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Development of Cellular Neural Networks with Complex Network Structures and their Applications to Information Processing

Research Project

Project/Area Number 16K06357
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Communication/Network engineering
Research InstitutionThe University of Tokushima

Principal Investigator

NISHIO Yoshifumi  徳島大学, 大学院社会産業理工学研究部(理工学域), 教授 (80253227)

Co-Investigator(Kenkyū-buntansha) 上手 洋子  徳島大学, 大学院社会産業理工学研究部(理工学域), 准教授 (80582642)
細川 康輝  四国大学, 経営情報学部, 准教授 (20341266)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2018: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsセルラニューラルネットワーク / 複雑ネットワーク / 非線形回路 / カオス / セルラーニューラルネットワーク / 複雑系ネットワーク / 脳情報処理
Outline of Final Research Achievements

In this study, new complex cellular neural networks including features of complex networks are developed. The proposed networks, whose circuit structure changes according to the input images or which includes delay components partially, could realize the image processing which was difficult by the conventional networks. They were confirmed by circuit experiments, numerical simulations by computers, and theoretical analysis. Further, propagation phenomnea of infromation over the network whose nodes are chaotic circuits were investigated, and the effect of the topology and the connection strengths of the networks on the whole network were clarified.

Academic Significance and Societal Importance of the Research Achievements

本研究で対象とした高機能情報処理システムは、画像処理・パターン認識・データ分類・特徴抽出・データ予測・暗号化・符号化など、工学の様々な分野で必要とされる基盤技術であり、その適用範囲は非常に広いため社会的な波及効果も大きい。
さらに、優れた応用を示すことは、複雑系ネットワークへの一般の関心を集め、複雑系科学、神経科学、非線形回路工学の研究分野の発展にも貢献できる。
複雑系ネットワークは、脳の情報処理モデルとしても期待されているため、本研究の成果は、人間の脳による情報処理モデルとしても期待できる。

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (52 results)

All 2018 2017 2016 Other

All Int'l Joint Research (1 results) Journal Article (24 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 24 results,  Open Access: 18 results,  Acknowledgement Compliant: 8 results) Presentation (27 results) (of which Int'l Joint Research: 27 results,  Invited: 1 results)

  • [Int'l Joint Research] Zurich University of Applied Sciences(スイス)

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Synchronization Phenomena of Chaotic Circuit Networks with Distributed Hub Including Positive and Negative Coupling2018

    • Author(s)
      Shuhei HASHIMOTO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE International Symposium on Circuits and Systems

      Volume: - Pages: 1-5

    • DOI

      10.1109/iscas.2018.8351723

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Producing Complex Networks Using Coupled Oscillatory Circuits with Evolutionary Connections2018

    • Author(s)
      Yoko UWATE, Thomas OTT and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE International Symposium on Circuits and Systems

      Volume: - Pages: 1-5

    • DOI

      10.1109/iscas.2018.8351665

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Two-Layer Cellular Neural Networks with Layer of Delay Output2018

    • Author(s)
      Takahisa ANDO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Workshop on Cellular Nanoscale Networks and their Applications

      Volume: - Pages: 71-74

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning Method Using Acetylcholine among Neurotransmitter in Feed Forward Neural Networks2018

    • Author(s)
      Kazuki NAGAO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 284-287

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Influence of Coupling Strengths on Synchronization Phenomena in Two Rings of Coupled van der Pol Oscillators2018

    • Author(s)
      Daiki NARIAI, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 483-486

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Design of Two Template Cellular Neural Networks for Color Image Processing2018

    • Author(s)
      Yasuteru HOSOKAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International SoC Design Conference

      Volume: - Pages: 162-163

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Synchronization Phenomena of Coupled Chaotic Circuits Network with Coupling Strength Depending on Number of Degree2018

    • Author(s)
      Kyohei FUJII, Shuhei HASHIMOTO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International SoC Design Conference

      Volume: - Pages: 164-165

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Design of Convolutional Neural Network for Classifying Depth Prediction Images from Overhead2018

    • Author(s)
      Akari OURA, Kyohei FUJII, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International SoC Design Conference

      Volume: - Pages: 168-169

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cellular Neural Networks with Partial Delay Output for Image Processing2018

    • Author(s)
      Fumiki SUGANO, Takahisa ANDO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: - Pages: 108-111

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Synchronization of Two Memristor-Based Chaotic Circuits Coupled by Resistor2018

    • Author(s)
      Tsubasa TEZUKA, Kana KOBAYASHI, Yoko UWATE, Yasuteru HOSOKAWA and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: - Pages: 471-474

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Relationship between a Synchronization Rate and a Dopant Mobility of a Memristor on Chaotic Circuits Coupled by Two Memristors2018

    • Author(s)
      Kana KOBAYASHI, Yasuteru HOSOKAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: - Pages: 475-478

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Circuit Design of Two Template Cellular Neural Networks for the Observation of Oscillation Phenomena2018

    • Author(s)
      Yasuteru HOSOKAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: - Pages: 541-544

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Synchronization of Two Different Hierarchical Networks Using Coupled Chaotic Circuits2018

    • Author(s)
      Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: - Pages: 719-722

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Synchronization Phenomena due to Changes in Network Structure of Coupled Chaotic Circuits in Complex Networks2017

    • Author(s)
      Shuhei HASHIMOTO, Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 522-525

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] K-Means Clustering with Modifying Firefly Algorithm2017

    • Author(s)
      Masaki TAKEUCHI, Thomas OTT, Haruna MATSUSHITA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 576-579

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Modeling of Competitive Networks Using Coupled Chaotic Circuits2017

    • Author(s)
      Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 600-603

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Denoising Auto Encoder with Logistic Map2017

    • Author(s)
      Ryuta YOSHIMURA, Shinsaburo KITTAKA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: n/a Pages: 57-60

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Cellular Neural Networks with Switching Three Templates for Image Processing2017

    • Author(s)
      Takahisa ANDO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: n/a Pages: 257-260

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Synchronization Phenomena in Complex Networks of van der Pol Oscillators2017

    • Author(s)
      Kazuki UETA, Seiya KITA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: n/a Pages: 285-288

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Investigation of Spreading Chaotic Behavior in Coupled Chaotic Circuit Networks with Various Features2017

    • Author(s)
      Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: n/a Pages: 337-340

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Improvement of Learning Efficiency Using Noise for Back Propagation in Deep Learning2017

    • Author(s)
      Kazuki NAGAO, Shinsaburo KITTAKA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing

      Volume: n/a Pages: 397-400

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Cellular Neural Networks with Switching Three-Type Templates for Edge Detection2016

    • Author(s)
      Takahisa ANDO, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks

      Volume: n/a Pages: 5-8

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Chaos Propagation of Scale-Free Coupled Chaotic Circuits with Different Topology2016

    • Author(s)
      Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks

      Volume: n/a Pages: 73-74

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Influence of Regional Change in Synchronization of Complex Networks in Coupled Parametrically Excited Oscillators2016

    • Author(s)
      Kosuke OI, Yoko UWATE and Yoshifumi NISHIO
    • Journal Title

      Proceedings of IEEE Workshop on Nonlinear Circuit Networks

      Volume: n/a Pages: 75-78

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Study on Improvement of Learning Ability of the Three-Layer Neural Networks2018

    • Author(s)
      Yuichi, MIYATA, Ryuta YOSHIMURA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Computer Vision and Signal Processing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance of Ant Colony Optimization Changing Characteristics of Pheromone's Reaction2018

    • Author(s)
      Ken KAMIYOTSUMOTO, Masaki TAKEUCHI, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Computer Vision and Signal Processing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effectiveness of Stacked Denoising Autoencoder with Chaotic Noise2018

    • Author(s)
      Ryuta YOSHIMURA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Computer Vision and Signal Processing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena in a Ring of van der Pol Oscillators Coupled by Time-Varying Resistor2018

    • Author(s)
      Toshiya MATSUNASHI, Daiki NARIAI, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Computer Vision and Signal Processing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena in Coupled Chaotic Circuits with Asymmetric Weights Depending on Length2018

    • Author(s)
      Kyohei FUJII, Shuhei HASHIMOTO, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Computer Vision and Signal Processing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Propagation of Chaotic and Periodic Solutions in Ladder Coupled Chaotic Circuits with Different Parameters2018

    • Author(s)
      Katsuya NAKABAI, Katsuki NAKASHIMA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Computer Vision and Signal Processing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Color Image Processing Method in Two Template Cellular Neural Networks2018

    • Author(s)
      Yasuteru HOSOKAWA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Investigation of Learning Accuracy in Cut Out Images Using Convolution Neural Network2018

    • Author(s)
      Yuichi MIYATA, Ryuta YOSHIMURA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena in Coupled van der Pol Oscillators with Hourglass Structure2018

    • Author(s)
      Takumi NARA, Daiki NARIAI, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena in van der Pol Oscillators with Diodes2018

    • Author(s)
      Yuya IKEZOE, Toshiya MATSUNASHI, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Neural Network Changed Characteristics of Rectified Linear Unit Function2018

    • Author(s)
      Toshiya MATSUNASHI, Kazuki NAGAO, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Swarm Intelligence Algorithm Applying for Time-Varying Solutions2018

    • Author(s)
      Ken KAMIYOTSUMOTO, Thomas OTT, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Classifying Overhead Images Predicted Depth by Fully Convolutional Residual Networks with Convolutional Neural Network2018

    • Author(s)
      Shu SUMIMOTO, Ryuta YOSHIMURA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Chaos Applications and Complex Phenomena in Chaotic Circuit Networks2017

    • Author(s)
      Yoshifumi NISHIO
    • Organizer
      IEEE CASS Korean Workshop on Circuits and Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Synchronization in Coupled Chaotic Circuits with Competitive Interactions2017

    • Author(s)
      Yoko UWATE, Yoshifumi NISHIO and Ruedi STOOP
    • Organizer
      International Workshop on Nonlinear Dynamics of Electronic Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] K-Means Clustering Using an Improved Firefly Algorithm Applied to Real World Data Sets2017

    • Author(s)
      Masaki TAKEUCHI, Thomas OTT, Haruna MATSUSHITA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Nonlinear Dynamics of Electronic Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Influence of Chaotic Behavior in Complex Networks by Changing Network Topology2017

    • Author(s)
      Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Nonlinear Maps and their Applications
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena in Rings of Coupled Three van der Pol Oscillators2017

    • Author(s)
      Daiki NARIAI, Minh Hai TRAN, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      International Workshop on Nonlinear Maps and their Applications
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Neural Network Using Artificial Acetylcholine2017

    • Author(s)
      Kazuki NAGAO, Shinsaburo KITTAKA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena in Two Chaotic Circuits Coupled with Memristors and a Resister2017

    • Author(s)
      Kana KOBAYASHI, Yasuteru HOSOKAWA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Investigation of Chaotic Ratio in Random Network by Changing Initial Chaos Position2017

    • Author(s)
      Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      South-East Asia Workshop on Circuits and Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Network with Neurotransmitter in Neural Network2017

    • Author(s)
      Kazuki NAGAO, Shinsaburo KITTAKA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      South-East Asia Workshop on Circuits and Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Influence of Regional Change in Synchronization of Complex Networks in Coupled Parametrically Excited Oscillators with Parameter Mismatch2016

    • Author(s)
      Kosuke OI, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      IEEE CASS Shanghai and Shikoku Chapters Joint Workshop on Circuits and Systems
    • Place of Presentation
      Shanghai (China)
    • Year and Date
      2016-11-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Synchronization Phenomena of Complex Networks Coupled by van der Pol Oscillators2016

    • Author(s)
      Kazuki UETA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      IEEE CASS Shanghai and Shikoku Chapters Joint Workshop on Circuits and Systems
    • Place of Presentation
      Shanghai (China)
    • Year and Date
      2016-11-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Cellular Neural Networks with Switching Two-Type Templates for Image Processing2016

    • Author(s)
      Takahisa ANDO, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Place of Presentation
      Tainan (Taiwan)
    • Year and Date
      2016-07-31
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Chaos Propagation in Coupled Chaotic Circuits as Multi-Ring with Hub Network2016

    • Author(s)
      Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      Taiwan and Japan Conference on Circuits and Systems
    • Place of Presentation
      Tainan (Taiwan)
    • Year and Date
      2016-07-31
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Process of Chaos Propagation as Multi-Ring with Hub Network2016

    • Author(s)
      Takahiro CHIKAZAWA, Yoko UWATE and Yoshifumi NISHIO
    • Organizer
      IEEE CASS Guangzhou and Shikoku Chapters Joint Workshop on Circuits and Systems
    • Place of Presentation
      Guangzhou (China)
    • Year and Date
      2016-07-14
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research

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Published: 2016-04-21   Modified: 2020-03-30  

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