https://orcid.org/0000-0001-7116-6962Citations (48)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (2)
Shuhei Yamamoto, Shuhei Nomoto, Naoyuki Hashimoto, Masayasu Maki, Chiharu Hongo, Tatsuhiko Shiraiwa & Koki Homma. (2023) Monitoring spatial and time-series variations in red crown rot damage of soybean in farmer fields based on UAV remote sensing. Plant Production Science 26:1, pages 36-47.
Read now
Read now
Sandra Wolters, Mats Söderström, Kristin Piikki, Thomas Börjesson & Carl-Göran Pettersson. (2022) Predicting grain protein concentration in winter wheat (Triticum aestivum L.) based on unpiloted aerial vehicle multispectral optical remote sensing. Acta Agriculturae Scandinavica, Section B — Soil & Plant Science 72:1, pages 788-802.
Read now
Read now
Articles from other publishers (46)
A Longmire, T Poblete, A Hornero, D Chen & P.J Zarco-Tejada. (2023) Estimation of grain protein content in commercial bread and durum wheat fields via traits inverted by radiative transfer modelling from Sentinel-2 timeseries. ISPRS Journal of Photogrammetry and Remote Sensing 206, pages 49-62.
Crossref
Crossref
Joel Segarra, Fatima Zahra Rezzouk, Nieves Aparicio, Jon González-Torralba, Iker Aranjuelo, Adrian Gracia-Romero, Jose Luis Araus & Shawn C. Kefauver. (2023) Multiscale assessment of ground, aerial and satellite spectral data for monitoring wheat grain nitrogen content. Information Processing in Agriculture 10:4, pages 504-522.
Crossref
Crossref
Giuseppe Badagliacca, Gaetano Messina, Salvatore Praticò, Emilio Lo Presti, Giovanni Preiti, Michele Monti & Giuseppe Modica. (2023) Multispectral Vegetation Indices and Machine Learning Approaches for Durum Wheat (Triticum durum Desf.) Yield Prediction across Different Varieties. AgriEngineering 5:4, pages 2032-2048.
Crossref
Crossref
Zhenhai Li, Chengzhi Fan, Yu Zhao, Xiuliang Jin, Raffaele Casa, Wenjiang Huang, Xiaoyu Song, Gerald Blasch, Guijun Yang, James Taylor & Zhenhong Li. (2023) Remote sensing of quality traits in cereal and arable production systems: A review. The Crop Journal.
Crossref
Crossref
Ressin Varghese, Aswani Kumar Cherukuri, Nicholas H. Doddrell, C. George Priya Doss, Andrew J. Simkin & Siva Ramamoorthy. (2023) Machine learning in photosynthesis: Prospects on sustainable crop development. Plant Science 335, pages 111795.
Crossref
Crossref
Luqman B. Safdar, Kateryna Dugina, Ali Saeidan, Guilherme V. Yoshicawa, Nicola Caporaso, Brighton Gapare, M. Jawad Umer, Rahul A. Bhosale, Iain R. Searle, M. John Foulkes, Scott A. Boden & Ian D. Fisk. (2023) Reviving grain quality in wheat through non‐destructive phenotyping techniques like hyperspectral imaging. Food and Energy Security.
Crossref
Crossref
K. Vijayalakshmi, Shaha Al-Otaibi, Leena Arya, Mohammed Amin Almaiah, T. P. Anithaashri, S. Sam Karthik & Rima Shishakly. (2023) Smart Agricultural–Industrial Crop-Monitoring System Using Unmanned Aerial Vehicle–Internet of Things Classification Techniques. Sustainability 15:14, pages 11242.
Crossref
Crossref
Florin Sala & Mihai Valentin Herbei. (2023) Evaluation of Different Methods and Models for Grass Cereals’ Production Estimation: Case Study in Wheat. Agronomy 13:6, pages 1500.
Crossref
Crossref
Md. Suruj Mia, Ryoya Tanabe, Luthfan Nur Habibi, Naoyuki Hashimoto, Koki Homma, Masayasu Maki, Tsutomu Matsui & Takashi S. T. Tanaka. (2023) Multimodal Deep Learning for Rice Yield Prediction Using UAV-Based Multispectral Imagery and Weather Data. Remote Sensing 15:10, pages 2511.
Crossref
Crossref
Chandan Kumar, Partson Mubvumba, Yanbo Huang, Jagman Dhillon & Krishna Reddy. (2023) Multi-Stage Corn Yield Prediction Using High-Resolution UAV Multispectral Data and Machine Learning Models. Agronomy 13:5, pages 1277.
Crossref
Crossref
Wanyu Li, Wenxuan Wu, Minglei Yu, Haiyu Tao, Xia Yao, Tao Cheng, Yan Zhu, Weixing Cao & Yongchao Tian. (2023) Monitoring rice grain protein accumulation dynamics based on UAV multispectral data. Field Crops Research 294, pages 108858.
Crossref
Crossref
Joerg Leukel, Tobias Zimpel & Christoph Stumpe. (2023) Machine learning technology for early prediction of grain yield at the field scale: A systematic review. Computers and Electronics in Agriculture 207, pages 107721.
Crossref
Crossref
Shuhei Yamamoto, Naoyuki Hashimoto & Koki Homma. (2023) Evaluation of LAI Dynamics by Using Plant Canopy Analyzer and Its Relationship to Yield Variation of Soybean in Farmer Field. Agriculture 13:3, pages 609.
Crossref
Crossref
Ryoya Tanabe, Tsutomu Matsui & Takashi S.T. Tanaka. (2023) Winter wheat yield prediction using convolutional neural networks and UAV-based multispectral imagery. Field Crops Research 291, pages 108786.
Crossref
Crossref
Andrés F. Almeida-Ñauñay, Ana M. Tarquis, Juan López-Herrera, Enrique Pérez-Martín, José L. Pancorbo, María D. Raya-Sereno & Miguel Quemada. (2023) Optimization of soil background removal to improve the prediction of wheat traits with UAV imagery. Computers and Electronics in Agriculture 205, pages 107559.
Crossref
Crossref
Lwandile Nduku, Cilence Munghemezulu, Zinhle Mashaba-Munghemezulu, Ahmed Mukalazi Kalumba, George Johannes Chirima, Wonga Masiza & Colette De Villiers. (2023) Global Research Trends for Unmanned Aerial Vehicle Remote Sensing Application in Wheat Crop Monitoring. Geomatics 3:1, pages 115-136.
Crossref
Crossref
Olga S. Walsh, Juliet M. Marshall, Eva Nambi, Chad A. Jackson, Emmanuella Owusu Ansah, Ritika Lamichhane, Jordan McClintick-Chess & Francisco Bautista. (2023) Wheat Yield and Protein Estimation with Handheld and Unmanned Aerial Vehicle-Mounted Sensors. Agronomy 13:1, pages 207.
Crossref
Crossref
Radhwane Derraz, Farrah Melissa Muharam & Noraini Ahmad Jaafar. (2023) Uncertainty sources affecting operational efficiency of ML algorithms in UAV-based precision agriculture: A 2013–2020 systematic review. AIMS Agriculture and Food 8:2, pages 687-719.
Crossref
Crossref
Nayeli Montalvo-Romero, Aarón Montiel-Rosales, Rubén Purroy-Vásquez & Pompeyo Quechulpa-Pérez. (2023) Agro-Technological Systems in Traditional Agriculture Assistance: A Systematic Review. IEEE Access 11, pages 123047-123069.
Crossref
Crossref
Yeji Choi, Sujin Park, Soojin Kim, Eunsoo Kim & Geonwoo Kim. (2022) A Model Combining Forest Environment Images and Online Microclimate Data Instead of On-Site Measurements to Predict Phytoncide Emissions. Forests 13:11, pages 1895.
Crossref
Crossref
A.R. Longmire, T. Poblete, J.R. Hunt, D. Chen & P.J. Zarco-Tejada. (2022) Assessment of crop traits retrieved from airborne hyperspectral and thermal remote sensing imagery to predict wheat grain protein content. ISPRS Journal of Photogrammetry and Remote Sensing 193, pages 284-298.
Crossref
Crossref
David Saravia, Wilian Salazar, Lamberto Valqui-Valqui, Javier Quille-Mamani, Rossana Porras-Jorge, Flor-Anita Corredor, Elgar Barboza, Héctor Vásquez, Andrés Casas Diaz & Carlos Arbizu. (2022) Yield Predictions of Four Hybrids of Maize (Zea mays) Using Multispectral Images Obtained from UAV in the Coast of Peru. Agronomy 12:11, pages 2630.
Crossref
Crossref
Jikai Liu, Yongji Zhu, Xinyu Tao, Xiaofang Chen & Xinwei Li. (2022) Rapid prediction of winter wheat yield and nitrogen use efficiency using consumer-grade unmanned aerial vehicles multispectral imagery. Frontiers in Plant Science 13.
Crossref
Crossref
Bappa Das, Pooja Rathore, Debasish Roy, Debashis Chakraborty, Raghuveer Singh Jatav, Deepak Sethi & Praveen Kumar. (2022) Comparison of bagging, boosting and stacking algorithms for surface soil moisture mapping using optical-thermal-microwave remote sensing synergies. CATENA 217, pages 106485.
Crossref
Crossref
Kamila Dilmurat, Vasit Sagan, Maitiniyazi Maimaitijiang, Stephen Moose & Felix B. Fritschi. (2022) Estimating Crop Seed Composition Using Machine Learning from Multisensory UAV Data. Remote Sensing 14:19, pages 4786.
Crossref
Crossref
Antonio Alves Pinto, Cristiano Zerbato, Glauco de Souza Rolim, Marcelo Rodrigues Barbosa Júnior, Luis Fernando Vieira da Silva & Romário Porto de Oliveira. (2022) Corn grain yield forecasting by satellite remote sensing and machine‐learning models. Agronomy Journal 114:5, pages 2956-2968.
Crossref
Crossref
Chao Chen, Rui Liang, Yadong Ge, Jian Li, Beibei Yan, Zhanjun Cheng, Junyu Tao, Zhenyu Wang, Meng Li & Guanyi Chen. (2022) Fast characterization of biomass pyrolysis oil via combination of ATR-FTIR and machine learning models. Renewable Energy 194, pages 220-231.
Crossref
Crossref
Sharareh Akbarian, Chengyuan Xu, Weijin Wang, Stephen Ginns & Samsung Lim. (2022) Sugarcane yields prediction at the row level using a novel cross-validation approach to multi-year multispectral images. Computers and Electronics in Agriculture 198, pages 107024.
Crossref
Crossref
Guojie Ruan, Xinyu Li, Fei Yuan, Davide Cammarano, Syed Tahir Ata-UI-Karim, Xiaojun Liu, Yongchao Tian, Yan Zhu, Weixing Cao & Qiang Cao. (2022) Improving wheat yield prediction integrating proximal sensing and weather data with machine learning. Computers and Electronics in Agriculture 195, pages 106852.
Crossref
Crossref
Stijn Hawinkel, Sam De Meyer & Steven Maere. (2022) Spatial Regression Models for Field Trials: A Comparative Study and New Ideas. Frontiers in Plant Science 13.
Crossref
Crossref
Paulius Astrauskas & Gediminas Staugaitis. (2022) Digital Technologies Determination Effectiveness for the Productivity of Organic Winter Wheat Production in Low Soil Performance Indicator. Agriculture 12:4, pages 474.
Crossref
Crossref
Bin Yang, Wanxue Zhu, Ehsan Eyshi Rezaei, Jing Li, Zhigang Sun & Junqiang Zhang. (2022) The Optimal Phenological Phase of Maize for Yield Prediction with High-Frequency UAV Remote Sensing. Remote Sensing 14:7, pages 1559.
Crossref
Crossref
Paul C. Stoy, Anam M. Khan, Aaron Wipf, Nick Silverman & Scott L. Powell. (2022) The spatial variability of NDVI within a wheat field: Information content and implications for yield and grain protein monitoring. PLOS ONE 17:3, pages e0265243.
Crossref
Crossref
Thomas Vatter, Adrian Gracia‐Romero, Shawn Carlisle Kefauver, María Teresa Nieto‐Taladriz, Nieves Aparicio & José Luis Araus. (2022) Preharvest phenotypic prediction of grain quality and yield of durum wheat using multispectral imaging. The Plant Journal 109:6, pages 1507-1518.
Crossref
Crossref
Dessislava Ganeva, Eugenia Roumenina, Petar Dimitrov, Alexander Gikov, Georgi Jelev, Rangel Dragov, Violeta Bozhanova & Krasimira Taneva. (2022) Phenotypic Traits Estimation and Preliminary Yield Assessment in Different Phenophases of Wheat Breeding Experiment Based on UAV Multispectral Images. Remote Sensing 14:4, pages 1019.
Crossref
Crossref
Zongpeng Li, Zhen Chen, Qian Cheng, Fuyi Duan, Ruixiu Sui, Xiuqiao Huang & Honggang Xu. (2022) UAV-Based Hyperspectral and Ensemble Machine Learning for Predicting Yield in Winter Wheat. Agronomy 12:1, pages 202.
Crossref
Crossref
Olga S. Walsh, Juliet Marshall, Chad Jackson, Eva Nambi, Sanaz Shafian, Dileepa M. Jayawardena, Ritika Lamichhane, Emmanuella Owusu Ansah & Jordan R. McClintick‐Chess. (2022) Wheat yield and protein estimation with handheld‐ and UAV‐based reflectance measurements. Agrosystems, Geosciences & Environment 5:4.
Crossref
Crossref
Jianjun Wang, Qi Zhou, Jiali Shang, Chang Liu, Tingxuan Zhuang, Junjie Ding, Yunyu Xian, Lingtian Zhao, Weiling Wang, Guisheng Zhou, Changwei Tan & Zhongyang Huo. (2021) UAV- and Machine Learning-Based Retrieval of Wheat SPAD Values at the Overwintering Stage for Variety Screening. Remote Sensing 13:24, pages 5166.
Crossref
Crossref
Leonardo M. Bastos, Andre Froes de Borja Reis, Ajay Sharda, Yancy Wright & Ignacio A. Ciampitti. (2021) Current Status and Future Opportunities for Grain Protein Prediction Using On- and Off-Combine Sensors: A Synthesis-Analysis of the Literature. Remote Sensing 13:24, pages 5027.
Crossref
Crossref
Luthfan Nur Habibi, Tomoya Watanabe, Tsutomu Matsui & Takashi S. T. Tanaka. (2021) Machine Learning Techniques to Predict Soybean Plant Density Using UAV and Satellite-Based Remote Sensing. Remote Sensing 13:13, pages 2548.
Crossref
Crossref
Lefteris Benos, Aristotelis C. Tagarakis, Georgios Dolias, Remigio Berruto, Dimitrios Kateris & Dionysis Bochtis. (2021) Machine Learning in Agriculture: A Comprehensive Updated Review. Sensors 21:11, pages 3758.
Crossref
Crossref
Rubén Rufo, Jose Miguel Soriano, Dolors Villegas, Conxita Royo & Joaquim Bellvert. (2021) Using Unmanned Aerial Vehicle and Ground-Based RGB Indices to Assess Agronomic Performance of Wheat Landraces and Cultivars in a Mediterranean-Type Environment. Remote Sensing 13:6, pages 1187.
Crossref
Crossref
Marta Aranguren, Ander Castellón & Ana Aizpurua. (2021) Wheat Grain Protein Content under Mediterranean Conditions Measured with Chlorophyll Meter. Plants 10:2, pages 374.
Crossref
Crossref
Alessandro Matese & Salvatore Filippo Di Gennaro. (2021) Beyond the traditional NDVI index as a key factor to mainstream the use of UAV in precision viticulture. Scientific Reports 11:1.
Crossref
Crossref
Tomoaki Yamaguchi, Yukie Tanaka, Yuto Imachi, Megumi Yamashita & Keisuke Katsura. (2020) Feasibility of Combining Deep Learning and RGB Images Obtained by Unmanned Aerial Vehicle for Leaf Area Index Estimation in Rice. Remote Sensing 13:1, pages 84.
Crossref
Crossref
Ocident Bongomin, Jimmy Lamo, Joshua Mugeziaubwa Guina, Collins Okello, Gilbert Gilibrays Ocen, Morish Obura, Simon Alibu, Cynthia Awuor Owino, Agnes Akwero & Samson Ojok. (2022) Applications of Drones and Image Analytics in Field Phenotyping: A Potential Breakthrough in Uganda's Agricultural Research. SSRN Electronic Journal.
Crossref
Crossref