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Researcher DataBase - Personal Information : SONOBE Rei

SONOBE Rei
Associate Professor
College of Agriculture - Division of Bioresource Sciences
Faculty of Agriculture - Department of Bioresource Sciences Graduate School of Integrated Science and Technology Department of Agriculture Interfaculty Graduate School of Mountain Watershed
Graduate School of Science and Technology,Research Division - Research of Environmental Science


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Last updated : 2025/12/12 2:05:12

Basic information on teaching staff

【Degrees earned】
2015/3
【research area】
Environmental Science/Agriculture Science - Agricultural environmental engineering and agricultural information engineering
【Academic societies you belong to】
・Japan Society of Photogrammetry and Remote Sensing
・The Japanese Society of Irrigation, Drainage and Rural Engineering
・Japan Association of Surveyors
【Research Seeds】
[1]. ハイパースペクトルデータによる農作物の品質とストレスの同時評価 ( 2021(FY) - ) [Category] 3. 環境・エネルギー [URL]
 

Research information

【Papers, etc.】
[1]. Estimation of chlorophyll and carotenoid content in tea leaves using UAV hyperspectral data with the PROSPECT-D+SAIL model
JARQ : Japan Agricultural Research Quarterly / - (2026) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Yuta TSUCHIYA, Yuhei HIRONO, Haruyuki SEKI, and Rei SONOBE [Notes] 解析及び論文の執筆を担当した.
[2]. Temporal deep learning for multi-crop classification in Hokkaido, Japan using multitemporal SuperDove imagery
Geocarto International 40/1 - 2596969 (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Yuta Tsuchiya and Rei Sonobe [Notes] 解析及び論文の執筆を担当した.
[DOI]
[3]. Optimizing chlorophyll content prediction in tea leaves via spectral transformations and deep learning
BMC Plant Biology / - (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Yuta Tsuchiya, Keita Yoshida, Yoshiki Ishiguro, Jumpei Kawaki, Hiroto Yamashita, Takashi Ikka and Rei Sonobe [Notes] 解析及び論文の執筆を担当した.
[DOI]
[4]. Estimating Chlorophyll Content in Tea Leaves Using Spectral Reflectance and Deep Learning Methods
Ecological Informatics 91/ - 103399 (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Yuta Tsuchiya, Yuhei Hirono and Rei Sonobe [Notes] 解析及び論文の執筆を担当した.
[DOI]
[5]. Chlorophyll and Carotenoid Content Estimation Using Hyperspectral Reflectance Data from a Compact Spectrometer and Fractal-Order Derivative Analysis
International Journal of Remote Sensing / - (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Yuta Tsuchiya, Yuhei Hirono, Haruyuki Seki and Rei Sonobe [Notes] 解析及び論文の執筆を担当した.
[DOI]
【Books, etc.】
[1].
(2021)
[Book type]book(educational)
[Sole author, co-author, or author and editor] contributor
[Author]薗部 礼 [Total page number] 320 [REP page number] 187-191
[2].
(2020)
[Book type]book(educational)
[Sole author, co-author, or author and editor] contributor
[Author]薗部 礼 [Total page number] 127 [REP page number] 63-67
[3]. Hyperspectral Indices and Image Classifications for Agriculture and Vegetation 2nd Edition
CRC Press (2018)
[Book type]book(research)
[Sole author, co-author, or author and editor] joint work
[Author]Quan Wang, Jia Jin, Rei Sonobe, Jing Ming Chen [Range] 27-63
【Academic conference/research presentations】
[1]. GANを用いたALOS-2四偏波SARからRGB画像の生成と評価
日本写真測量学会令和7年度秋季学術講演会 (2025/11/21) other
[Presenter]島岡 裕史,薗部 礼,望月 貫一郎
[Notes] 山形県山形市
[2]. クロロフィルa・bおよびカロテノイド含量の推定におけるVision Transformerの適用
日本写真測量学会令和7年度秋季学術講演会 (2025/11/20) other
[Presenter]薗部 礼,山下寛人,森田明雄,一家崇志
[Notes] 山形県山形市
[3]. PALSAR-2およびPlanetScopeを用いたGANによるSAR-光学画像変換SAR-to-Optical Image Translation Using GANs with PALSAR-2 and PlanetScope
2025年度(第74回)農業農村工学会大会講演会 (2025/9/2) other
[Presenter]薗部 礼
[Notes] 宇都宮大学
[4]. 敵対的生成ネットワークを活用した森林域におけるSAR画像からの光学画像生成
日本写真測量学会令和7年度年次学術講演会 (2025/6/13) other
[Presenter]薗部 礼,飯尾 淳弘,島村 秀樹,望月 貫一郎
[Notes] 東京大学生産技術研究所
[5]. APPLICATION OF PLANETSCOPE DATA TO MONITOR CULTIVATED CROPS
International Symposium on Remote Sensing (ISRS 2025) (2025/5/15) other
[Presenter]YUTA TSUCHIYA, HIROSHI TANI, ATSUSHI KIMURA, REI SONOBE
[Notes] Incheon, Korea
【Grants-in-aid for Scientific Research
[1]. 敵対的生成ネットワーク(GAN)による農作物モニタリングの新展開 ( 2025/4 ~ 2028/3 ) Grant-in-Aid for Scientific Research (C) leader

[2]. 分光反射特性計測とマルチモーダル土壌センシングによる茶園の窒素栄養状態の評価 ( 2025/4 ~ 2028/3 ) Grant-in-Aid for Scientific Research (B) member

[3]. 機械学習を活用した分光反射特性からの茶樹生葉の品質・ストレス評価 ( 2019/4 ~ 2022/3 ) Grant-in-Aid for Scientific Research (C) leader

[4]. リモートセンシングを活用したオアシスのモニタリングに関する研究 ( 2015/8 ~ 2017/3 ) Grant-in-Aid for Research Activity Start-up leader

[5]. リモートセンシングを用いた農業環境のモニタリングに関する研究 ( 2014/4 ~ 2015/3 ) Grant-in-Aid for JSPS Fellows leader
【Awards & Honors】
[1]. Encouragement Award for Applied Surveying Papers Enhancing Crop Classification Using Sentinel-1C SAR Data and GAN-Generated Imagery (2025/8)
[Winner] Rei Sonobe, Hiroshi Tani, Hideki Shimamura and Kan-ichiro Mochizuki [Association] Japan Association of Surveyors
[2]. Shizuoka Council Award for University-Launched Ventures Evaluation of Tea Leaf Quality Utilizing a Micro-Spectrometer (2024/7)
[3]. JSPRS Award (2023/5)
[Association] Japan Society for Photogrammetry and Remote Sensing
[4]. JSPRS Young Researcher Award (2018/5)
[Association] Japan Society of Photogrammetry and Remote Sensing
【Holding academic or research conferences, etc.】
[1]. 日本写真測量学会令和5年度秋季学術講演会 (2023/11)
[Role at conference, etc.] other [Site of conference, etc.] 盛岡市
[2]. 日本写真測量学会 令和5年度年次学術講演会 (2023/5)
[Role at conference, etc.] other [Site of conference, etc.] 東京都
[3]. 日本写真測量学会令和3年度秋季学術講演会 (2021/10)
[Role at conference, etc.] other [Site of conference, etc.] 北海道帯広市
[Notes] ハイブリッド方式(現地開催とWEB開催の併用)
[4]. 日本写真測量学会令和3年度年次学術講演会 (2021/5)
[Role at conference, etc.] other [Site of conference, etc.] 東京都
[Notes] オンライン開催
[5]. 日本写真測量学会令和2年度秋季学術講演会 (2020/11)
[Role at conference, etc.] other [Site of conference, etc.] 郡山中央公民館・勤労青少年ホーム(福島県郡山市)
【Other academic research activity】
[1]. 日本写真測量学会・評議員 (2020/5 )
[2]. Remote Sensing, Reviewer Board (2019/4 )
[3]. 日本写真測量学会・講演会実行委員会 (2017/5 )

Education related information

【Courses being taught this academic year】
[1]. Faculty Course 地域生態環境科学基礎論 (2025(FY) - second semester )
[Notes] 副担当
[2]. Faculty Course AI概論 (2025(FY) - second semester )
[3]. Faculty Course AI演習 (2025(FY) - second semester )
[4]. Faculty Course 情報処理演習 (2025(FY) - second semester )
[Notes] 副担当
[5]. Faculty Course 測量学実習 (2025(FY) - second semester )
[Notes] 副担当
【Number of students advising】
2025(FY)
Number of undergraduate students(senior students) 4
Number of master's course students : 2
Number of doctorate course students (main advisor) : 1
2024(FY)
Number of undergraduate students(junior students) 4
Number of undergraduate students(senior students) 3
Number of master's course students : 0
Number of doctorate course students (main advisor) : 0
2023(FY)
Number of undergraduate students(senior students) 2
Number of master's course students : 2
Number of doctorate course students (main advisor) : 0 Number of doctorate course students (assistant advisor) : 0
2022(FY)
Number of undergraduate students(junior students) 1
Number of undergraduate students(senior students) 2
Number of master's course students : 3
2021(FY)
Number of undergraduate students(junior students) 2
Number of undergraduate students(senior students) 6
Number of master's course students : 2 Number of doctorate course students (assistant advisor) : 5
【Prizes students you are advising won】
[1]. 静岡銀行賞&奨励賞 (2025/1)
[Name of student who received the prize] 島岡 裕史 (Faculty of Agriculture)
[Name of organization that offered the prize] 静岡市産学交流センター

Contributions to society

【Seminar,Workshop, Event, etc.】
[1]. lecture meeting 令和6年度 農業・工業原材料生産と光技術研究会 (2024/10 )
[Details] マイクロ分光器とフラクタル解析を組み合わせた葉内クロロフィル含量推定技術の研究
[Notes] ホテルクラウンパレス浜松
[2]. symposium 静岡大学-遺伝研合同シンポジウム (2023/10 )
[Details] 深層学習によるSAR-光学画像変換
[Notes] 静岡大学/静岡キャンパス理学部B棟202室
[3]. extramural lecture 静岡大学・読売新聞連続市民講座2023「社会を読み解く、社会を拓く」 (2023/7 )
[Details] 人工衛星とAIで切り開くスマート農業の未来
[Notes] あざれあ(静岡県男女共同参画センター)6F 大ホール
[4]. lecture meeting 静岡商工会議所新産業開発振興機構第168回しみず新事業創出研究会 (2023/5 )
[Details] 炭疽病発症の早期検出技術について
[Notes] 静岡商工会議所 清水事務所5階会議室(静岡市清水区相生町6―17)
[5]. seminar リモセン虎の穴 (2023/4 )
[Details] マイクロ分光器を活用した作物のモニタリング
[Notes] オンライン
【News coverage】
[1]. newspaper 『静岡大読売講座 第1回』AI活用スマート農業 (2023/7/9)
[Notes] 読売新聞27面

International contributions

Others