生物ナビゲーションのシステム科学

• Project Area: Systems Science of Bio-navigation
• Project/Area Number: 21H00448
• Research Category: Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)
• Allocation Type: Single-year Grants
• Review Section: Complex systems
• Research Institution: Tohoku University
• Principal Investigator: 橋本 浩一 東北大学, 情報科学研究科, 教授 (80228410)
• Co-Investigator(Kenkyū-buntansha): 木村 幸太郎 名古屋市立大学, 大学院理学研究科, 教授 (20370116) ; 前川 卓也 大阪大学, 情報科学研究科, 准教授 (50447025) ; 小川 宏人 北海道大学, 理学研究院, 教授 (70301463)
• Project Period (FY): 2021-04-01 – 2022-03-31
• Project Status: Completed (Fiscal Year 2021)
• Budget Amount: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000); Fiscal Year 2021: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
• Keywords: 生物移動情報学 / 制御工学 / データ科学 / 生態学 / 神経科学 / ナビゲーション / ログボット

Outline of Research at the Start

本領域の成果取りまとめでは、（１）生物移動情報学の新たな学術体系としてのまとめ、（２）学術界への成果の発信、および、（３）社会・国民への幅広い成果の発信を行う。そして、得られた取りまとめ成果を、工学、情報、生態、神経科学のコミュニティおよび社会・国民に成果を幅広く発信するとともに、創設した学術領域の浸透を目的とする。

Outline of Annual Research Achievements

本領域では「ヒトや動物の移動行動を計測し、分析し、モデルとして理解し、検証する」という新たな学問分野を創設することを目指した。積極的な異分野融合研究の成果として、最先端の小型多次元センサデバイスであるログボット（ロギングロボット）のハードウェア開発、および計測された多次元移動情報からのデータ駆動型分析プラットフォーム群を開発した。さらに本領域で得られた様々な動物種のデータに適用することによる、動物のこれまでに知られていなかった生態の解明や、生物ナビゲーションの数理モデル化などに成功した。
成果取りまとめの2021年度に19報の論文が採択された。主な論文は以下に紹介する。(1) ドメイン敵対的学習を用いて異種横断行動解析を行う手法を提案した。(2) 視覚／聴覚VRシステムを用いた音源定位行動における視覚入力の影響を調査した。(3) 逃避行動をモデルとした移動運動の方向制御について，その刺激依存性と下行性神経制御機構に関する研究を行った。(4) 動運動の方向制御に対する触角機械感覚入力の影響に関する研究を行った。(5) 公募研究の岩谷班が開発した無限遠平面装置を用いて，運動状態依存的な気流逃避行動の変化を解析した。
また主なアウトリーチ活動として、以下の項目を実施した。(1) Nature Indexにて木村Gと前川Gを中心とする７つの計画班・公募班の共同研究）に関する取材記事 "The challenge of leading interdisciplinary research projects"が紹介。(2) NHK-BS ヒューマニエンスにて木村Gと橋本Gの共同研究が紹介。(3) 公益財団法人テルモ生命科学振興財団 生命科学DOKIDOKI研究室での木村Gの紹介。

Research Progress Status

令和3年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

令和3年度が最終年度であるため、記入しない。

Research Products

• [Int'l Joint Research] コロンビア大学 Hillman研究室(米国)
• [Int'l Joint Research] Swansea University(英国)
• [Int'l Joint Research] CONICET(アルゼンチン)
• [Int'l Joint Research] CNRS(フランス)
• [Journal Article] IndoLabel: Predicting Indoor Location Class by Discovering Location-Specific Sensor Data Motifs (2022)
  • Author(s): Dissanayake Thilina、Maekawa Takuya、Hara Takahiro、Miyanishi Taiki、Kawanabe Motoaki
  • Journal Title: IEEE Sensors Journal Volume: 22 Issue: 6 Pages: 5372-5385
  • DOI: 10.1109/jsen.2021.3102916
  • Peer Reviewed / Open Access
• [Journal Article] Tracking Moving Cells in 3D Time Lapse Images Using 3DeeCellTracker (2022)
  • Author(s): Wen Chentao、Kimura Koutarou
  • Journal Title: BIO-PROTOCOL Volume: 12 Issue: 4
  • DOI: 10.21769/bioprotoc.4319
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Spatial perception mediated by insect antennal mechanosensory system (2022)
  • Author(s): Ifere Nwuneke Okereke、Shidara Hisashi、Sato Nodoka、Ogawa Hiroto
  • Journal Title: Journal of Experimental Biology Volume: 225 Issue: 4 Pages: 243276-243276
  • DOI: 10.1242/jeb.243276
  • Peer Reviewed / Open Access
• [Journal Article] Action selection based on multiple-stimulus aspects in wind-elicited escape behavior of crickets (2022)
  • Author(s): Sato Nodoka、Shidara Hisashi、Ogawa Hiroto
  • Journal Title: Heliyon Volume: 8 Issue: 1 Pages: e08800-e08800
  • DOI: 10.1016/j.heliyon.2022.e08800
  • Peer Reviewed / Open Access
• [Journal Article] Roles of neural communication between the brain and thoracic ganglia in the selection and regulation of the cricket escape behavior (2022)
  • Author(s): Sato Nodoka、Shidara Hisashi、Kamo Shunsuke、Ogawa Hiroto
  • Journal Title: Journal of Insect Physiology Volume: 139 Pages: 104381-104381
  • DOI: 10.1016/j.jinsphys.2022.104381
  • Peer Reviewed
• [Journal Article] Central projections of cercal giant interneurons in the adult field cricket, Gryllus bimaculatus (2022)
  • Author(s): Hiroki Yamao, Hisashi Shidara, Hiroto Ogawa
  • Journal Title: The Journal of Comparative Neurology Volume: - Issue: 13 Pages: 2372-2384
  • DOI: 10.1002/cne.25336
  • Peer Reviewed
• [Journal Article] Development of Data Logger Separator for Bio-Logging of Wild Seabirds (2021)
  • Author(s): Abe Takuma、Kubo Natsumi、Abe Kazuki、Suzuki Hirokazu、Mizutani Yuichi、Yoda Ken、Tadakuma Riichiro、Tsumaki Yuichi
  • Journal Title: Journal of Robotics and Mechatronics Volume: 33 Issue: 3 Pages: 446-456
  • DOI: 10.20965/jrm.2021.p0446
  • NAID: 130008054351
  • ISSN: 0915-3942, 1883-8049
  • Year and Date: 2021-06-20
  • Peer Reviewed / Open Access
• [Journal Article] Localization of Flying Bats from Multichannel Audio Signals by Estimating Location Map with Convolutional Neural Networks (2021)
  • Author(s): Fujimori Kazuki、Raytchev Bisser、Kaneda Kazufumi、Yamada Yasufumi、Teshima Yu、Fujioka Emyo、Hiryu Shizuko、Tamaki Toru
  • Journal Title: Journal of Robotics and Mechatronics Volume: 33 Issue: 3 Pages: 515-525
  • DOI: 10.20965/jrm.2021.p0515
  • NAID: 130008054333
  • ISSN: 0915-3942, 1883-8049
  • Year and Date: 2021-06-20
  • Peer Reviewed / Open Access
• [Journal Article] Auditory Virtual Reality for Insect Phonotaxis (2021)
  • Author(s): Ando Noriyasu、Shidara Hisashi、Hommaru Naoto、Ogawa Hiroto
  • Journal Title: Journal of Robotics and Mechatronics Volume: 33 Issue: 3 Pages: 494-504
  • DOI: 10.20965/jrm.2021.p0494
  • NAID: 130008054358
  • ISSN: 0915-3942, 1883-8049
  • Year and Date: 2021-06-20
  • Peer Reviewed
• [Journal Article] Capture of flying insects by Black-tailed Gulls <i>Larus crassirostris</i> over inland and offshore areas (2021)
  • Author(s): MIZUTANI Yuichi、SUZUKI Hirokazu、MAEKAWA Takuya、KORPELA Joseph、MIYATAKE Takahisa、KOSHIYAMA Yozo、YODA Ken
  • Journal Title: Japanese Journal of Ornithology Volume: 70 Issue: 1 Pages: 53-60
  • DOI: 10.3838/jjo.70.53
  • NAID: 130008038037
  • ISSN: 0913-400X, 1881-9710
  • Year and Date: 2021-04-23
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Cross-species behavior analysis with attention-based domain-adversarial deep neural networks (2021)
  • Author(s): Maekawa Takuya、Higashide Daiki、Hara Takahiro、Matsumura Kentarou、Ide Kaoru、Miyatake Takahisa、Kimura Koutarou D.、Takahashi Susumu
  • Journal Title: Nature Communications Volume: 12 Issue: 1 Pages: 5519-5519
  • DOI: 10.1038/s41467-021-25636-x
  • Peer Reviewed / Open Access
• [Journal Article] Automatic identification of differences in behavioral co-occurrence between groups (2021)
  • Author(s): Tian Yiming、Maekawa Takuya、Korpela Joseph、Amagata Daichi、Hara Takahiro、Matsumoto Sakiko、Yoda Ken
  • Journal Title: Animal Biotelemetry Volume: 9 Issue: 1
  • DOI: 10.1186/s40317-021-00242-2
  • Peer Reviewed / Open Access
• [Journal Article] Fine-scale body and head movements allow to determine prey capture events in the Magellanic Penguin (Spheniscus magellanicus) (2021)
  • Author(s): Del Cano Monserrat、Quintana Flavio、Yoda Ken、Dell’Omo Giacomo、Blanco Gabriela S.、Gomez-Laich Agustina
  • Journal Title: Marine Biology Volume: 168 Issue: 6
  • DOI: 10.1007/s00227-021-03892-1
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] Wireless logging of extracellular neuronal activity in the telencephalon of free-swimming salmonids (2021)
  • Author(s): Susumu Takahashi, Takumi Hombe, Riku Takahashi, Kaoru Ide, Shinichiro Okamoto, Ken Yoda, Takashi Kitagawa and Yuya Makiguchi
  • Journal Title: Animal Biotelemetry Volume: 9 Issue: 1 Pages: 9-9
  • DOI: 10.1186/s40317-021-00232-4
  • Peer Reviewed / Open Access
• [Journal Article] Annual variations in the migration routes and survival of pelagic seabirds over mountain ranges (2021)
  • Author(s): Yoda Ken、Okumura Masanari、Suzuki Hirokazu、Matsumoto Sakiko、Koyama Shiho、Yamamoto Maki
  • Journal Title: Ecology Volume: 102 Issue: 6
  • DOI: 10.1002/ecy.3297
  • Peer Reviewed / Open Access
• [Journal Article] Contribution of flippers and dorsal fins to the lateral/directional inherent stability during straight‐line swimming in small cetaceans (2021)
  • Author(s): Okamura T.、Akune Y.、Mori T.、Morisaka T.、Otomo W.、Wakabayashi I.、Watanabe S.、Yoda K.
  • Journal Title: Journal of Zoology Volume: 315 Issue: 3 Pages: 165-174
  • DOI: 10.1111/jzo.12915
  • Peer Reviewed
• [Journal Article] Exhausted with foraging: Foraging behavior is related to oxidative stress in chick-rearing seabirds (2021)
  • Author(s): Koyama Shiho、Mizutani Yuichi、Yoda Ken
  • Journal Title: Comparative Biochemistry and Physiology Part A: Molecular &amp; Integrative Physiology Volume: 258 Pages: 110984-110984
  • DOI: 10.1016/j.cbpa.2021.110984
  • Peer Reviewed
• [Journal Article] How often should dead-reckoned animal movement paths be corrected for drift? (2021)
  • Author(s): Gunner Richard M. et.al.
  • Journal Title: Animal Biotelemetry Volume: 9 Issue: 1 Pages: 43-43
  • DOI: 10.1186/s40317-021-00265-9
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Presentation] Acceleration-based Human Activity Recognition of Packaging Tasks Using Motif-guided Attention Networks (2022)
  • Author(s): Jaime Morales, Naoya Yoshimura, Qingxin Xia, Atsushi Wada, Yasuo Namioka, Takuya Maekawa
  • Organizer: IEEE Int'l Conf. on Pervasive Computing and Communications (PerCom 2022)
  • Int'l Joint Research
• [Presentation] Wi-Fi CSI-Based Activity Recognition with Adaptive Sampling Rate Selection (2021)
  • Author(s): Yuka Tanno, Takuya Maekawa, Takahiro Hara
  • Organizer: 18th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MobiQuitous 2021)
  • Int'l Joint Research
• [Presentation] Comparative Analysis of High- and Low-Performing Factory Workers with Attention-Based Neural Networks (2021)
  • Author(s): Qingxin Xia, Atsushi Wada, Takanori Yoshii, Yasuo Namioka, Takuya Maekawa
  • Organizer: 18th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MobiQuitous 2021)
  • Int'l Joint Research
• [Presentation] WeakCounter: Acceleration-based Repetition Counting of Actions with Weakly Supervised Learning (2021)
  • Author(s): Yuuki Nishino, Takuya Maekawa, Takahiro Hara
  • Organizer: International Symposium on Wearable Computers (ISWC 2021)
  • Int'l Joint Research
• [Presentation] Roles of neural signals descending from and ascending to the brain in the cricket escape behavior. (2021)
  • Author(s): Ogawa, H., Sato, N., Shidara, H
  • Organizer: 50th Annual Meeting of Society for Neuroscience
  • Int'l Joint Research
• [Presentation] Mechanosensory antennal inputs modulate cercal-mediated escape behavior in crickets. (2021)
  • Author(s): Ifere, O. N., Shidara, H., Sato, N., Ogawa, H.
  • Organizer: 50th Annual Meeting of Society for Neuroscience
  • Int'l Joint Research
• [Presentation] Cricket changes their wind-elicited escape behavior depending on locomotion states. (2021)
  • Author(s): Kiuchi, K., Shidara, H., Iwatani, Y., Ogawa, H.
  • Organizer: 50th Annual Meeting of Society for Neuroscience
  • Int'l Joint Research
• [Presentation] 3DeeCellTracker: a deep learning-based method for tracking cells in 3D time lapse images (2021)
  • Author(s): Wen C, Kimura K.
  • Organizer: The 15th IEEE International Conference on Nano/Molecular Medicine & Engineering (IEEE-NANOMED 2021)
  • Int'l Joint Research / Invited