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Research on auditory-media signal processing for defending against attacks of media clones

Research Project

Project/Area Number 17H01761
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Perceptual information processing
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

Unoki Masashi  北陸先端科学技術大学院大学, 先端科学技術研究科, 教授 (00343187)

Co-Investigator(Kenkyū-buntansha) 赤木 正人  北陸先端科学技術大学院大学, 先端科学技術研究科, 教授 (20242571)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2020: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2019: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2018: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2017: ¥7,410,000 (Direct Cost: ¥5,700,000、Indirect Cost: ¥1,710,000)
Keywords聴覚メディア信号処理 / メディアクローン / 音声合成技術 / 聴覚センシング / 音声情報ハイディング / 音声改ざん検出 / 音響情報ハイディング / 音響電子透かし / 音声電子透かし / 音声電子指紋
Outline of Final Research Achievements

Non-authentic but skillfully fabricated artificial replicas of authentic media in the real world are known as “media clones.” In recent years, these media clones have become a social threat due to their increased distribution in cyber-physical spaces. In particular, media clones of voice, fabricated by using speech analysis/synthesis techniques, can be abused for spoofing and tampering with authentic speech signals. This leads to serious social problems involving, for example, fraud by voice impersonation and unauthorized speaker verification. This research project has constructed the basis of auditory-media signal processing for defending against media clone attacks. To this end, we have clarified the basic principles and fabrication of voice media clones and then propose auditory-sensing techniques consisting of auditory information hiding techniques and auditory fingerprinting techniques.

Academic Significance and Societal Importance of the Research Achievements

情報通信技術やAI技術の急激な発展により,我々を取り巻くマルチメディア情報通信の利用形態が劇的に変化し,同時に社会的脅威も急激に高まっている.特に,ディジタルフォレンジクスにおける音声改ざんといった社会的脅威が高まっている.最近では,深層学習を駆使した音声合成技術の登場により,本物そっくりな合成音声が実現され,メディアクローン(ディープフェイクボイス)による事件が起こっている.音声メディアを安心安全に利用するための仕組みや,音声に含まれるプライバシー情報をメディアクローン攻撃(例えば,ディープフェイクのような攻撃)から守る革新的技術の確立が喫緊の課題である.

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (57 results)

All 2021 2020 2019 2018 2017 Other

All Journal Article (23 results) (of which Int'l Joint Research: 6 results,  Peer Reviewed: 20 results,  Open Access: 11 results) Presentation (32 results) (of which Int'l Joint Research: 11 results,  Invited: 4 results) Book (1 results) Remarks (1 results)

  • [Journal Article] Evolving Multi-Resolution Pooling CNN for Monaural Singing Voice Separation2021

    • Author(s)
      Yuan Weitao、Dong Bofei、Wang Shengbei、Unoki Masashi、Wang Wenwu
    • Journal Title

      IEEE/ACM Transactions on Audio, Speech, and Language Processing

      Volume: 29 Pages: 807-822

    • DOI

      10.1109/taslp.2021.3051331

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cross-Lingual Voice Conversion With Controllable Speaker Individuality Using Variational Autoencoder and Star Generative Adversarial Network2021

    • Author(s)
      Ho Tuan Vu、Akagi Masato
    • Journal Title

      IEEE Access

      Volume: 9 Pages: 47503-47515

    • DOI

      10.1109/access.2021.3063519

    • NAID

      120007003859

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 音声メディアへの情報ハイディングとその応用2021

    • Author(s)
      鵜木祐史
    • Journal Title

      日本音響学会誌

      Volume: 77(6)

    • NAID

      130008059982

    • Related Report
      2020 Annual Research Report
  • [Journal Article] Synchronous multi-bit audio watermarking based on phase shifting2021

    • Author(s)
      Shengbei Wang, Weitao Yuan, Zhen Zhang, Jianming Wang, Masashi Unoki
    • Journal Title

      Proc. ICASSP2021

      Volume: -

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Audio Information Hiding Techniques Based on Human Auditory Characteristics2020

    • Author(s)
      鵜木祐史
    • Journal Title

      IEICE ESS Fundamentals Review

      Volume: 13 Issue: 4 Pages: 284-293

    • DOI

      10.1587/essfr.13.4_284

    • NAID

      130007825859

    • ISSN
      1882-0875
    • Year and Date
      2020-04-01
    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Non-Blind Speech Watermarking Method Based on Spread-Spectrum Using Linear Prediction Residue2020

    • Author(s)
      Reiya Namikawa and Masashi Unoki
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E103.D Issue: 1 Pages: 63-66

    • DOI

      10.1587/transinf.2019MUL0003

    • NAID

      130007779049

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2020-01-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multi-Subspace Echo Hiding Based on Time-Frequency Similarities of Audio Signals2020

    • Author(s)
      Wang Shengbei、Yuan Weitao、Unoki Masashi
    • Journal Title

      IEEE/ACM Transactions on Audio, Speech, and Language Processing

      Volume: 28 Pages: 2349-2363

    • DOI

      10.1109/taslp.2020.3013785

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] X-Vector Singular Value Modification and Statistical-Based Decomposition with Ensemble Regression Modeling for Speaker Anonymization System2020

    • Author(s)
      Mawalim Candy Olivia、Galajit Kasorn、Karnjana Jessada、Unoki Masashi
    • Journal Title

      Proc. Interspeech2020

      Volume: - Pages: 1703-1707

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Non-parallel Voice Conversion based on Hierarchical Latent Embedding Vector Quantized Variational Autoencoder2020

    • Author(s)
      Tuan Vu Ho and Masato Akagi
    • Journal Title

      Joint Workshop for the Blizzard Challenge and Voice Conversion Challenge 2020

      Volume: - Pages: 140-144

    • NAID

      120006952244

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Speech Information Hiding by Modification of LSF Quantization Index in CELP Codec2020

    • Author(s)
      Candy Olivia Mawalim, Shengbei Wang, Masashi Unoki
    • Journal Title

      Proc. APSIPA2020

      Volume: - Pages: 1321-1330

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feasibility of Audio Information Hiding Using Linear Time Variant IIR Filters Based on Cochlear Delay2019

    • Author(s)
      Candy Olivia Mawalim and Masashi Unoki
    • Journal Title

      Journal of Signal Processing

      Volume: 23 Issue: 4 Pages: 155-158

    • DOI

      10.2299/jsp.23.155

    • NAID

      130007681729

    • ISSN
      1342-6230, 1880-1013
    • Year and Date
      2019-07-20
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Speech Watermarking Based on Source-filter Model of Speech Production2019

    • Author(s)
      Shengbei Wang, Weitao Yuan, Jianming Wang, and Masashi Unoki
    • Journal Title

      Journal of Information Hiding and Multimedia Signal Processing

      Volume: 10(14) Pages: 517-534

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Detection of speech tampering using sparse representations and spectral manipulations based information hiding2019

    • Author(s)
      Shengbei, Wang, Weitao, Yuan, Jianming, Wang, and Masashi Unoki
    • Journal Title

      Speech Communication

      Volume: 112 Pages: 1-14

    • DOI

      10.1016/j.specom.2019.06.004

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Data Augmentation for Monaural Singing Voice Separation Based on Variational Autoencoder-Generative Adversarial Network2019

    • Author(s)
      Boxin He, Shengbei Wang, Weitao Yuan, Jianming Wang, and Masashi Masashi
    • Journal Title

      Proc. ICME2019

      Volume: - Pages: 1354-1359

    • DOI

      10.1109/icme.2019.00235

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Inaudible Speech Watermarking Based on Self-compensated Echo-hiding and Sparse Subspace Clustering2019

    • Author(s)
      Shengbei Wang, Weitao Yuan, Jianming Wang, and Masashi Unoki
    • Journal Title

      Proc. ICASSP2019

      Volume: - Pages: 2632-2636

    • DOI

      10.1109/icassp.2019.8682352

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Enhanced Feature Network for Monaural Singing Voice Separation2019

    • Author(s)
      Weitao Yuan, Boxin He, Shengbei Wang, Jianming Wang, Masashi Unoki
    • Journal Title

      Speech Communication

      Volume: 160 Pages: 1-6

    • DOI

      10.1016/j.specom.2018.11.004

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Nonparallel Dictionary-Based Voice Conversion Using Variational Autoencoder with Modulation-Spectrum-Constrained Training2018

    • Author(s)
      Vu Ho-Tuan Vu and Masato Akagi
    • Journal Title

      Journal of Signal Processing

      Volume: 22 Issue: 4 Pages: 189-192

    • DOI

      10.2299/jsp.22.189

    • NAID

      130007419563

    • ISSN
      1342-6230, 1880-1013
    • Year and Date
      2018-07-25
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Digital Audio Watermarking Method Based on Singular Spectrum Analysis with Automatic Parameter Estimation Using a Convolutional Neural Network2018

    • Author(s)
      Kasorn Galajit, Jessada Karnjana, Aakinee Aimmanee and Masahi Unoki
    • Journal Title

      Recent Advances in Intelligent Information Hiding and Multimedia Signal Processing

      Volume: 2 Pages: 63-73

    • DOI

      10.1007/978-3-030-03748-2_8

    • ISBN
      9783030037475, 9783030037482
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Speech watermarking based on robust principal component analysis and formant manipulations2018

    • Author(s)
      Shengbei Wang, Weitao Yuan, Jianming Wang, Masashi Unoki
    • Journal Title

      Proc. ICASSP2018

      Volume: - Pages: 2082-2086

    • DOI

      10.1109/icassp.2018.8462356

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Study on speech representation based on spikegram for speech fingerprints2018

    • Author(s)
      Dung Kim Tran and Masashi Unoki
    • Journal Title

      Springer Lecture Notes Smart Innovation, Systems and Technologies Volume 82: Advances in Intelligent Information Hiding and Multimedia Signal Processing

      Volume: 82 Pages: 153-160

    • DOI

      10.1007/978-3-319-63859-1_20

    • ISBN
      9783319638584, 9783319638591
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ディジタル音響信号への知覚不可能な情報ハイディング2017

    • Author(s)
      鵜木祐史
    • Journal Title

      電波技術協会報FORN

      Volume: 317 Pages: 40-43

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Acoustical Analyses of Tendencies of Intelligibility in Lombard Speech with Different Background Noise Levels2017

    • Author(s)
      Ngo, T. V., Kubo, R., Morikawa, D., and Akagi, M
    • Journal Title

      Journal of Signal Processing

      Volume: 21 Issue: 4 Pages: 171-174

    • DOI

      10.2299/jsp.21.171

    • NAID

      130005815318

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A story on singing computer2017

    • Author(s)
      赤木正人
    • Journal Title

      THE JOURNAL OF THE ACOUSTICAL SOCIETY OF JAPAN

      Volume: 73 Issue: 4 Pages: 210-211

    • DOI

      10.20697/jasj.73.4_210

    • NAID

      130006109962

    • ISSN
      0369-4232, 2432-2040
    • Related Report
      2017 Annual Research Report
  • [Presentation] Audio Information Hiding in Sub-signals by deploying Singular Spectrum Analysis and Psychoacoustic Model2021

    • Author(s)
      Kasorn Galajit, Jessada Karnjana, Masashi Unoki
    • Organizer
      IEICE Technical Report, EMM2020-61
    • Related Report
      2020 Annual Research Report
  • [Presentation] X-vector anonymization using regression modeling with statistical and singular value2021

    • Author(s)
      Candy Olivia Mawalim, Kasorn Galajit, Jessada Karnjana, Masashi Unoki
    • Organizer
      IEICE Technical Report, EMM2020-62
    • Related Report
      2020 Annual Research Report
  • [Presentation] 線形予測残差を用いたスペクトル拡散型音声情報ハイディング法の検討2021

    • Author(s)
      鵜木祐史, ウィン ラ ピャエ,
    • Organizer
      IEICE Technical Report, EMM2020-63
    • Related Report
      2020 Annual Research Report
  • [Presentation] Speech communication with affective speech-to-speech translation2019

    • Author(s)
      Masato Akagi
    • Organizer
      National Conference on Man-Machine Speech Communication (NCMMSC2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Audio Information Hiding based on Cochlear Delay Characteristics with Optimized Segment Selection2019

    • Author(s)
      Candy Olivia Mawalim and Masashi Unoki
    • Organizer
      2019 3rd International Conference on Security with Intelligent Computing and Big-data Services (SICBS 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Non-parallel Voice Conversion with Controllable Speaker Individuality using Variational Autoencoder2019

    • Author(s)
      Tuan Vu Ho and Masato Akagi
    • Organizer
      APSIPA2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Cochlear delay based audio information hiding with segment selection optimization2019

    • Author(s)
      Candy Olivia Mawalim and Masashi Unoki
    • Organizer
      電子情報通信学会EMM研究会,東北大学
    • Related Report
      2019 Annual Research Report
  • [Presentation] Study on cochlear-delay based audio information hiding by linear time-variant IIR filter2019

    • Author(s)
      Candy Olivia Mawalim and Masashi Unoki
    • Organizer
      日本音響学会2019年度秋季研究発表会,立命館大学
    • Related Report
      2019 Annual Research Report
  • [Presentation] 蝸牛遅延に基づいた線形時変IIRフィルタによる音響情報ハイディング2019

    • Author(s)
      キャンディ オリフィア マワリム,鵜木祐史
    • Organizer
      2019年度電気・情報関係学会北陸支部連合大会, 石川高専
    • Related Report
      2019 Annual Research Report
  • [Presentation] Study on inaudible audio information hiding using linear-time variant IIR filter based on cochlear delay characteristics2019

    • Author(s)
      Candy Olivia Mawalim and Masashi Unoki
    • Organizer
      電子情報通信学会EMM研究会,沖縄
    • Related Report
      2018 Annual Research Report
  • [Presentation] Study on perceptual matching-pursuit algorithm to create speech representation for speech fingerprint2019

    • Author(s)
      Dung Kim Tran, Nguyen Huy Quoc, Masashi Unoki
    • Organizer
      日本音響学会2019年度春季研究発表会講演,電気通信大学
    • Related Report
      2018 Annual Research Report
  • [Presentation] Study on singular spectrum analysis-based speech watermarking technique with parameter estimation using differential evolution2019

    • Author(s)
      Kasorn Galajit, Jessada Karnjana, Pakinee Aimmanee, and Masashi Unoki,
    • Organizer
      日本音響学会2019年度春季研究発表会講演,電気通信大学
    • Related Report
      2018 Annual Research Report
  • [Presentation] Study on audio information hiding using linear-time variant IIR filter based on cochlear delay characteristics2019

    • Author(s)
      Candy Olivia Mawalim and Masashi Unoki
    • Organizer
      電子情報通信学会EMM研究会,東北大学RIEC
    • Related Report
      2018 Annual Research Report
  • [Presentation] Study on Digital Audio Watermarking Method Based on Singular Spectrum Analysis with Automatic Parameter Estimation Using a Convolutional Neural Network2019

    • Author(s)
      Kasorn Galajit, Jessada Karnjana, Pakinee Aimmanee, and Masashi Unoki
    • Organizer
      電子情報通信学会EMM研究会,東北大学RIEC
    • Related Report
      2018 Annual Research Report
  • [Presentation] Audio/speech information hiding based on human auditory characteristics2018

    • Author(s)
      Masashi Unoki
    • Organizer
      10th International Conference on Knowledge and Systems Engineering (KSE 2018), Ho Chi Minh City
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 聴覚特性に基づいた音響情報ハイディング技術2018

    • Author(s)
      鵜木祐史
    • Organizer
      電子情報通信学会EMM研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Study on speech watermarking method based on spread-spectrum using linear prediction residue2018

    • Author(s)
      Reiya Namikawa and Masashi Unoki
    • Organizer
      2019 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP2019),
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Feasibility of Audio Information Hiding Using Linear Time Variant IIR Filter Based on Cochlear Delay,” Proc.2018

    • Author(s)
      Candy Olivia Mawalim and Masashi Unoki
    • Organizer
      2019 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP2019),
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Digital Audio Watermarking Method Based on Singular Spectrum Analysis with Automatic Parameter Estimation Using a Convolutional Neural Network2018

    • Author(s)
      Kasorn Galajit, Jessada Karnjana, Aakinee Aimmanee and Masahi Unoki
    • Organizer
      Proc. IIHMSP2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Speech Watermarking Technique Based on Singular Spectrum Analysis and Automatic Parameter Estimation using Differential Evolution for Tampering Detection2018

    • Author(s)
      Kasorn Galajit, Mongkonchai Intarauksom, Jessada Karnjana, Pakinee Aimmaneey, and Masashi Unoki
    • Organizer
      Proc. The 13th International Joint Symposium on Artificial Intelligence and Natural Language Processing (iSAI NLP 2018),
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 線形予測残差を用いたスペクトル拡散型電子透かし法の検討2018

    • Author(s)
      並河伶弥,鵜木祐史
    • Organizer
      電子情報通信学会EMM研究会,ホテルこうしゅうえん
    • Related Report
      2018 Annual Research Report
  • [Presentation] Study on speech representation for speech fingerprint using perceptual matching-pursuit algorithm2018

    • Author(s)
      Dung Kim Tran, Nguyen Huy Quoc, Masashi Unoki
    • Organizer
      電子情報通信学会EMM研究会,別府国際コンベンションセンター
    • Related Report
      2018 Annual Research Report
  • [Presentation] Study on speech watermarking based on robust principal component analysis and formant manipulations2018

    • Author(s)
      Shengbei Wang, Weitao Yuan, Jianming Wang, Masashi Unoki,
    • Organizer
      電子情報通信学会EMM研究会,別府国際コンベンションセンター
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Non-parallel Voice Conversion using Convolutional Variational Autoencoder2018

    • Author(s)
      Tuan Vu Ho and Masato Akagi
    • Organizer
      ASJ '2018 Fall Meeting, Ohita Univ.
    • Related Report
      2018 Annual Research Report
  • [Presentation] 線形予測符号化に基づくスペクトル拡散型音声電子透かし法の検討2018

    • Author(s)
      並河伶弥,鵜木祐史
    • Organizer
      第30回電気関係学会北陸支部連合大会, JAIST
    • Related Report
      2018 Annual Research Report
  • [Presentation] 線形予測符号化方式におけるスペクトル拡散型音声電子透かしの検討2018

    • Author(s)
      並河伶弥,鵜木祐史
    • Organizer
      電子情報通信学会EMM研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Speaker-independent control model for mimicking Lombard speech uttered in background noises with various levels2018

    • Author(s)
      Ngo, T. V., Kubo, R., and Akagi, M.
    • Organizer
      日本音響学会2018年度春季研究発表会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Non-parallel training dictionary-based voice conversion with Variational Autoencoder2018

    • Author(s)
      Ho-Tuan Vu and Akagi Masato
    • Organizer
      2018 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing (NCSP'18)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Acoustical rules for mimicking Lombard speech uttered in a various noise level background2017

    • Author(s)
      Ngo, T. V., Kubo, R., and Akagi, M.
    • Organizer
      日本音響学会聴覚研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Toward Affective Speech-to-Speech Translation2017

    • Author(s)
      Masato Akagi
    • Organizer
      日本音響学会聴覚研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Acoustical control method for increasing intelligibility based on Lombard speech uttered in background noises with various levels2017

    • Author(s)
      Ngo, T. V., Kubo, R., and Akagi, M.
    • Organizer
      日本音響学会2017年度秋季研究発表会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Study on speech representation based on spikegram for speech fingerprints2017

    • Author(s)
      Dung Kim Tran and Masashi Unoki
    • Organizer
      The Thirteenth International Conference on Intelligent Information Hiding and Multimedia Signal Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Book] 音響情報ハイディング2018

    • Author(s)
      鵜木祐史,西村竜一,伊藤彰則,西村明,近藤和弘,薗田光太郎
    • Total Pages
      172
    • Publisher
      コロナ社
    • ISBN
      9784339011357
    • Related Report
      2017 Annual Research Report
  • [Remarks] Science Impact

    • URL

      https://www.ingentaconnect.com/content/sil/impact/2020/00002020/00000002/art00008

    • Related Report
      2019 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2022-01-27  

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