知県）
  • Year and Date: 2017-03-22
• [Presentation] 外部フィードバック・レーザを用いたリザーバコンピューティング (2017)
  • Author(s): 武田征士 山根敏志 中野大樹 田中剛平 中根了昌 廣瀬明 中川茂
  • Organizer: 2017信学総大
  • Place of Presentation: 名城大学（愛知県）
  • Year and Date: 2017-03-22
• [Presentation] リザーバ・コンピューティングにおける複素ニューラルネットワーク (2017)
  • Author(s): 廣瀬明 武田征士 田中剛平 中根了昌 山根敏志 中野大樹 中川茂
  • Organizer: 2017信学総大
  • Place of Presentation: 名城大学（愛知県）
  • Year and Date: 2017-03-22
• [Presentation] 高分解能偏波干渉合成開口レーダのデジタル地形図生成におけるピクセルごとの相違に着目した散乱機構重み付けベクトルの最適化 (2017)
  • Author(s): 島田智大 廣瀬明
  • Organizer: 2017信学総大
  • Place of Presentation: 名城大学（愛知県）
  • Year and Date: 2017-03-22
• [Presentation] Remote human heartbeat detection and drift tracking with neural prediction (2017)
  • Author(s): A.E.Bezer A.Hirose
  • Organizer: 信学会MEとバイオサイバネティックス研究会
  • Place of Presentation: 機械振興会館（東京都）
  • Year and Date: 2017-03-14
• [Presentation] フェーザ四元すうニューラルネットワークによる位相特異点の補正 (2017)
  • Author(s): 大山晃平 廣瀬明
  • Organizer: 信学会ニューロコンピューティング研究会
  • Place of Presentation: 機械振興会館（東京都）
  • Year and Date: 2017-03-13
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging (2016)
  • Author(s): A.Hirose
  • Organizer: IEEE Geoscience and Remote Sensing Society Distinguished Lecturer Program, Shanghai Chapter)
  • Place of Presentation: Hudan University (Shanghai)
  • Year and Date: 2016-12-12
  • Int'l Joint Research / Invited
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging (2016)
  • Author(s): A.Hirose
  • Organizer: IEEE Geoscience and Remote Sensing Society Distinguished Lecturer Program, UAE Chapter)
  • Place of Presentation: Masdar Univeristy (Abu Dhabi)
  • Year and Date: 2016-11-27
  • Int'l Joint Research / Invited
• [Presentation] 1次元アレイアンテナ式地雷可視化システムにおける縦縞ノイズ問題の高周波経路別キャリブレーションによる軽減 (2016)
  • Author(s): 小山英利香 廣瀬明
  • Organizer: 信学会電磁界理論研究会
  • Place of Presentation: 白浜古賀の井（和歌山県）
  • Year and Date: 2016-11-19
• [Presentation] アレイアンテナの周波数依存性を利用したUWBシステムにおける狭帯域干渉のブラインド低減 (2016)
  • Author(s): 菊田和孝 廣瀬明
  • Organizer: 信学会電磁界理論研究会
  • Place of Presentation: 白浜古賀の井（和歌山県）
  • Year and Date: 2016-11-19
• [Presentation] Interference Mitigation in UWB Receivers Utilizing the Differences in Direction of Arrival and Power Spectrum Density (2016)
  • Author(s): K.Kikuta A.Hirose
  • Organizer: Int'l Symposium on Antennas and Propagation (ISAP) 2016 Okinawa
  • Place of Presentation: 沖縄国際会議場（沖縄県）
  • Year and Date: 2016-10-24
  • Int'l Joint Research
• [Presentation] Proposal of Singular-Unit Restoration by Focusing on the Spatial Continuity of Topographical Statistics in Spectral Domain (2016)
  • Author(s): K.Ichikawa A.Hirose
  • Organizer: Int'l Conf. on Neural Information Processing (ICONIP) 2016 Kyoto
  • Place of Presentation: 京都大学（京都府）
  • Year and Date: 2016-10-16
  • Int'l Joint Research
• [Presentation] Proposal of a Human Heartbeat Detection/Monitoring System Employing Chirp Z-Transform and Time-Sequential Neural Prediction (2016)
  • Author(s): A.E.Bezer A.Hirose
  • Organizer: Int'l Conf. on Neural Information Processing (ICONIP) 2016 Kyoto
  • Place of Presentation: 京都大学（京都府）
  • Year and Date: 2016-10-16
  • Int'l Joint Research
• [Presentation] High Precision Direction-of-Arrival Estimation for Wideband Signals in Environment with Interference Based on Complex-Valued Neural Networks (2016)
  • Author(s): K.Kikuta A.Hirose
  • Organizer: Int'l Conf. on Neural Information Processing (ICONIP) 2016 Kyoto
  • Place of Presentation: 京都大学（京都府）
  • Year and Date: 2016-10-16
  • Int'l Joint Research
• [Presentation] Computational Performance of Echo State Networks with Dynamic Synapses (2016)
  • Author(s): R.Mori G.Tanaka R.Nakane A.Hirose K.Aihara
  • Organizer: Int'l Conf. on Neural Information Processing (ICONIP) 2016 Kyoto
  • Place of Presentation: 京都大学（京都府）
  • Year and Date: 2016-10-16
  • Int'l Joint Research
• [Presentation] Photonic Reservoir Computing Based on Laser Dynamics with External Feedback (2016)
  • Author(s): S.Takeda D.Nakano T.Yamane G.Tanaka R.Nakane A.Hirose S.Nakagawa
  • Organizer: Int'l Conf. on Neural Information Processing (ICONIP) 2016 Kyoto
  • Place of Presentation: 京都大学（京都府）
  • Year and Date: 2016-10-16
  • Int'l Joint Research
• [Presentation] Exploiting Heterogeneous Units for Reservoir Computing with Simple Architecture (2016)
  • Author(s): G.Tanaka R.Nakane T.Yamane D.Nakano S.Takeda S.Nakagawa A.Hirose
  • Organizer: Int'l Conf. on Neural Information Processing (ICONIP) 2016 Kyoto
  • Place of Presentation: 京都大学（京都府）
  • Year and Date: 2016-10-16
  • Int'l Joint Research
• [Presentation] Dynamics of reservoir computing at the edge of stability (2016)
  • Author(s): T.Yamane S.Takeda D.Nakano G.Tanaka R.Nakane S.Nakagawa A.Hirose
  • Organizer: Int'l Conf. on Neural Information Processing (ICONIP) 2016 Kyoto
  • Place of Presentation: 京都大学（京都府）
  • Year and Date: 2016-10-16
  • Int'l Joint Research
• [Presentation] Spectral peak filter: A filter to remove singular points for high-quality digital elevation model generation (2016)
  • Author(s): K.Ichikawa A.Hirose
  • Organizer: CEOS SAR Calibration and Validation Workshop 2016 Tokyo
  • Place of Presentation: 機械振興会館（東京都）
  • Year and Date: 2016-09-07
  • Int'l Joint Research / Invited
• [Presentation] Stokes vector based polarimetric SAR data interpretation with cooedinate rotation (2016)
  • Author(s): F.Shang A.Hirose
  • Organizer: CEOS SAR Calibration and Validation Workshop 2016 Tokyo
  • Place of Presentation: 機械振興会館（東京都）
  • Year and Date: 2016-09-07
  • Int'l Joint Research / Invited
• [Presentation] Proposal of Polarization State Prediction Using Quaternion Neural Networks for Fading Channel Prediction in Mobile Communications (2016)
  • Author(s): M.Hikosaka T.Ding A.Hirose
  • Organizer: Int'l Joint Conference on Neural Networks (IJCNN) 2016 Vancouver
  • Place of Presentation: Vancouver, Canada
  • Year and Date: 2016-07-25
  • Int'l Joint Research
• [Presentation] Proposal of wet snow mapping with focus on incident angle influential to depolarization of surface scattering (2016)
  • Author(s): N.Usami A.Muhuri A.Bhattacharya A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing
  • Place of Presentation: Beijing, China
  • Year and Date: 2016-07-25
  • Int'l Joint Research
• [Presentation] PROPOSAL OF SINGULAR-POINT-REMOVING FILTERS WITH STRONG NONLINEARITY IN SPECTRAL DOMAIN (2016)
  • Author(s): K.Ichikawa A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing
  • Place of Presentation: Beijing, China
  • Year and Date: 2016-07-25
  • Int'l Joint Research
• [Presentation] PROPOSAL OF ADAPTIVE LAND CLASSIFICATION USING QUATERNION NEURAL NETWORK WITH ISOTROPIC ACTIVATION FUNCTION (2016)
  • Author(s): K.Kinugawa F.Shang N.Usami A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing
  • Place of Presentation: Beijing, China
  • Year and Date: 2016-07-25
  • Int'l Joint Research
• [Presentation] Proposal of Polarization State Prediction Using Quaternion Neural Networks for Fading Channel Prediction in Mobile Communications (2016)
  • Author(s): M.Hikosaka T.Ding A.Hirose
  • Organizer: Int'l Joint Conf. on Neural Networks (IJCNN) 2016
  • Place of Presentation: Convention Center (Vancouver)
  • Year and Date: 2016-07-24
  • Int'l Joint Research
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging (2016)
  • Author(s): A.Hirose
  • Organizer: Polarimetry Workshop
  • Place of Presentation: Beijing, China
  • Year and Date: 2016-07-16
  • Int'l Joint Research / Invited
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging (2016)
  • Author(s): A.Hirose
  • Organizer: Pol-SAR Workshop 2016 Beijing
  • Place of Presentation: Yuanlin Hotel (Beijing)
  • Year and Date: 2016-07-15
  • Int'l Joint Research / Invited
• [Presentation] A.Hirose Proposal of adaptive land classification using quaternion neural network with isotropic activation function (2016)
  • Author(s): K.Kinugawa F.Shang N.Usami A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing
  • Place of Presentation: National Convention Center (Beijing)
  • Year and Date: 2016-07-10
  • Int'l Joint Research
• [Presentation] Proposal of singular-point-removing filters with strong nonlinearrity in spectral domain (2016)
  • Author(s): K.Ichikawa A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing
  • Place of Presentation: National Convention Center (Beijing)
  • Year and Date: 2016-07-10
  • Int'l Joint Research
• [Presentation] Proposal of wet snow mapping with focus on incident angle influential to depolarization of surface scattering (2016)
  • Author(s): N.Usami A.Muhuri A.Bhattacharya A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2016 Beijing
  • Place of Presentation: National Convention Center (Beijing)
  • Year and Date: 2016-07-10
  • Int'l Joint Research
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging (2016)
  • Author(s): A.Hirose
  • Organizer: IEEE Distinguished Lecturer Program Talk
  • Place of Presentation: College Park MD, USA
  • Year and Date: 2016-06-20
  • Int'l Joint Research / Invited
• [Presentation] マルチパス環境で偏波状態を推定し予測する四元数ニューラルネットワーク (2016)
  • Author(s): 彦坂真央樹 丁天本 廣瀬明
  • Organizer: 信学会ニューロコンピューティング研究会
  • Place of Presentation: 玉川大学、東京都町田市
  • Year and Date: 2016-03-22
• [Presentation] 適応的土地分類のための等方的活性化関数を用いた四元数ニューラルネットワーク (2016)
  • Author(s): 衣川和尭 宇佐美尚人 尚方 廣瀬明
  • Organizer: 信学会ニューロコンピューティング研究会
  • Place of Presentation: 玉川大学、東京都町田市
  • Year and Date: 2016-03-22
• [Presentation] 干渉型合成開口レーダによる高度地図作成のための複素ニューラルネットワークを用いた位相特異点構成画素群の補正 (2016)
  • Author(s): 市川和秀 廣瀬明
  • Organizer: 信学会ニューロコンピューティング研究会
  • Place of Presentation: 玉川大学、東京都町田市
  • Year and Date: 2016-03-22
• [Presentation] 狭帯域干渉波の到来方向を利用したUWB信号の干渉低減 (2016)
  • Author(s): 菊田和孝 廣瀬明
  • Organizer: 信学会2016年総合大会
  • Place of Presentation: 九州大学伊都キャンパス、福岡県福岡市
  • Year and Date: 2016-03-16
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging (2015)
  • Author(s): A.Hirose
  • Organizer: IEEE Geoscience and Remote Sensing Society Distinguished Lecturer Program, Beijing Chapter)
  • Place of Presentation: Beijing, China
  • Year and Date: 2015-12-11
  • Int'l Joint Research / Invited
• [Presentation] Interference Mitigation in UWB Receivers Utilizing the Differences in Direction of Arrival and Power Spectrum Density (2015)
  • Author(s): K.Kikuta A.Hirose
  • Organizer: Asia-Pacific Microwave Conference (APMC) 2015 Nanjing
  • Place of Presentation: Nanjing, China
  • Year and Date: 2015-12-06
  • Int'l Joint Research
• [Presentation] Advanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imaging (2015)
  • Author(s): A.Hirose
  • Organizer: IEEE Geoscience and Remote Sensing Society Distinguished Lecturer Program, All Japan Chapter)
  • Place of Presentation: 東北大学電気通信研究所、宮城県仙台市
  • Year and Date: 2015-11-26
  • Int'l Joint Research / Invited
• [Presentation] InSARおよびPolSARイメージングにおけるニューロ適応処理 (2015)
  • Author(s): 廣瀬明
  • Organizer: 信学会宇宙航行エレクトロニクス研究会
  • Place of Presentation: 東北大学電気通信研究所、宮城県仙台市
  • Year and Date: 2015-11-26
• [Presentation] Proposal of Snow and Ice Mapping with Stokes Vector Representation (2015)
  • Author(s): N.Usami A.Muhuri A.Bhattacharya A.Hirose
  • Organizer: 2nd ALOS-2 PI workshop
  • Place of Presentation: 秋葉原コンベンションホール・ダイビル、東京都千代田区
  • Year and Date: 2015-11-19
  • Int'l Joint Research
• [Presentation] Averaged Stokes Vector Based Polarimetric SAR Data Interpretation (2015)
  • Author(s): F.Shang A.Hirose
  • Organizer: 2nd ALOS-2 PI workshop
  • Place of Presentation: 秋葉原コンベンションホール・ダイビル、東京都千代田区
  • Year and Date: 2015-11-19
  • Int'l Joint Research
• [Presentation] Unsupervised land classification by self-organizing map utilizing the ensemble variance information in satellite-borne polarimetric synthetic aperture radar (2015)
  • Author(s): Y.Takizawa F.Shang A.Hirose
  • Organizer: Int'l Conf. on Neural Inform. Processing (ICONIP) 2015 Istanbul
  • Place of Presentation: Istanbul, Turkey
  • Year and Date: 2015-11-09
  • Int'l Joint Research
• [Presentation] Proposal of channel prediction by complex-valued neural networks that deals with polarization as a transverse wave entity (2015)
  • Author(s): T.Murata T.Ding A.Hirose
  • Organizer: Int'l Conf. on Neural Inform. Processing (ICONIP) 2015 Istanbul
  • Place of Presentation: Istanbul, Turkey
  • Year and Date: 2015-11-09
  • Int'l Joint Research
• [Presentation] アレイアンテナの到来方向推定を用いたUWB通信における干渉低減 (2015)
  • Author(s): 菊田和孝 廣瀬明
  • Organizer: 信学会電磁界理論研究会
  • Place of Presentation: ANAホリデーインリゾート宮崎、宮崎県宮崎市
  • Year and Date: 2015-10-30
• [Presentation] 複素自己組織化マップ画像処理を用いた包絡線検波によるミリはアクティブイメージングシステム (2015)
  • Author(s): 有馬悠也 廣瀬明
  • Organizer: 信学会電磁界理論研究会
  • Place of Presentation: ANAホリデーインリゾート宮崎、宮崎県宮崎市
  • Year and Date: 2015-10-30
• [Presentation] 複素自己組織化マップを用いた一次元アレイアンテナ式地雷かしかシステム (2015)
  • Author(s): 小山英利香 廣瀬明
  • Organizer: 信学会電磁界理論研究会
  • Place of Presentation: ANAホリデーインリゾート宮崎、宮崎県宮崎市
  • Year and Date: 2015-10-30
• [Presentation] 複素ニューラルネットワーク画像処理を用いた包絡線検波によるアクティブミリ波イメージングシステム (2015)
  • Author(s): 有馬悠也 廣瀬明
  • Organizer: 信学会2015信学ソ大
  • Place of Presentation: 東北大学川内キャンパス、宮城県仙台市
  • Year and Date: 2015-09-08
• [Presentation] 到来方向推定を利用したUWBシステムにおける干渉低減 (2015)
  • Author(s): 菊田和孝 廣瀬明
  • Organizer: 信学会2015信学ソ大
  • Place of Presentation: 東北大学川内キャンパス、宮城県仙台市
  • Year and Date: 2015-09-08
• [Presentation] Scaled experimental analysis of singular point generation mechanisms in interferometric SAR (2015)
  • Author(s): S.Fujinami R.Natsuaki A.Hirose
  • Organizer: Asia-Pacific Conference on Synthetic Aperture Radar (APSAR) 2015 Singapore
  • Place of Presentation: Singapore, Singapore
  • Year and Date: 2015-09-01
  • Int'l Joint Research
• [Presentation] Glacier Surface Velocity Estimation Using Stokes Vector Correlation (2015)
  • Author(s): A.Muhuri R.Natsuaki A.Battacharya A.Hirose
  • Organizer: Asia-Pacific Conference on Synthetic Aperture Radar (APSAR) 2015 Singapore
  • Place of Presentation: Singapore, Singapore
  • Year and Date: 2015-09-01
  • Int'l Joint Research
• [Presentation] 合成開口レーダ情報のニューラルネットワークによる構造化の手案 (2015)
  • Author(s): 津田覚之 廣瀬明
  • Organizer: 信学会宇宙航行エレクトロニクス研究会
  • Place of Presentation: 茨城大学、茨城県水戸市
  • Year and Date: 2015-08-28
• [Presentation] Effect of Coordinate Rotation for Stokes Vector Based Polarimetric SAR Data Interpretation (2015)
  • Author(s): S.Fang A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2015 Milan
  • Place of Presentation: Milan, Italy
  • Year and Date: 2015-07-26
  • Int'l Joint Research
• [Presentation] Experimental Analysis of Singular Point Generation Mechanisms in Interferometric SAR Using Optics: The Possibility of Singular Point Generation by Interference in a Single Pixel (2015)
  • Author(s): S.Fujinami R.Natsuaki A.Hirose
  • Organizer: Int'l Geoscience and Remote Sensing Symposium (IGARSS) 2015 Milan
  • Place of Presentation: Milan, Italy
  • Year and Date: 2015-07-26
  • Int'l Joint Research
• [Presentation] パス分離による偏波合成を用いた電波伝搬チャネルの予測 (2015)
  • Author(s): 村田哲也 丁天本 廣瀬明
  • Organizer: 信学会電磁界理論研究会
  • Place of Presentation: 機械振興会館、東京都港区
  • Year and Date: 2015-06-12
• [Book] 複素ニューラルネットワーク [第2版] (2016)
  • Author(s): 廣瀬明
  • Total Pages: 206
  • Publisher: サイエンス社
• [Book] 複素ニューラルネットワーク（第2版）（単著） (2016)
  • Author(s): 廣瀬明
  • Total Pages: 200
  • Publisher: サイエンス社
• [Remarks] 研究概要
  • URL: http://www.eis.t.u-tokyo.ac.jp/research.html
• [Remarks] 発表文献
  • URL: http://www.eis.t.u-tokyo.ac.jp/plist.html
• [Remarks] IEEE CIS YRA Kazuhide Ichikawa
  • URL: http://www.eis.t.u-tokyo.ac.jp/news/20170313YRA(NC)Hikosaka/
• [Remarks] IEEE CIS YRA Kazuhide Ichikawa
  • URL: http://www.eis.t.u-tokyo.ac.jp/news/20170313YRA(NC)Ichikawa/
• [Remarks] Energy Efficient Information Processing
  • URL: http://www.eis.t.u-tokyo.ac.jp/news/20161015Nikkei+NikkeiSangyo/