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2025	Multi-Modal sensing for soil moisture mapping: Integrating drone-based ground penetrating radar and RGB-thermal imaging with deep learning Computers and Electronics in Agriculture Milad Vahidi, Sanaz Shafian, William Hunter Frame
2025	Satellite Remote Sensing Techniques and Limitations for Identifying Bare Soil Remote Sensing Beth Delaney, Kevin Tansey, Mick Whelan
2025	Prediction of Soil Properties Using Vis-NIR Spectroscopy Combined with Machine Learning: A Review Sensors Su Kyeong Shin, Seung Jun Lee, Jin Hee Park
2025	Establishing Visible–Near Infrared Spectroscopy for the Prediction of Soil Organic Carbon in Arid Croplands of Arequipa, Peru Communications in Soil Science and Plant Analysis Erika J. Foster, Sabina Yeasmin, Lucia Zuniga, Zachary Brecheisen, Abigail Tomasek, Martha E. Jimenez Castañeda, Walter D. Leon-Salas, Juan A. Lopa Bolívar, Darrell G. Schulze, Martín J. C. Villalta Soto, Cliff T. Johnston, Timothy Filley
2025	A new approach in soil organic carbon estimation using machine learning algorithms: a study in a tropical forest in Vietnam Journal of Forest Research Thuy Phuong Nguyen, Phuc Khoa Nguyen, Huu Ngu Nguyen, Thanh Duc Tran, Gia Tung Pham, Thai Hung Le, Dinh Huy Le, Trung Hai Nguyen
2025	Precision Soil Moisture Monitoring Through Drone-Based Hyperspectral Imaging and PCA-Driven Machine Learning Sensors Milad Vahidi, Sanaz Shafian, William Hunter Frame
2025	Soil Organic Carbon Prediction and Mapping in Morocco Using PRISMA Hyperspectral Imagery and Meta-Learner Model Remote Sensing Yassine Bouslihim, Abdelkrim Bouasria, Budiman Minasny, Fabio Castaldi, Andree Mentho Nenkam, Ali El Battay, Abdelghani Chehbouni
2024	Assessing the performance of machine learning models for predicting soil organic carbon variability across diverse landforms Environmental Earth Sciences Maryam Dadgar, Seyedeh Ensieh Faramarzi
2024	Contribution of Sentinel-2 spring seedbed spectra to the digital mapping of soil organic carbon concentration Geoderma Fien Vanongeval, Jos Van Orshoven, Anne Gobin
2024	Predicting soil organic carbon content using simulated insitu spectra and moisture correction algorithms in southern Xinjiang, China Geoderma Regional Peimin Yang, Yu Wang, Bifeng Hu, Shuo Li, Songchao Chen, Defang Luo, Jie Peng
2024	Minimize of moisture effects from laboratory simulations of in-situ Vis-NIR spectral for the prediction of soil salinity Infrared Physics & Technology Yu Wang, Bifeng Hu, Yongsheng Hong, Songchao Chen, Chengyi Zhao, Jie Peng
2024	Optimal Mapping of Soil Erodibility in a Plateau Lake Watershed: Empirical Models Empowered by Machine Learning Remote Sensing Jiaxue Wang, Yujiao Wei, Zheng Sun, Shixiang Gu, Shihan Bai, Jinming Chen, Jing Chen, Yongsheng Hong, Yiyun Chen
2024	VIS-NIR spectroscopy and environmental factors coupled with PLSR models to predict soil organic carbon and nitrogen International Soil and Water Conservation Research Jingrong Zhu, Yihua Jin, Weihong Zhu, Dong Kun Lee
2024	SHAP values accurately explain the difference in modeling accuracy of convolution neural network between soil full-spectrum and feature-spectrum Computers and Electronics in Agriculture Liang Zhong, Xi Guo, Meng Ding, Yingcong Ye, Yefeng Jiang, Qing Zhu, Jianlong Li
2024	Prediction of soil organic carbon and total nitrogen affected by mine using Vis–NIR spectroscopy coupled with machine learning algorithms in calcareous soils Scientific Reports Tianqi Zhang, Ye Li, Mingyou Wang
2024	Relationships between Soil Moisture and Visible–NIR Soil Reflectance: A Review Presenting New Analyses and Data to Fill the Gaps Geotechnics Savannah L. McGuirk, Iver H. Cairns
2024	Artificial intelligence for assessing organic matter content and related soil properties Journal of Soil and Water Conservation Rattan Lal
2024	Advanced Soil Organic Matter Prediction with a Regional Soil NIR Spectral Library Using Long Short-Term Memory–Convolutional Neural Networks: A Case Study Remote Sensing Tianyu Miao, Wenjun Ji, Baoguo Li, Xicun Zhu, Jianxin Yin, Jiajie Yang, Yuanfang Huang, Yan Cao, Dongheng Yao, Xiangbin Kong
2024	Remote Sensing of Soils Kaushik Saha, Udayan Rudra Bhowmick, K.S. Anil Kumar, K.S. Karthika, Parinita Das, M. Lalitha
2024	Inversion method of organic matter content of different types of soils in black soil area based on hyperspectral indices Open Geosciences Nan Lin, Yanlong Liu, Qiang Liu, Ranzhe Jiang, Xunhu Ma
2024	Combining the fractional order derivative and machine learning for leaf water content estimation of spring wheat using hyper-spectral indices Plant Methods Zinhar Zununjan, Mardan Aghabey Turghan, Mutallip Sattar, Nijat Kasim, Bilal Emin, Abdugheni Abliz
2023	A CNN–LSTM Machine-Learning Method for Estimating Particulate Organic Carbon from Remote Sensing in Lakes Sustainability Banglong Pan, Hanming Yu, Hongwei Cheng, Shuhua Du, Shutong Cai, Minle Zhao, Juan Du, Fazhi Xie
2023	Towards Optimal Variable Selection Methods for Soil Property Prediction Using a Regional Soil Vis-NIR Spectral Library Remote Sensing Xianglin Zhang, Jie Xue, Yi Xiao, Zhou Shi, Songchao Chen
2023	Advances in Agronomy Nélida E.Q. Silvero, José A.M. Demattê, Budiman Minasny, Nícolas Augusto Rosin, Jessica García Nascimento, Heidy S. Rodríguez Albarracín, Henrique Bellinaso, Andrés M.R. Gómez
2023	2023 IEEE 9th International Conference on Collaboration and Internet Computing (CIC) Jianwei Hao, Rajneesh Sharma, Mary B. Fleming, In Kee Kim, Deepak R. Mishra, S. Sonny Kim, Lori A. Sutter, Lakshmish Ramaswamy
2023	Digital Mapping of Root-Zone Soil Moisture Using UAV-Based Multispectral Data in a Kiwifruit Orchard of Northwest China Remote Sensing Shidan Zhu, Ningbo Cui, Ji Zhou, Jingyuan Xue, Zhihui Wang, Zongjun Wu, Mingjun Wang, Qingling Deng
2022	Using PRISMA Hyperspectral Satellite Imagery and GIS Approaches for Soil Fertility Mapping (FertiMap) in Northern Morocco Remote Sensing Anis Gasmi, Cécile Gomez, Abdelghani Chehbouni, Driss Dhiba, Mohamed El Gharous
2022	Remote Sensing of Surface and Subsurface Soil Organic Carbon in Tidal Wetlands: A Review and Ideas for Future Research Remote Sensing Rajneesh Sharma, Deepak R. Mishra, Matthew R. Levi, Lori A. Sutter
2022	Vis–NIR spectroscopy and machine learning methods to diagnose chemical properties in Colombian sugarcane soils Geoderma Regional Diego A. Delgadillo-Duran, Cesar A. Vargas-García, Viviana M. Varón-Ramírez, Francisco Calderón, Andrea C. Montenegro, Paula H. Reyes-Herrera
2022	Simulating the Changes of Invasive Phragmites australis in a Pristine Wetland Complex with a Grey System Coupled System Dynamic Model: A Remote Sensing Practice Remote Sensing Danlin Yu, Nicholas A. Procopio, Chuanglin Fang
2022	Multidimensional soil salinity data mining and evaluation from different satellites Science of The Total Environment Xiaoyi Cao, Wenqian Chen, Xiangyu Ge, Xiangyue Chen, Jingzhe Wang, Jianli Ding
2022	Vis-NIR Spectroscopy and Machine Learning Methods to Diagnose Chemical Properties in Colombian Sugarcane Soils SSRN Electronic Journal Diego A. Delgadillo-Duran, Cesar A. Vargas-García, Viviana M. Varon-Ramírez, Francisco Calderón, Andrea C. Montenegro, Paula Reyes-Herrera
2022	Estimation of Soil Organic Carbon Content in Coastal Wetlands with Measured VIS-NIR Spectroscopy Using Optimized Support Vector Machines and Random Forests Remote Sensing Jingru Song, Junhai Gao, Yongbin Zhang, Fuping Li, Weidong Man, Mingyue Liu, Jinhua Wang, Mengqian Li, Hao Zheng, Xiaowu Yang, Chunjing Li
2022	Soil organic carbon (SOC) prediction in Australian sugarcane fields using Vis–NIR spectroscopy with different model setting approaches Geoderma Regional Xueyu Zhao, Dongxue Zhao, Jie Wang, John Triantafilis
2022	Multivariate methods with feature wavebands selection and stratified calibration for soil organic carbon content prediction by Vis‐NIR spectroscopy Soil Science Society of America Journal Jun Wu, Daqian Guo, Guo Li, Xi Guo, Liang Zhong, Qing Zhu, Jiaxin Guo, Yingcong Ye
2022	Studies in Big Data Kumari Sweta, S. Dharumarajan, Amar Suputhra, M. Lalitha, R. Vasundhara, B. Kalaiselvi, B. N. Shashi Kumar, A. Sathish, Rajendra Hegde
2021	Machine Learning Strategy for Soil Nutrients Prediction Using Spectroscopic Method Sensors Janez Trontelj ml., Olga Chambers
2021	An empirical investigation of deviations from the Beer–Lambert law in optical estimation of lactate Scientific Reports M. Mamouei, K. Budidha, N. Baishya, M. Qassem, P. A. Kyriacou
2021	NIR spectroscopy of natural medicines supported by novel instrumentation and methods for data analysis and interpretation Journal of Pharmaceutical and Biomedical Analysis Krzysztof B. Beć, Justyna Grabska, Christian W. Huck
2021	Study on hyperspectral estimation model of soil organic carbon content in the wheat field under different water treatments Scientific Reports Chenbo Yang, Meichen Feng, Lifang Song, Chao Wang, Wude Yang, Yongkai Xie, Binghan Jing, Lujie Xiao, Meijun Zhang, Xiaoyan Song, Muhammad Saleem
2021	Soil Science: Fundamentals to Recent Advances Sayantan Sarkar
2020	Estimation of soil salt content using machine learning techniques based on remote-sensing fractional derivatives, a case study in the Ebinur Lake Wetland National Nature Reserve, Northwest China Ecological Indicators Zheng Wang, Xianlong Zhang, Fei Zhang, Ngai weng Chan, Hsiang-te Kung, Suhong Liu, Laifei Deng
2020	Regional scale soil moisture content estimation based on multi-source remote sensing parameters International Journal of Remote Sensing Mireguli Ainiwaer, Jianli Ding, Nijat Kasim, Jingzhe Wang, Jinjie Wang
2020	Prediction of Soil Properties by Visible and Near-Infrared Reflectance Spectroscopy Eurasian Soil Science E. Shahrayini, A. A. Noroozi, M. Karimian Eghbal
2020	Prediction of soil organic matter in northwestern China using fractional-order derivative spectroscopy and modified normalized difference indices CATENA Zipeng Zhang, Jianli Ding, Jingzhe Wang, Xiangyu Ge
2020	An improved similarity-based approach to predicting and mapping soil organic carbon and soil total nitrogen in a coastal region of northeastern China PeerJ Shuai Wang, Kabindra Adhikari, Qianlai Zhuang, Zijiao Yang, Xinxin Jin, Qiubing Wang, Zhenxing Bian
2019	Quantitative estimation of wastewater quality parameters by hyperspectral band screening using GC, VIP and SPA PeerJ Zheng Xing, Junying Chen, Xiao Zhao, Yu Li, Xianwen Li, Zhitao Zhang, Congcong Lao, Haifeng Wang
2019	Quantitatively estimating main soil water-soluble salt ions content based on Visible-near infrared wavelength selected using GC, SR and VIP PeerJ Haifeng Wang, Yinwen Chen, Zhitao Zhang, Haorui Chen, Xianwen Li, Mingxiu Wang, Hongyang Chai
2019	Mapping of Soil Total Nitrogen Content in the Middle Reaches of the Heihe River Basin in China Using Multi-Source Remote Sensing-Derived Variables Remote Sensing Tao Zhou, Yajun Geng, Jie Chen, Chuanliang Sun, Dagmar Haase, Angela Lausch
2019	Combining UAV-based hyperspectral imagery and machine learning algorithms for soil moisture content monitoring PeerJ Xiangyu Ge, Jingzhe Wang, Jianli Ding, Xiaoyi Cao, Zipeng Zhang, Jie Liu, Xiaohang Li
2019	Machine learning analysis to identify the association between risk factors and onset of nosocomial diarrhea: a retrospective cohort study PeerJ Ken Kurisu, Kazuhiro Yoshiuchi, Kei Ogino, Toshimi Oda
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