静岡大学

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Researcher DataBase - Personal Information : SONOBE Rei

Papers, etc.

【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] [6]. Enhancing Crop Classification Using Sentinel-1C SAR Data and GAN-Generated Imagery Journal of applied survey technology 36/ 5-16 (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 薗部　礼，谷　宏，島村　秀樹，望月　貫一郎 [Notes] データの解析，論文作成全般を担当した。 [7]. Crop Classification Using Time-Series Sentinel-1 SAR Data: A Comparison of LSTM, GRU, and TCN with Attention Remote Sensing 17/12 - 2095 (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] 論文全体の執筆，確認を行った。 [DOI] [8]. Improving crop classification accuracy using Sentinel-1 C-SAR data and GAN-generated optical images Journal of Applied Remote Sensing 19/2 - 024505 (2025) [Refereed] refereed [Internationally co-authored papers] internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Hiroshi Tani, Meher Zadi, Hideki Shimamura, Kan-ichiro Mochizuki [Notes] データの作成，論文作成全般を担当した。 [DOI] [9]. Addition of fake imagery generated by generative adversarial networks for improving crop classification Advances in Space Research 74/7 2901-2914 (2024) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Hiroshi Tani, Hideki Shimamura, Kan-ichiro Mochizuki [Notes] データの解析，論文作成の全般を担当した。 [DOI] [10]. Carotenoid Content Estimation in Tea Leaves Using Noisy Reflectance Data Remote Sensing 15/17 - 4303 (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe and Yuhei Hirono [Notes] 分光計測，解析及び執筆を行った． [DOI] [11]. Comparison of SAR-Optical translation frameworks based on Generative Adversarial Networks (GAN) Journal of the Japan Society of Photogrammetry and Remote Sensing / - (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 薗部　礼, 関　晴之, 飯尾　淳弘, 島村　秀樹, 望月　貫一郎, 齋藤　元也, 吉野　邦 [Notes] 解析及び論文作成全般を担当した． [12]. Applying Variable Selection Methods and Preprocessing Techniques to Hyperspectral Reflectance Data to Estimate Tea Cultivar Chlorophyll Content Remote Sensing 15/1 - 19 (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe and Yuhei Hirono [Notes] 論文を執筆した． [URL] [DOI] [13]. Use of spectral reflectance from a compact spectrometer to assess chlorophyll content in Zizania latifolia Geocarto International 37/18 5363-5375 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Hiroto Yamashita, Adenan Yandra Nofrizal, Haruyuki Seki, Akio Morita, Takashi Ikka [Notes] 解析及び論文作成全般を担当した． [DOI] [14]. Adding simulated NDVI images can be effective for identifying crop types from Sentinel-1 C-SAR data Journal of the Japan Society of Photogrammetry and Remote Sensing 61/5 332-338 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 薗部礼, 関晴之, 島村秀樹, 望月貫一郎, 齋藤元也, 吉野邦彦, 谷宏 [Notes] 解析及び論文の執筆を担当した。 [15]. Evaluation of a one-dimensional convolution neural network for chlorophyll content estimation using a compact spectrometer Remote Sensing 14/9 - 1997 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Adenan Yandra Nofrizal, Rei Sonobe, Hiroto Yamashita, Haruyuki Seki, Harumi Mihara, Akio Morita and Takashi Ikka [Notes] 解析及び論文執筆を担当した． [DOI] [16]. Estimating chlorophyll content of Zizania latifolia with hyperspectral data and random forest. International Journal of Engineering and Geosciences, 7/3 221-228 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] Adenan Yandra Nofrizal, Rei Sonobe, Hiroto Yamashita, Akio Morita, Takashi Ikka [Notes] 解析用のコードの作成，論文の執筆を担当した． [17]. 61/2 80-87 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 薗部礼, 関晴之, 島村秀樹, 望月貫一郎, 齋藤元也, 吉野邦彦 [Notes] 解析及び論文の執筆を行った． [18]. 61/1 4-13 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 薗部礼, 廣野祐平, 関晴之 [Notes] データ解析及び執筆を担当した． [19]. Hyperspectral wavelength selection for estimating chlorophyll content of muskmelon leaves European Journal of Remote Sensing 54/1 512-523 (2021) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Yudai Sugimoto, Ryohei Kondo, Haruyuki Seki, Erika Sugiyama, Yoshikazu Kiriiwa, Katsumi Suzuki [Notes] 論文の執筆及びデータの解析を担当した． [DOI] [20]. Potential of spectroscopic analyses for non-destructive estimation of tea quality-related metabolites in fresh new leaves Scientific Reports 11/4169 - (2021) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Hiroto Yamashita, Rei Sonobe, Yuhei Hirono, Akio Morita, Takashi Ikka [Notes] 解析の一部を担当した． [DOI] [21]. Hyperspectral reflectance sensing for quantifying leaf chlorophyll content in wasabi leaves using spectral pre-processing techniques and machine learning algorithms International Journal of Remote Sensing 42/4 1311-1329 (2021) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Hiroto Yamashita, Harumi Mihara, Akio Morita, Takashi Ikka [Notes] 解析及び論文作成全般を担当した． [DOI] [22]. Crop Classification by Machine Learning Algorithm Combined X-band and C-band SAR Data Journal of the Japan Society of Photogrammetry and Remote Sensing 59/6 259-274 (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] 山谷祐貴・薗部礼・小林伸行・望月貫一郎・王秀峰・谷宏 [23]. Dissection of hyperspectral reflectance to estimate nitrogen and chlorophyll contents in tea leaves based on machine learning algorithms Scientific Reports 10/ 17360- (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Hiroto Yamashita, Rei Sonobe, Yuhei Hirono, Akio Morita, Takashi Ikka [Notes] 解析の一部を担当した． [URL] [DOI] [24]. Estimation of Leaf Chlorophyll a, b and Carotenoid Contents and Their Ratios Using Hyperspectral Reflectance Remote Sensing 12/19 3265- (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Hiroto Yamashita, Harumi Mihara, Akio Morita, Takashi Ikka [Notes] 解析及び論文作成全般を担当した． [URL] [DOI] [25]. Quantifying chlorophyll-a and b content in tea leaves using hyperspectral reflectance and deep learning Remote Sensing Letters 11/10 933-942 (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Yuhei Hirono, Ayako Oi [Notes] 解析及び論文作成全般を担当した． [URL] [DOI] [26]. Non-destructive detection of tea leaf chlorophyll content using hyperspectral reflectance and machine learning algorithms Plants 9/3 368- (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Yuhei Hirono, Ayako Oi [Notes] 解析及び論文作成全般を担当した。 [URL] [DOI] [27]. Crop classification using spectral indices derived from Sentinel-2A imagery Journal of Information and Telecommunication 4/1 67-90 (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Nobuyuki Kobayashi, Hiroshi Tani, Xiufeng Wang, Rei Sonobe [Notes] 解析および論文作成において貢献した。 [DOI] [28]. Crop classification with multi-temporal and dual-polarimetric TerraSAR-X data Journal of the Japan society of photogrammetry and remote sensing 58/5 250-254 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 難波尚樹・薗部礼・谷宏・小林伸行・望月貫一郎 [29]. Crop growth monitoring using multi-temporal TerraSAR-X dual-polarimetric data Journal of the Japan society of photogrammetry and remote sensing 58/5 255-259 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 杉山絵里香・薗部礼・谷宏・小林伸行・望月貫一郎 [30]. Estimating leaf chlorophyll content of shade grown tea based on PROSPECT model inversion Journal of the Japan society of photogrammetry and remote sensing 58/5 260-264 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 林明日香・薗部礼・佐野智人・堀江秀樹 [31]. Evaluation of the use of hyperspectral reflectance for estimating Theanine content in tea leaves Journal of the Japan society of photogrammetry and remote sensing 58/5 265-269 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] 薗部礼・佐野智人・堀江秀樹 [32]. Combining ASNARO-2 XSAR HH and Sentinel-1 C-SAR VH/VV Polarization Data for Improved Crop Mapping Remote Sensing 11/16 1920- (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe [URL] [DOI] [33]. Evaluating metrics derived from Landsat 8 OLI imagery to map crop cover Geocarto International 34/8 839-855 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe,Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] 解析及び論文作成全般を担当した。 [DOI] [34]. Classifying the severity of basal stem rot disease in oil palm plantations using WorldView-3 imagery and machine learning algorithms International Journal of Remote Sensing 40/19 7624-7646 (2019) [Refereed] refereed [Internationally co-authored papers] internationally co-authored paper [Lead author or co-author] co-author [Author] Heri Santoso, Hiroshi Tani, Xuifeng Wang, Agus Eko Prasetyo, Rei Sonobe [Notes] 解析に関与した。 [DOI] [35]. Parcel-Based Crop Classification Using Multi-Temporal TerraSAR-X Dual Polarimetric Data Remote Sensing 11/10 1148- (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe [URL] [DOI] [36]. Monitoring Photosynthetic Pigments of Shade Grown Tea from Hyperspectral Reflectance Canadian Journal of Remote Sensing 44/2 104-112 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Yuta Miura,Tomohito Sano,Hideki Horie [Notes] 解析及び論文作成全般を担当した。 [DOI] [37]. Using spectral reflectance to estimate leaf chlorophyll content of tea with shading treatments Biosystems Engineering 175/ 168-182 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] Rei Sonobe, Tomohito Sano, Hideki Horie [Notes] データの解析及び論文の執筆を担当した。 [DOI] [38]. Assessing hyperspectral indices for tracing chlorophyll fluorescence parameters in deciduous forests Journal of Environmental Management 227/ 172-180 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] Rei Sonobe, Quan Wang [Notes] データの解析及び論文の執筆を担当した。 [DOI] [39]. Crop classification from Sentinel-2 derived vegetation indices using ensemble learning Journal of Applied Remote Sensing 12/2 - (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] データの解析，解釈及び論文の執筆を担当した [40]. Crop Classification by Machine Learning Algorithm with Combination of X- and C-band SAR data Journal of the Japan society of photogrammetry and remote sensing 57/2 78-83 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] 山谷祐貴, 谷宏, 王秀峰, 薗部礼, 小林伸行, 望月貫一郎，野田萌 [41]. Estimating leaf carotenoid contents of shade grown tea using hyperspectral indices and PROSPECT-D inversion International Journal of Remote Sensing 39/5 1306-1320 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Yuta Miura,Tomohito Sano,Hideki Horie [Notes] 解析及び論文作成全般を担当した。 [42]. Nondestructive assessments of carotenoids content of broadleaved plant species using hyperspectral indices Computers and Electronics in Agriculture 145/ 18-26 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] Rei Sonobe,Quan Wang [43]. Assessing the Suitability of Data from Sentinel-1A and 2A for Crop Classification GIScience & Remote Sensing 54/6 918-938 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] 解析及び論文作成全般を担当した。 [44]. 56/5 234-243 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部　礼 [共著者]佐野　智人,堀江　秀樹 [45]. 56/4 143-148 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] [責任著者]山谷　祐貴 [共著者]谷　宏,王　秀峰,薗部　礼,小林　伸行,望月貫一郎，野田　萌 [46]. Mapping crop cover using multi-temporal Landsat 8 OLI imagery International Journal of Remote Sensing 38/15 4348-4361 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] データの解析及び論文の執筆を担当した。 [47]. Towards a universal hyperspectral index to assess chlorophyll content in deciduous forests Remote Sensing 9/3 191- (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] Rei Sonobe,Quan Wang [Notes] データの解析及び論文の執筆を担当した。 [URL] [48]. Hyperspectral indices for quantifying leaf chlorophyll concentrations performed differently with different leaf types in deciduous forests Ecological Informatics 37/1 1-9 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] Rei Sonobe,Quan Wang [Notes] データの解析及び論文の執筆を担当した。 [49]. An experimental comparison between KELM and CART for crop classification using Landsat-8 OLI data Geocarto International 32/2 128-138 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang [Notes] データの解析，解釈及び論文の執筆を担当した。 [50]. Assessing the xanthophyll cycle in natural beech leaves with hyperspectral reflectance Functional Plant Biology 43/5 438-447 (2016) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] Rei Sonobe,Quan Wang [Notes] データの解析及び論文の執筆を担当した。 [51]. Discrimination of crop types with TerraSAR-X-derived information Physics and Chemistry of the Earth, Parts A/B/C 83-84/(num) 2-13 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。 [URL] [52]. 29/(num) 67-70 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] [責任著者]小林伸行 [共著者]薗部礼,谷宏,王秀峰 [53]. 29/(num) 61-66 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] [責任著者]野田萌 [共著者]薗部礼,谷宏,王秀峰,小林伸行 [54]. Extreme Learning Machine-based Crop Classification using ALOS/PALSAR Images Japan Agricultural Research Quarterly 49/4 377-384 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Yasuhito Kojima,Nobuyuki Kobayashi [Notes] データの解析，解釈及び論文の執筆を担当した。 [DOI] [55]. Crop Map Generation Applying the Random Forest Classifier Using ALOS/PALSAR Data Transactions of The Japanese Society of Irrigation, Drainage and Rural Engineering 83/4 I_117-I_122 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷宏,王秀峰,小島康人,小林伸行 [56]. Crop classification with TerraSAR-X-derived three components using m-chi decomposition 54/2 95-100 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷　宏,望月　貫一郎,王　秀峰 [57]. Parameter tuning in the support vector machine and random forest and their performances in cross- and same-year crop classification using TerraSAR-X International Journal of Remote Sensing 35/23 7898-7909 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。 [URL] [58]. 28/(num) 263-268 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] [責任著者]小林伸行 [共著者]薗部礼,谷宏,王秀峰,大木隼人 [59]. 28/(num) 269-274 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷宏,王秀峰,小林伸行 [60]. 28/(num) 275-280 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] [責任著者]大木隼人 [共著者]薗部礼,谷宏,王秀峰,小林伸行 [61]. 28/(num) 293-296 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] [責任著者]谷宏 [共著者]薗部礼,王秀峰 [62]. Winter wheat growth monitoring using multi-temporal TerraSAR-X dual-polarimetric data Japan Agricultural Research Quarterly 48/4 471-476 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。 [DOI] [63]. Application of multi-temporal TerraSAR-X data to map winter wheat planted areas in Hokkaido, Japan Japan Agricultural Research Quarterly 48/4 465-470 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Atsushi Kimura,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。 [DOI] [64]. 82/3 141-146 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷宏,王秀峰,小林伸行,島村秀樹 [65]. Detection of ambrosia beetles using a pan-sharpened image generated from ALOS/AVNIR-2 and ALOS/PRISM imagery Forest Systems 23/1 178-182 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang [Notes] データの解析，解釈及び論文の執筆を担当した。 [DOI] [66]. Random forest classification of crop type using multi-temporal TerraSAR-X dual-polarimetric data Remote Sensing Letters 5/2 157-164 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。 [URL] [67]. 82/1 19-24 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷宏,王秀峰,小林伸行 [68]. 82/1 57-58 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷宏,王秀峰,小林伸行,島村秀樹 [69]. Application of the Sahebi model using ALOS/PALSAR and 66.3 cm long surface profile data International Journal of Remote Sensing 30/22 6069-6074 (2009) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani [Notes] データの解析，解釈及び論文の執筆を担当した。 [URL] [70]. Estimation of soil moisture for bare soil fields using ALOS/PALSAR HH polarization data Agricultural Information Research 17/4 171-177 (2008) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Masami Fukuda [71]. 22/(num) 553-558 (2008) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷宏,王秀峰 [72]. 21/(num) 463-466 (2007) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] co-author [Author] [責任著者]谷宏 [共著者]小林伸行,薗部礼,王秀峰,一条博幸 [73]. 21/(num) 477-482 (2007) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper [Lead author or co-author] author [Author] [責任著者]薗部礼 [共著者]谷宏,高田雅之,王秀峰

[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]
[6]. Enhancing Crop Classification Using Sentinel-1C SAR Data and GAN-Generated Imagery
Journal of applied survey technology 36/ 5-16 (2025) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 薗部　礼，谷　宏，島村　秀樹，望月　貫一郎 [Notes] データの解析，論文作成全般を担当した。
[7]. Crop Classification Using Time-Series Sentinel-1 SAR Data: A Comparison of LSTM, GRU, and TCN with Attention
Remote Sensing 17/12 - 2095 (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] 論文全体の執筆，確認を行った。
[DOI]
[8]. Improving crop classification accuracy using Sentinel-1 C-SAR data and GAN-generated optical images
Journal of Applied Remote Sensing 19/2 - 024505 (2025) [Refereed] refereed [Internationally co-authored papers] internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Hiroshi Tani, Meher Zadi, Hideki Shimamura, Kan-ichiro Mochizuki [Notes] データの作成，論文作成全般を担当した。
[DOI]
[9]. Addition of fake imagery generated by generative adversarial networks for improving crop classification
Advances in Space Research 74/7 2901-2914 (2024) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Hiroshi Tani, Hideki Shimamura, Kan-ichiro Mochizuki [Notes] データの解析，論文作成の全般を担当した。
[DOI]
[10]. Carotenoid Content Estimation in Tea Leaves Using Noisy Reflectance Data
Remote Sensing 15/17 - 4303 (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe and Yuhei Hirono [Notes] 分光計測，解析及び執筆を行った．
[DOI]
[11]. Comparison of SAR-Optical translation frameworks based on Generative Adversarial Networks (GAN)
Journal of the Japan Society of Photogrammetry and Remote Sensing / - (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 薗部　礼, 関　晴之, 飯尾　淳弘, 島村　秀樹, 望月　貫一郎, 齋藤　元也, 吉野　邦 [Notes] 解析及び論文作成全般を担当した．
[12]. Applying Variable Selection Methods and Preprocessing Techniques to Hyperspectral Reflectance Data to Estimate Tea Cultivar Chlorophyll Content
Remote Sensing 15/1 - 19 (2023) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe and Yuhei Hirono [Notes] 論文を執筆した．
[URL] [DOI]
[13]. Use of spectral reflectance from a compact spectrometer to assess chlorophyll content in Zizania latifolia
Geocarto International 37/18 5363-5375 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Hiroto Yamashita, Adenan Yandra Nofrizal, Haruyuki Seki, Akio Morita, Takashi Ikka [Notes] 解析及び論文作成全般を担当した．
[DOI]
[14]. Adding simulated NDVI images can be effective for identifying crop types from Sentinel-1 C-SAR data
Journal of the Japan Society of Photogrammetry and Remote Sensing 61/5 332-338 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 薗部礼, 関晴之, 島村秀樹, 望月貫一郎, 齋藤元也, 吉野邦彦, 谷宏 [Notes] 解析及び論文の執筆を担当した。
[15]. Evaluation of a one-dimensional convolution neural network for chlorophyll content estimation using a compact spectrometer
Remote Sensing 14/9 - 1997 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Adenan Yandra Nofrizal, Rei Sonobe, Hiroto Yamashita, Haruyuki Seki, Harumi Mihara, Akio Morita and Takashi Ikka [Notes] 解析及び論文執筆を担当した．
[DOI]
[16]. Estimating chlorophyll content of Zizania latifolia with hyperspectral data and random forest.
International Journal of Engineering and Geosciences, 7/3 221-228 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] Adenan Yandra Nofrizal, Rei Sonobe, Hiroto Yamashita, Akio Morita, Takashi Ikka [Notes] 解析用のコードの作成，論文の執筆を担当した．
[17].
61/2 80-87 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 薗部礼, 関晴之, 島村秀樹, 望月貫一郎, 齋藤元也, 吉野邦彦 [Notes] 解析及び論文の執筆を行った．
[18].
61/1 4-13 (2022) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 薗部礼, 廣野祐平, 関晴之 [Notes] データ解析及び執筆を担当した．
[19]. Hyperspectral wavelength selection for estimating chlorophyll content of muskmelon leaves
European Journal of Remote Sensing 54/1 512-523 (2021) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Yudai Sugimoto, Ryohei Kondo, Haruyuki Seki, Erika Sugiyama, Yoshikazu Kiriiwa, Katsumi Suzuki [Notes] 論文の執筆及びデータの解析を担当した．
[DOI]
[20]. Potential of spectroscopic analyses for non-destructive estimation of tea quality-related metabolites in fresh new leaves
Scientific Reports 11/4169 - (2021) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Hiroto Yamashita, Rei Sonobe, Yuhei Hirono, Akio Morita, Takashi Ikka [Notes] 解析の一部を担当した．
[DOI]
[21]. Hyperspectral reflectance sensing for quantifying leaf chlorophyll content in wasabi leaves using spectral pre-processing techniques and machine learning algorithms
International Journal of Remote Sensing 42/4 1311-1329 (2021) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Hiroto Yamashita, Harumi Mihara, Akio Morita, Takashi Ikka [Notes] 解析及び論文作成全般を担当した．
[DOI]
[22]. Crop Classification by Machine Learning Algorithm Combined X-band and C-band SAR Data
Journal of the Japan Society of Photogrammetry and Remote Sensing 59/6 259-274 (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] 山谷祐貴・薗部礼・小林伸行・望月貫一郎・王秀峰・谷宏
[23]. Dissection of hyperspectral reflectance to estimate nitrogen and chlorophyll contents in tea leaves based on machine learning algorithms
Scientific Reports 10/ 17360- (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Hiroto Yamashita, Rei Sonobe, Yuhei Hirono, Akio Morita, Takashi Ikka [Notes] 解析の一部を担当した．
[URL] [DOI]
[24]. Estimation of Leaf Chlorophyll a, b and Carotenoid Contents and Their Ratios Using Hyperspectral Reflectance
Remote Sensing 12/19 3265- (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Hiroto Yamashita, Harumi Mihara, Akio Morita, Takashi Ikka [Notes] 解析及び論文作成全般を担当した．
[URL] [DOI]
[25]. Quantifying chlorophyll-a and b content in tea leaves using hyperspectral reflectance and deep learning
Remote Sensing Letters 11/10 933-942 (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Yuhei Hirono, Ayako Oi [Notes] 解析及び論文作成全般を担当した．
[URL] [DOI]
[26]. Non-destructive detection of tea leaf chlorophyll content using hyperspectral reflectance and machine learning algorithms
Plants 9/3 368- (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Yuhei Hirono, Ayako Oi [Notes] 解析及び論文作成全般を担当した。
[URL] [DOI]
[27]. Crop classification using spectral indices derived from Sentinel-2A imagery
Journal of Information and Telecommunication 4/1 67-90 (2020) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Nobuyuki Kobayashi, Hiroshi Tani, Xiufeng Wang, Rei Sonobe [Notes] 解析および論文作成において貢献した。
[DOI]
[28]. Crop classification with multi-temporal and dual-polarimetric TerraSAR-X data
Journal of the Japan society of photogrammetry and remote sensing 58/5 250-254 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 難波尚樹・薗部礼・谷宏・小林伸行・望月貫一郎
[29]. Crop growth monitoring using multi-temporal TerraSAR-X dual-polarimetric data
Journal of the Japan society of photogrammetry and remote sensing 58/5 255-259 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 杉山絵里香・薗部礼・谷宏・小林伸行・望月貫一郎
[30]. Estimating leaf chlorophyll content of shade grown tea based on PROSPECT model inversion
Journal of the Japan society of photogrammetry and remote sensing 58/5 260-264 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 林明日香・薗部礼・佐野智人・堀江秀樹
[31]. Evaluation of the use of hyperspectral reflectance for estimating Theanine content in tea leaves
Journal of the Japan society of photogrammetry and remote sensing 58/5 265-269 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] 薗部礼・佐野智人・堀江秀樹
[32]. Combining ASNARO-2 XSAR HH and Sentinel-1 C-SAR VH/VV Polarization Data for Improved Crop Mapping
Remote Sensing 11/16 1920- (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe [URL] [DOI]
[33]. Evaluating metrics derived from Landsat 8 OLI imagery to map crop cover
Geocarto International 34/8 839-855 (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe,Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] 解析及び論文作成全般を担当した。
[DOI]
[34]. Classifying the severity of basal stem rot disease in oil palm plantations using WorldView-3 imagery and machine learning algorithms
International Journal of Remote Sensing 40/19 7624-7646 (2019) [Refereed] refereed [Internationally co-authored papers] internationally co-authored paper
[Lead author or co-author] co-author
[Author] Heri Santoso, Hiroshi Tani, Xuifeng Wang, Agus Eko Prasetyo, Rei Sonobe [Notes] 解析に関与した。
[DOI]
[35]. Parcel-Based Crop Classification Using Multi-Temporal TerraSAR-X Dual Polarimetric Data
Remote Sensing 11/10 1148- (2019) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe [URL] [DOI]
[36]. Monitoring Photosynthetic Pigments of Shade Grown Tea from Hyperspectral Reflectance
Canadian Journal of Remote Sensing 44/2 104-112 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Yuta Miura,Tomohito Sano,Hideki Horie [Notes] 解析及び論文作成全般を担当した。
[DOI]
[37]. Using spectral reflectance to estimate leaf chlorophyll content of tea with shading treatments
Biosystems Engineering 175/ 168-182 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] Rei Sonobe, Tomohito Sano, Hideki Horie [Notes] データの解析及び論文の執筆を担当した。
[DOI]
[38]. Assessing hyperspectral indices for tracing chlorophyll fluorescence parameters in deciduous forests
Journal of Environmental Management 227/ 172-180 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] Rei Sonobe, Quan Wang [Notes] データの解析及び論文の執筆を担当した。
[DOI]
[39]. Crop classification from Sentinel-2 derived vegetation indices using ensemble learning
Journal of Applied Remote Sensing 12/2 - (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] データの解析，解釈及び論文の執筆を担当した
[40]. Crop Classification by Machine Learning Algorithm with Combination of X- and C-band SAR data
Journal of the Japan society of photogrammetry and remote sensing 57/2 78-83 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] 山谷祐貴, 谷宏, 王秀峰, 薗部礼, 小林伸行, 望月貫一郎，野田萌
[41]. Estimating leaf carotenoid contents of shade grown tea using hyperspectral indices and PROSPECT-D inversion
International Journal of Remote Sensing 39/5 1306-1320 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Yuta Miura,Tomohito Sano,Hideki Horie [Notes] 解析及び論文作成全般を担当した。
[42]. Nondestructive assessments of carotenoids content of broadleaved plant species using hyperspectral indices
Computers and Electronics in Agriculture 145/ 18-26 (2018) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] Rei Sonobe,Quan Wang
[43]. Assessing the Suitability of Data from Sentinel-1A and 2A for Crop Classification
GIScience & Remote Sensing 54/6 918-938 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] 解析及び論文作成全般を担当した。
[44].
56/5 234-243 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]薗部　礼 [共著者]佐野　智人,堀江　秀樹
[45].
56/4 143-148 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] [責任著者]山谷　祐貴 [共著者]谷　宏,王　秀峰,薗部　礼,小林　伸行,望月貫一郎，野田　萌
[46]. Mapping crop cover using multi-temporal Landsat 8 OLI imagery
International Journal of Remote Sensing 38/15 4348-4361 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Yuki Yamaya,Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Kan-ichiro Mochizuki [Notes] データの解析及び論文の執筆を担当した。
[47]. Towards a universal hyperspectral index to assess chlorophyll content in deciduous forests
Remote Sensing 9/3 191- (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] Rei Sonobe,Quan Wang [Notes] データの解析及び論文の執筆を担当した。
[URL]
[48]. Hyperspectral indices for quantifying leaf chlorophyll concentrations performed differently with different leaf types in deciduous forests
Ecological Informatics 37/1 1-9 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] Rei Sonobe,Quan Wang [Notes] データの解析及び論文の執筆を担当した。
[49]. An experimental comparison between KELM and CART for crop classification using Landsat-8 OLI data
Geocarto International 32/2 128-138 (2017) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang [Notes] データの解析，解釈及び論文の執筆を担当した。
[50]. Assessing the xanthophyll cycle in natural beech leaves with hyperspectral reflectance
Functional Plant Biology 43/5 438-447 (2016) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] co-author
[Author] Rei Sonobe,Quan Wang [Notes] データの解析及び論文の執筆を担当した。
[51]. Discrimination of crop types with TerraSAR-X-derived information
Physics and Chemistry of the Earth, Parts A/B/C 83-84/(num) 2-13 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。
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[Author] [責任著者]小林伸行 [共著者]薗部礼,谷宏,王秀峰
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[Author] [責任著者]野田萌 [共著者]薗部礼,谷宏,王秀峰,小林伸行
[54]. Extreme Learning Machine-based Crop Classification using ALOS/PALSAR Images
Japan Agricultural Research Quarterly 49/4 377-384 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Yasuhito Kojima,Nobuyuki Kobayashi [Notes] データの解析，解釈及び論文の執筆を担当した。
[DOI]
[55]. Crop Map Generation Applying the Random Forest Classifier Using ALOS/PALSAR Data
Transactions of The Japanese Society of Irrigation, Drainage and Rural Engineering 83/4 I_117-I_122 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
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[Author] [責任著者]薗部礼 [共著者]谷宏,王秀峰,小島康人,小林伸行
[56]. Crop classification with TerraSAR-X-derived three components using m-chi decomposition
54/2 95-100 (2015) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
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[Author] [責任著者]薗部礼 [共著者]谷　宏,望月　貫一郎,王　秀峰
[57]. Parameter tuning in the support vector machine and random forest and their performances in cross- and same-year crop classification using TerraSAR-X
International Journal of Remote Sensing 35/23 7898-7909 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。
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28/(num) 275-280 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
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Japan Agricultural Research Quarterly 48/4 471-476 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
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[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。
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[63]. Application of multi-temporal TerraSAR-X data to map winter wheat planted areas in Hokkaido, Japan
Japan Agricultural Research Quarterly 48/4 465-470 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
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[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Atsushi Kimura,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。
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82/3 141-146 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
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[65]. Detection of ambrosia beetles using a pan-sharpened image generated from ALOS/AVNIR-2 and ALOS/PRISM imagery
Forest Systems 23/1 178-182 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang [Notes] データの解析，解釈及び論文の執筆を担当した。
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[66]. Random forest classification of crop type using multi-temporal TerraSAR-X dual-polarimetric data
Remote Sensing Letters 5/2 157-164 (2014) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani,Xiufeng Wang,Nobuyuki Kobayashi,Hideki Shimamura [Notes] データの解析，解釈及び論文の執筆を担当した。
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[69]. Application of the Sahebi model using ALOS/PALSAR and 66.3 cm long surface profile data
International Journal of Remote Sensing 30/22 6069-6074 (2009) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
[Lead author or co-author] author
[Author] [責任著者]Rei Sonobe [共著者]Hiroshi Tani [Notes] データの解析，解釈及び論文の執筆を担当した。
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[70]. Estimation of soil moisture for bare soil fields using ALOS/PALSAR HH polarization data
Agricultural Information Research 17/4 171-177 (2008) [Refereed] refereed [Internationally co-authored papers] non-internationally co-authored paper
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