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Study on 3-D swarm intelligence sensing and its engineering application learned from collective flight of bats

Research Project

Project/Area Number 18H03786
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Review Section Medium-sized Section 21:Electrical and electronic engineering and related fields
Research InstitutionDoshisha University

Principal Investigator

Hiryu Shizuko  同志社大学, 生命医科学部, 教授 (70449510)

Co-Investigator(Kenkyū-buntansha) 藤岡 慧明  同志社大学, 研究開発推進機構, 准教授 (00722266)
伊藤 賢太郎  法政大学, 生命科学部, 講師 (20528351)
小林 耕太  同志社大学, 生命医科学部, 教授 (40512736)
長谷 一磨  名古屋大学, 環境学研究科, 学振特別研究員(PD) (60867696)
Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥44,200,000 (Direct Cost: ¥34,000,000、Indirect Cost: ¥10,200,000)
Fiscal Year 2021: ¥9,230,000 (Direct Cost: ¥7,100,000、Indirect Cost: ¥2,130,000)
Fiscal Year 2020: ¥9,620,000 (Direct Cost: ¥7,400,000、Indirect Cost: ¥2,220,000)
Fiscal Year 2019: ¥10,400,000 (Direct Cost: ¥8,000,000、Indirect Cost: ¥2,400,000)
Fiscal Year 2018: ¥14,950,000 (Direct Cost: ¥11,500,000、Indirect Cost: ¥3,450,000)
Keywords生物ソナー / 超音波センシング / 混信回避
Outline of Final Research Achievements

This study aims to elucidate the mechanism of jamming avoidance behavior in acoustic sensing by bats during group flight, and to direct toward knowlegds for engineering applications. Echolocating bats are classified into two types, FM bats and CF-FM bats, based on the difference of ultrasounds. We found that FM bats avoid acoustic interference by changing frequencies, and then also implemented this behavior mechanism in autonomous vehicles and evaluated it through obstacle avoidance driving under interference. As a result, we could confirm that the bat tactic is useful from an engineering standpoint. On the other hand, we also found that the Doppler shift compensation behavior of CF-FM bats reduces the interference of signals from other individuals.

Academic Significance and Societal Importance of the Research Achievements

コウモリは超音波を用いた高度なソナー能力を持つ.本研究はコウモリが周囲の仲間との混信を回避するために行う工夫を明らかにするため,実験室や野生下での集団行動の様子を観察し,種独自に行う混信回避行動を音響的側面から明らかにした.またコウモリに学んだセンシングの知見を基に混信回避アルゴリズムを簡易の自律走行車に実装したところ,その有用性を実証することができ,生物システムの工学的価値の一端を明らかにした.

Report

(5 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (48 results)

All 2022 2021 2020 2019 2018

All Journal Article (13 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 12 results,  Open Access: 8 results) Presentation (33 results) (of which Int'l Joint Research: 8 results,  Invited: 5 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] Bats —Echolocation Specialists in the Air—2022

    • Author(s)
      藤岡 慧明、長谷 一磨、飛龍 志津子
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 61 Issue: 1 Pages: 9-14

    • DOI

      10.11499/sicejl.61.9

    • NAID

      130008143421

    • ISSN
      0453-4662, 1883-8170
    • Year and Date
      2022-01-10
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Echo reception in group flight by Japanese horseshoe bats, Rhinolophus ferrumequinum nippon2022

    • Author(s)
      Kazuma Hase, Yukimi Kadoya, Yuki Takeuchi, Kohta I. Kobayasi and Shizuko Hiryu
    • Journal Title

      Royal Society Open Journal

      Volume: - Issue: 2 Pages: 211597-211597

    • DOI

      10.1098/rsos.211597

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Analysis of echolocation behavior of bats in “echo space” using acoustic simulation2022

    • Author(s)
      Yu Teshima, Yasufumi Yamada, Takao Tsuchiya, Olga Heim, Shizko Hiryu
    • Journal Title

      BMC Biology

      Volume: - Issue: 1 Pages: 222-227

    • DOI

      10.1186/s12915-022-01253-y

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Reconstruction of echoes reaching bats in flight from arbitrary targets by acoustic simulation2022

    • Author(s)
      Teshima Yu、Hasegawa Yuta、Tsuchiya Takao、Moriyama Ryota、Genda Shoko、Kawamura Taku、Hiryu Shizuko
    • Journal Title

      The Journal of the Acoustical Society of America

      Volume: 151 Issue: 3 Pages: 2127-2134

    • DOI

      10.1121/10.0009916

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Three-dimensional trajectory construction and observation of group behavior of wild bats during cave emergence2021

    • Author(s)
      Emyo Fujioka, Mika Fukushiro, Kazusa Ushio, Kyosuke Kohyama, Hitoshi Habe, and Shizuko Hiryu
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: -

    • NAID

      130008054324

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Absence of jamming avoidance and flight path similarity in paired bent-winged bats, Miniopterus fuliginosus2021

    • Author(s)
      Kazuma Hase, Saori Sugihara, Seiya Oka, and Shizuko Hiryu
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: -

    • NAID

      130008054321

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Two-dimensional shape discrimination by sighted people using simulated virtual echoes2021

    • Author(s)
      Fujitsuka Yumi、Sumiya Miwa、Ashihara Kaoru、Yoshino Kazuki、Nagatani Yoshiki、Kobayasi Kohta I.、Hiryu Shizuko
    • Journal Title

      JASA Express Letters

      Volume: 1 Issue: 1 Pages: 011202-011202

    • DOI

      10.1121/10.0003194

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Modulation of acoustic navigation behaviour by spatial learning in the echolocating bat Rhinolophus ferrumequinum nippon2020

    • Author(s)
      Yasufumi Yamada, Yurina Mibe, Yuya Yamamoto, Kentaro Ito, Olga Heim, Shizuko Hiryu
    • Journal Title

      Scientific reports

      Volume: 10 Issue: 1 Pages: 1-15

    • DOI

      10.1038/s41598-020-67470-z

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] コウモリの音響ナビゲーション: 生物に学ぶセンシング技術2019

    • Author(s)
      飛龍志津子,長谷一磨
    • Journal Title

      生体の科学

      Volume: 70 Pages: 155-161

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Ultrasound navigation based on minimally designed vehicle inspired by the bio-sonar strategy of bats2019

    • Author(s)
      Yamada Yasufumi、Ito Kentaro、Tsuji Takumi、Otani Kohei、Kobayashi Ryo、Watanabe Yoshiaki、Hiryu Shizuko
    • Journal Title

      Advanced Robotics

      Volume: 33 Issue: 3-4 Pages: 169-182

    • DOI

      10.1080/01691864.2019.1573470

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Bats enhance their call identities to solve the cocktail party problem2018

    • Author(s)
      Hase Kazuma、Kadoya Yukimi、Maitani Yosuke、Miyamoto Takara、Kobayasi Kohta I、Hiryu Shizuko
    • Journal Title

      Communications Biology

      Volume: 1 Issue: 1 Pages: 1-8

    • DOI

      10.1038/s42003-018-0045-3

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Hearing sensitivity evaluated by the auditory brainstem response in Miniopterus fuliginosus2018

    • Author(s)
      Furuyama Takafumi, Hase Kazuma, Hiryu Shizuko, Kobayasi Kohta I.
    • Journal Title

      The Journal of the Acoustical Society of America

      Volume: 144 Issue: 5 Pages: 436-440

    • DOI

      10.1121/1.5079904

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adaptive frequency shifts of echolocation sounds in Miniopterus fuliginosus according to the frequency-modulated pattern of jamming sounds2018

    • Author(s)
      Maitani Yosuke、Hase Kazuma、Kobayasi Kohta I.、Hiryu Shizuko
    • Journal Title

      The Journal of Experimental Biology

      Volume: - Pages: 1-7

    • DOI

      10.1242/jeb.188565

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Presentation] FMコウモリの混信回避行動のモデル化に関する検討2022

    • Author(s)
      岡誠也,長谷一磨,宮崎奨功,西森拓,白石允梓,山中治,依田憲,小林耕太,飛龍志津子
    • Organizer
      日本音響学会2022年春季研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 自律走行車型ロボットによるコウモリの周波数調整行動の検証2022

    • Author(s)
      西山葉瑠花,長谷川勘太,Victor Broudeau,長谷一磨,山田恭史,浅田隆昭,佐々木晋一,渡部佑真,飛龍志津子
    • Organizer
      日本音響学会2022年春季研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Acoustic relationships of bats to themselves and other individuals during echolocation2022

    • Author(s)
      Shizuko Hiryu
    • Organizer
      ICMMA 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 妨害音声に対する反応に基づく集団飛行時のコウモリのエコーロケーション行動のシミュレーション2021

    • Author(s)
      長谷一磨,岡誠也,杉原沙織,角谷ひなの,宮崎奨功,小林耕太,依田憲,飛龍志津子
    • Organizer
      2021年度日本数理生物学会年会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 音響シミュレーションを用いた飛行するコウモリのエコー復元手法 -復元したエコーから紐解くコウモリの注視対象の推移2021

    • Author(s)
      森山涼太,長谷川雄大,源田祥子,河村拓,手嶋優風
    • Organizer
      第24回 関西支部若手研究者交流研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] サーモホンを用いたコウモリ模倣FM音によるアクティブソナーの検討―ドローンの飛行ノイズに対するロバスト性について―2021

    • Author(s)
      山田恭史・渡部佑真・佐々木晋一・浅田隆昭・飛龍志津子
    • Organizer
      日本音響学会2021年秋季研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 洞窟出巣時における野生コウモリの三次元軌跡計測と集団飛行パターンの分析2021

    • Author(s)
      牛尾和嵯・藤岡慧明・ 波部斉・飛龍志津子
    • Organizer
      第40回日本動物行動学会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 生物集団の軌跡から相互作用の規則を学習するための拡張行動モデル2021

    • Author(s)
      藤井 慶輔; 武石 直也; 筒井 和詩; 藤岡 慧明; 西海 望; 田中 良弥; 福代 三華; 井出 薫; 河野 裕美; 依田憲; 高橋 晋; 飛龍 志津子; 河原 吉伸
    • Organizer
      第24回情報論的学習理論ワークショップ (IBIS2021)
    • Related Report
      2021 Annual Research Report
  • [Presentation] サーモホンによるコウモリの周波数調整行動の基礎的研究2020

    • Author(s)
      西山葉瑠花,久保田智也,手嶋優風,長谷一磨,浅田隆昭, 佐々木晋一,Dennis Heim
    • Organizer
      第23回 関西支部若手研究者交流研究発表会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 妨害音声の呈示頻度に依存するコウモリ音声の変化は集団飛行時の周波数調整行動を説明するか?2020

    • Author(s)
      長谷一磨、杉原沙織、岡誠也、角谷ひなの、小林耕太、飛龍志津子
    • Organizer
      第39回 日本動物行動学会大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] サーモホン搭載型自律走行車によるコウモリの超音波周波数調整行動の工学的検証2020

    • Author(s)
      久保田智也,Dennis M. Heim,手嶋優風,長谷一磨, 山田恭史,浅田隆昭,佐々木晋一,飛龍志津子
    • Organizer
      第39回 日本動物行動学会大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 3D Acoustic Localization Based on Echolocation Strategy of Bats2020

    • Author(s)
      Yasufumi Yamada, Yuma Watabe, Shizuko Hiryu, Ryo Kobayashi
    • Organizer
      2020 IEEE/SICE International Symposium on System Integration
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of Object Localization System with Thermophone2019

    • Author(s)
      Shoya Nakade, Kohei Otani, Takaaki Asada, Shinichi Sasaki, Shizuko Hiryu
    • Organizer
      IEEE IUS 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Investigation of obstacle avoidance algorithm in paired-driving autonomous mobile robots revealed by mimicking ultrasonic sensing in bats2019

    • Author(s)
      Tomoya Kubota, Shoya Nakade, Yasufumi Yamada, Takaaki Asada, Shinichi Sasaki, Shizuko Hiryu
    • Organizer
      The 178th Meeting of the Acoustical Society of America (ASA)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] コウモリのハイブリッド超音波センシング術を模倣した自律走行ロボットによる験 2台走行実験2019

    • Author(s)
      久保田智也、中出翔也、大谷倖平、小林耕太、飛龍志津子
    • Organizer
      ロボメック講演会 2019 in Hiroshima
    • Related Report
      2019 Annual Research Report
  • [Presentation] コウモリの生物ソナーシステム2019

    • Author(s)
      飛龍志津子
    • Organizer
      第三回 和光-精神神経懇話会
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] コウモリの超音波センシングを模倣した自律走行ロボット2台による障害物回避アルゴリズムの検討2019

    • Author(s)
      久保田智也, 中出翔也 ,吉野寿紀 , 山田恭史,藤澤隆介 ,小林耕太 ,飛龍志津子
    • Organizer
      数理生物学会
    • Related Report
      2019 Annual Research Report
  • [Presentation] コウモリのペア飛行時における超音波パルスの音響特性ならびに飛行軌跡に関する検討2019

    • Author(s)
      杉原 沙織,竹内 由紀,長谷 一磨,高山 真太朗,Ardakani Ilya,橋本 浩一,飛龍 志津子
    • Organizer
      日本動物学会第90回大阪大会 2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] ステレオカメラを用いた野生コウモリの出巣時における集団飛行メカニズムの検討2019

    • Author(s)
      福代三華,浅野幸輝, 藤岡慧明,飛龍志津子
    • Organizer
      日本動物学会第90回大阪大会 2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] 音響テレメトリ計測で解き明かすコウモリの集団飛行時の混信回避行動2019

    • Author(s)
      長谷一磨,角屋志美,竹内由紀,小林耕太, 飛龍志津子
    • Organizer
      日本動物行動学会第38回大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Mathematical model for flight of bats in a bounded space2019

    • Author(s)
      Kentaro Ito, Yasufumi Yamada and Shizuko Hiryu
    • Organizer
      SWARM2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] Learning from biosonar system - laboratory and field studies on acoustic navigation of bats2019

    • Author(s)
      Shizuko Hiryu
    • Organizer
      Reinforcement Learning & Biological Intelligence, Learning from biology, learning for biology
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] コウモリの超音波センシングシステムの工学的検証 ―サーモホンと共振型センサによるコウモリの障害物回避アルゴリズムの比較・検討―2019

    • Author(s)
      大谷倖平,中出翔也,山田恭史,飛龍志津子
    • Organizer
      日本音響学会 2019年春季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Adaptive changes in acoustic features of pulses emitted by echolocating bats during group flight2018

    • Author(s)
      Kazuma Hase, Yukimi Kadoya, Yosuke Maitani, Takara Miyamoto, Kohta I. Kobayasi, Shizuko Hiryu
    • Organizer
      Biosonar Sattelite Symposium, ICN 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bats decrease the similarity of their calls to solve the problem of signal jamming by conspecifics2018

    • Author(s)
      Kazuma Hase, Yukimi Kadoya, Yosuke Maitani, Takara Miyamoto, Kohta I. Kobayasi, Shizuko Hiryu
    • Organizer
      ICN 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Echolocating bats modulate sonar emission rates based on interaction with other individuals2018

    • Author(s)
      Yuki Takeuchi, Yukimi Kadoya, Kazuma Hase, Kohta I. Kobayasi, Shizuko Hiryu
    • Organizer
      ICN 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Echolocating bats adaptively change acoustic characteristics of their vocalization depending on time - frequency structures of jamming sounds2018

    • Author(s)
      Yosuke Maitani, Kazuma Hase, Kohta Kobayasi, Shizuko Hiryu
    • Organizer
      ICN 2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] Learning future engineering from acoustic navigation of bats2018

    • Author(s)
      Shizuko Hiryu
    • Organizer
      20th CiNet Monthly Seminar
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 集団飛行時のエコーロケーション音声混信に対するコウモリのエコー抽出戦略 -ワイヤレスマイクロホンを用いた各コウモリのパルス・エコー音響分析-2018

    • Author(s)
      竹内由紀,角屋志美,長谷一磨,小林耕太,飛龍志津子
    • Organizer
      海洋音響学会2018年度研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 音声のプレイバックによるコウモリの混信回避メカニズムの検討2018

    • Author(s)
      間井谷洋祐・長谷一磨・小林耕太・飛龍志津子
    • Organizer
      日本動物行動学会第37回大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 生物に学ぶ先端的センシング技術2018

    • Author(s)
      飛龍志津子
    • Organizer
      マクセル(株)技術教育分科会 先端技術講演会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] コウモリのエコーロケーションに学ぶ2018

    • Author(s)
      飛龍志津子
    • Organizer
      第24回コウモリフェスティバル2018 in 三重
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] コウモリの超音波センシングを模擬した自律走行車型ロボット ~複数台走行を目指した音響ナビゲーション戦略の検討~2018

    • Author(s)
      久保田智也,大谷倖平,中出翔也,山田恭史
    • Organizer
      日本音響学会 関西支部 若手研究者交流研究発表会
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 物体検知装置2019

    • Inventor(s)
      飛龍志津子,大谷倖平,中出翔也,浅田隆昭,佐々木晋一
    • Industrial Property Rights Holder
      飛龍志津子,大谷倖平,中出翔也,浅田隆昭,佐々木晋一
    • Industrial Property Rights Type
      特許
    • Filing Date
      2019
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 物体検知装置2019

    • Inventor(s)
      飛龍志津子,大谷倖平,中出翔也,浅田隆昭,佐々木晋
    • Industrial Property Rights Holder
      飛龍志津子,大谷倖平,中出翔也,浅田隆昭,佐々木晋
    • Industrial Property Rights Type
      特許
    • Filing Date
      2019
    • Related Report
      2018 Annual Research Report

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Published: 2018-04-23   Modified: 2023-01-30  

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