• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Development of a brain information processing imitation based autonomous behavior model with amygdala model

Research Project

Project/Area Number 25330287
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionYamaguchi University

Principal Investigator

OBAYASHI Masanao  山口大学, 創成科学研究科, 教授 (60213849)

Co-Investigator(Kenkyū-buntansha) 小林 邦和  愛知県立大学, 情報科学部, 准教授 (40263793)
呉本 尭  山口大学, 創成科学研究科, 助教 (40294657)
間普 真吾  山口大学, 創成科学研究科, 助教 (70434321)
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
KeywordsAutonomous robot, / Behavior decision model, / Amygdala model, / Emotion model, / Odor identification, / KIII model, / Reinforcement learning, / memory and recall / 情動モデル / 強化学習 / 視覚刺激 / 扁桃体 / 匂い識別 / HSV色空間 / ケプストラ解析 / ファジィ / 意志決定モデル / 脳波パターン認識 / 拡張型強化学習 / 脳情処理模倣型モデル / 行動モデル / 匂い認識システム / 色彩特徴 / ケプストラム分析 / KIIIモデル / 行動決定
Outline of Final Research Achievements

We conducted research on development of an autonomous behavior model of a robot that enables behaviors resembling human behavior based on human emotions, by having a function similar to human amygdala which makes emotional reactions such as anger, sadness, joy based on external stimulus information, and obtained the following three results.
(1) A highly accurate odor identification model was developed. (2) We have proposed and realized the memory and recall method of time series image data which has never developed before, using multiple chaotic neural networks. (3) We realized an autonomous behavior model of robot using emotion control and environment discrimination model that enables behavior of robot resembling human emotional behavior for two cases of a complex system configuration using an amygdala and a simple system configuration that does not use an amygdala.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (38 results)

All 2017 2016 2015 2014 2013

All Journal Article (19 results) (of which Peer Reviewed: 19 results,  Open Access: 11 results,  Acknowledgement Compliant: 13 results) Presentation (18 results) (of which Int'l Joint Research: 9 results) Book (1 results)

  • [Journal Article] A Class Identification Method Using Freeman’s Olfactory KIII Model2016

    • Author(s)
      Masanao Obayashi, Ryohei Suda, Takashi Kuremoto, and Shingo Mabu
    • Journal Title

      Journal of Image and Graphics

      Volume: 4 Pages: 130-135

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Hand Shape Instruction Recognition and Learning System using Growing SOM with Asymmetric Neighborhood Function2016

    • Author(s)
      Takashi Kuremoto, Takuhiro Otani, Masanao Obayashi, Kunikazu Kobayashi, Shingo Mabu
    • Journal Title

      Neurocomputing

      Volume: 188 Pages: 31-41

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A random-forests-based classifier using class association rules and its application to an intrusion detection system2016

    • Author(s)
      Shingo Mabu, Shun Gotoh, Masanao Obayashi, Takashi Kuremoto
    • Journal Title

      Artificial Life and Robotics

      Volume: 21 Issue: 3 Pages: 371-377

    • DOI

      10.1007/s10015-016-0281-x

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] An Evolutionary Algorithm for Making Decision Graphs for Classification Problems2016

    • Author(s)
      Shingo Mabu, Masanao Obayashi, Takashi Kuremoto
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: 3-1 Pages: 45-49

    • NAID

      120006665794

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Combination of Gentic Network Programming and Knapsack Problem to Support Record Clustering on Dsitributed Database2016

    • Author(s)
      Wirarama Wedashwara, Shingo Mabu, Masanao Obayashi, Takashi Kuremnoto
    • Journal Title

      Expert System with Applications

      Volume: Vol. 46 Pages: 15-23

    • DOI

      10.1016/j.eswa.2015.10.006

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Novel Approach to Time Series Forecasting using Deep Learning and Linear Model2016

    • Author(s)
      平田貴臣,呉本尭,小林邦和,間普真吾,大林正直
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 136 Issue: 3 Pages: 348-356

    • DOI

      10.1541/ieejeiss.136.348

    • NAID

      130005132289

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Dynamical Recollection and Storage of Video Images via MCNN and SOM2015

    • Author(s)
      渡邊駿,呉本尭,小林邦和,間普真吾,大林正直
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 135 Issue: 4 Pages: 414-422

    • DOI

      10.1541/ieejeiss.135.414

    • NAID

      130005062222

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Elman Type Recurrent Neural Network with Parametric bias and its Application to Multi-Action learning of robot2015

    • Author(s)
      Takashi Kuremoto, Keita Morisaki, Kunikazu Kobayashi, Shingo Mabu, Masanao Obayashi
    • Journal Title

      ICIC Express Letters part B: Application -- An International journal of Research and Surveys

      Volume: Vol. 6, No.9 Pages: 2361-2369

    • NAID

      40020667077

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Ensemble Learning of Rule-Based Evolutionary Algorithm using Multi-Layer Perceptron for Supporting Decisions in Stock Trading Problems2015

    • Author(s)
      Shingo Mbu, Masanao Obayashi, Takashi Kuremoto
    • Journal Title

      Applied Soft Computing

      Volume: 36 Pages: 351-367

    • DOI

      10.1016/j.asoc.2015.07.020

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Reinforcement Learning with Symbiotic Relationship for Multi-Agent Environments2015

    • Author(s)
      Shingo Mabu, Masanao Obayashi, Takashi Kuremoto
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life

      Volume: Vol 2, No.1 Issue: 1 Pages: 40-45

    • DOI

      10.2991/jrnal.2015.2.1.10

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] On-line rule Updating System using Evolutionary Computation for Managing Distributed Database2015

    • Author(s)
      Wirarama Wedashwara, Shingo Mabu, Masanao Obayashi, Takashi Kuremnoto
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life

      Volume: Vol. 2, no. 2 Issue: 2 Pages: 73-78

    • DOI

      10.2991/jrnal.2015.2.2.2

    • NAID

      120006665792

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A hand shape instruction recognition and learning system using growing SOM with asymmetric neighborhood function2015

    • Author(s)
      Takashi Kuremoto, Keita Morisaki, Masanao Obayashi, Kunikazu Kobayashi, Shingo Mabu
    • Journal Title

      Neurocomputing

      Volume: Vol. 188 Pages: 31-41

    • DOI

      10.1016/j.neucom.2014.10.108

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 自 己融合小脳パーセプ トロン改良モデル利用型制御システムとその合意問題への応用2014

    • Author(s)
      内山祥吾, 大林正直,呉本尭,小林邦 和
    • Journal Title

      電気学会電子・情報・システム部門誌

      Volume: 134 Pages: 990-998

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] The Recollection Characteristics of Generalized MCNN Using Different Control Methods (PDF)2014

    • Author(s)
      Shun Watanabe, Takashi Kuremoto, Shingo Mabu, Masanao Obayashi, Kunikazu Kobayashi:
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life,

      Volume: 1

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Decision Making System of Robots introducing a Re-construction of Emotions Based on Their Own Experiences2014

    • Author(s)
      Shogo Watada, Masanao Obayashi, Takashi Kuremoto, Shingo Mabu, Kunikazu Kobayashi
    • Journal Title

      Journal of Robotics, Networks, and Artificial Life

      Volume: 1 Pages: 27-32

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] マルコフ情動モデルを備えたロボットの行動決定法2014

    • Author(s)
      綿田将悟, 大林正直,呉本尭,小林邦 , 間普真吾
    • Journal Title

      電気学会 論 文誌 C

      Volume: 134 Pages: 85-93

    • NAID

      130003382817

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Decision Making System of Robots Introducting a Reconstruction of Emotions Based on Their Own Experiences2014

    • Author(s)
      Watada S., Obayashi, M., Kuremoto T., Mabu S., Kobayashi, K.
    • Journal Title

      International Journal of Artificial, Complexity and Robotics

      Volume: 1 Pages: 1-5

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Enhanced Decision Making Mechanism of Rule-based Genetic Network Programming for Creating Stock Trading Signals2014

    • Author(s)
      Mabu, S., Hirasawa, K., Obayashi, M. and Kuremoto, T.
    • Journal Title

      Expert Systems with Applications

      Volume: 40 Pages: 6311-6320

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Improved Reinforcement Learning System Using Affective Factors2013

    • Author(s)
      Kuremoto, T., Tsurusaki, T., Kobayashi, K., Mabu, S., and Obayashi, M.
    • Journal Title

      Robotics

      Volume: 2 Pages: 149-164

    • NAID

      120005367887

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Leader-Follower Adaptive Formation Control without Observation of Agent’s Velocity Using Wavelet Neural Network2017

    • Author(s)
      Masanao Obayashi, Takeshi Aridome, Takashi Kuremoto, and Shingo Mabu
    • Organizer
      9th International Conference on Machine Learning and Computing (ICMLC2017)
    • Place of Presentation
      Singapore (Singapore)
    • Year and Date
      2017-02-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Rule - Based Classification System Enhanced by Multi - Objective Genetic Algorithm2017

    • Author(s)
      Kenzoh Azakami, Shingo Mabu, Masanao Obayashi, Takashi Kuremoto
    • Organizer
      The 2017 International Conference on Artificial Life and Robotics (ICAROB2017)
    • Place of Presentation
      シーガイアコンベンションセンター (宮崎県宮崎市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Method of Feature Extraction for EEG Signals Recognition using by ROC curve2017

    • Author(s)
      Takashi Kuremoto, Yuki Baba, Masanao Obayashi, Shingo Mabu, Kunikazu Kobayashi
    • Organizer
      The 2017 International Conference on Artificial Life and Robotics (ICAROB2017)
    • Place of Presentation
      シーガイアコンベンションセンター (宮崎県宮崎市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Forecasting Real Time Series Data using Deep Belief Net and Reinforcement Learning2017

    • Author(s)
      Takaomi Hirata, Takashi Kuremoto, Masanao Obayashi, Shingo Mabu
    • Organizer
      The 2017 International Conference on Artificial Life and Robotics (ICAROB2017)
    • Place of Presentation
      シーガイアコンベンションセンター (宮崎県宮崎市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Leader-Follower Formation Control Using Cerebellar Perceptron Improved Model with Auto-Structuring2016

    • Author(s)
      Masanao Obayashi, Takeshi Aridome, Takashi Kuremoto, and Shingo Mabu
    • Organizer
      19thIEEE International Conference on Computational Science and Engineering (ICCSE2016)
    • Place of Presentation
      Paris (France)
    • Year and Date
      2016-08-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Optimization of Spatio-Spectral Filter Bank Design for EEG Classification2016

    • Author(s)
      Masanao Obayashi, Takuya Geshi, Takashi Kuremoto, Shingo Mabu
    • Organizer
      International Conference on Artificial Life and Robotics (ICAROB2016)
    • Place of Presentation
      沖縄コンベンションセンター(沖縄県宜野湾市)
    • Year and Date
      2016-01-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Efficient Reinforcement learning Using an Adaptive Control of Meta-parameters based on a Marcov Emotional Model2016

    • Author(s)
      Shogo Watada, Masanao Obayashi, Takashi Kuremoto, Shingo Mabu
    • Organizer
      21th International Symposium on Artificial Life and Robotics (ISAROB2016)
    • Place of Presentation
      ビーコンプラザ(大分県別府市)
    • Year and Date
      2016-01-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Extended Q Learning System with Emotion State to Make Up an Agent with Individuakity2015

    • Author(s)
      Masanao Obayashi, Shunsuke Uto, Takashi Kuremoto, Shingo Mabu, Kunikazu Kobayashi
    • Organizer
      7th International Joint Conference on Computational Intelligence (NCTA2015 in IJCCI 2015)
    • Place of Presentation
      リスボンマリオットホテル(ポルトガル、リスボン市)
    • Year and Date
      2015-11-12
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Autonomous Mobile Robot with Functions of Action Learning, Memorizing, Recall and Identifying the Environment Using Gaussian Mixture Model2015

    • Author(s)
      Masanao Obayashi, Taiki Yamane, Takashi Kuremoto, Shingo Mabu, Kunikazu Kobayashi
    • Organizer
      22th International Conference on Neural Information Processing (ICONIP2015)
    • Place of Presentation
      ポーラットイスタンブールホテル(トルコ、イスタンブール市)
    • Year and Date
      2015-11-09
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Learder-Follower Formation Control with an Adaptive Linear and Terminal Sliding Mode Combined Controller Using Auto-Structuring Fuzzy Neural Network2015

    • Author(s)
      Obayashi M., Ishikawa K., Kuremoto T., Mabu S.
    • Organizer
      Proceedings of The Seventh International Conference on Advanced Cognitive Technologies and Applications (Cognitive 2015)
    • Place of Presentation
      フランス、ニース
    • Year and Date
      2015-03-22 – 2015-03-27
    • Related Report
      2014 Research-status Report
  • [Presentation] An Odor Recognition System in Real Environments Using KIII Olfactory Function Model2014

    • Author(s)
      Hikino W., Obayashi M., Kuremoto T., Mabu S.
    • Organizer
      Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014),
    • Place of Presentation
      韓国:忠北大学
    • Year and Date
      2014-12-01 – 2014-12-03
    • Related Report
      2014 Research-status Report
  • [Presentation] A Tracking Control Method for A Two-Wheeled Robot Using Wavelet Neural Network-based Sliding Mode Control2014

    • Author(s)
      Aridome T., Obayashi M., Kuremoto T., Mabu S.
    • Organizer
      Proceedings of The 2nd International Conference on Innovative Application Research and Education (ICIARE 2014)
    • Place of Presentation
      韓国:忠北大学
    • Year and Date
      2014-12-01 – 2014-12-03
    • Related Report
      2014 Research-status Report
  • [Presentation] 色 彩からの印象を考慮した強化学習システム2014

    • Author(s)
      宇都俊佑,大林正直,呉本 尭,間普真吾
    • Organizer
      第23回計測自動制御学会中国支部学術講演会論文集
    • Place of Presentation
      福山大学
    • Year and Date
      2014-11-29
    • Related Report
      2014 Research-status Report
  • [Presentation] 経験 に基づく 情動の再構成を導入したロボットの行動選択システム2013

    • Author(s)
      綿田将悟,大林正直,呉本 尭,小林邦和,間普真吾
    • Organizer
      第4回コンピューテーショナル・インテリジェンス研究会講演会論文集
    • Place of Presentation
      九州大学伊都ゲストハウス(福岡市)
    • Related Report
      2013 Research-status Report
  • [Presentation] 色 彩特徴による情動を考慮した強化学習システム2013

    • Author(s)
      宇都俊佑,大林正直,呉本 尭,間普真吾,小林邦和
    • Organizer
      第22回計測自動制御学会中国支部学術講演会論文集
    • Place of Presentation
      山口大学工学部(山口県宇部市)
    • Related Report
      2013 Research-status Report
  • [Presentation] 情 動を用いたロボットの経路決定法の提案2013

    • Author(s)
      岸 達也,大林正直,呉本 尭,間普真吾,小林邦和
    • Organizer
      第22回計測自動制御学会中国支部学術講演会論文集
    • Place of Presentation
      山口大学工学部(山口県宇部市)
    • Related Report
      2013 Research-status Report
  • [Presentation] An Innovative Metal Task Classification Method with a Hierarchical Structure Based on EEG Data2013

    • Author(s)
      Obayashi, M., Shinkawa, M., Kuremoto, T., Kobayashi, K., Mabu, S.
    • Organizer
      Proceedings of International Conference on Innovative Application Research and Education
    • Place of Presentation
      大連理工大学(大連市,中国)
    • Related Report
      2013 Research-status Report
  • [Presentation] 情 動形成に基づく行動選択システムとその実機 ロボットへの応用2013

    • Author(s)
      綿田将悟,大林正直,呉本 尭,小林邦和,間普真吾
    • Organizer
      第22回計測自動制御学会中国支部学術講演会論文集
    • Place of Presentation
      山口大学工学部(山口県宇部市)
    • Related Report
      2013 Research-status Report
  • [Book] An Emotional Robot in "Studies in Computational Intelligence"2016

    • Author(s)
      Masanao Obayashi, Shunsuke Uto, Takashi Kuremoto, Shingo Mabu, Kunikazu Kobayashi
    • Total Pages
      479
    • Publisher
      Springer
    • Related Report
      2016 Annual Research Report

URL: 

Published: 2014-07-25   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi