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2025	A stacking ensemble modeling to map soil lead content: driven by spectral calibration and two-dimensional spectral index with GF-5 hyperspectral data Stochastic Environmental Research and Risk Assessment Yulan Tang, Zhao Wang, Xiaohan Zhang, Diannan Huang, Yue Feng, Jingli Wang
2025	Hyperspectral inversion of organic matter content in agricultural soils based on fractional-order derivative and ensemble learning Infrared Physics & Technology Anhong Tian, Zhiyuan Li, Chengbiao Fu
2025	Quantitative estimation of soil lithium content using fractional derivative spectroscopy and machine learning algorithms Optics & Laser Technology Shichao Cui, Guo Jiang, Jiawei Lu
2025	Intelligent Systems Reference Library Neeraj Anand Sharma, Kunal Kumar, Rishal Ravikesh Chand, Muhammad Ashad Kabir
2025	Using imaging spectroscopy and elevation in machine learning to estimate soil salinity in intermittently tidal wetlands Ecosphere Germán D. Silva, Dar A. Roberts, Kristin B. Byrd, K. Dana Chadwick, Ian J. Walker, Jennifer Y. King
2025	A methodology to estimate REE contents in post-mining soils by diffuse reflectance spectroscopy and machine learning Environmental Technology & Innovation L. Salgado, J.R. Rodríguez-Pérez, C.A. López-Sánchez, K.B. Mejía-Correal, R. Forján, J.R. Gallego
2025	Improving Soil Organic Matter Mapping Using Transfer Learning and Satellite-Simulated Samples From Bare Soil Hyperspectral Imagery IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Xibo Xu, Yunhao Chen, Shuting Yang
2025	The Optimal Estimation Model for Soil Salinization Based on the FOD-CNN Spectral Index Remote Sensing Jicun Yang, Bing Guo, Rui Zhang
2025	Prediction of Soil Salinization in Arid Regions During Wet and Dry Seasons Based on Spectro‐Polarimetric Features and Machine Learning Land Degradation & Development Xiaobing Wang, Mireguli Ainiwaer, Aizemaitijiang Maimaitituersun, Jiaqi Zhang, Xayida Subi
2024	Integrating proximal soil sensing data and environmental variables to enhance the prediction accuracy for soil salinity and sodicity in a region of Xinjiang Province, China Journal of Environmental Management Shuai Zhao, Shamsollah Ayoubi, Seyed Roohollah Mousavi, Seyed Ahmad Mireei, Faezeh Shahpouri, Shi-xin Wu, Chun-bo Chen, Zhen-yong Zhao, Chang-yan Tian
2024	Monitoring and assessment of spatiotemporal soil salinization in the Lake Urmia region Environmental Monitoring and Assessment S. Mirzaee, A. Mirzakhani Nafchi, Y. Ostovari, M. Seifi, S. Ghorbani-Dashtaki, H. Khodaverdiloo, S. Chakherlou, R. Taghizadeh-Mehrjardi, B. Raei
2024	Three-Dimensional Structure and Transport Properties of Dust Aerosols in Central Asia—New Insights from CALIOP Observations, 2007–2022 Remote Sensing Jinglong Li, Qing He, Yonghui Wang, Xiaofei Ma, Xueqi Zhang, Yongkang Li
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
2024	Effects of different spectral processing methods on soil organic matter prediction based on VNIR-SWIR spectroscopy in karst areas, Southwest China Journal of Soils and Sediments Mengjuan Wu, Yuqing Huang, Xin Zhao, Jia Jin, Yangchun Ruan
2024	IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium Md Mehedi Farhad, Volkan Senyurek, Mohammad Abdus Shahid Rafi, Ardeshir Adeli, Mehmet Kurum, Ali Cafer Gurbuz
2024	Exploring the spatial variability of soil properties using reflectance spectroscopy and magnetic susceptibility techniques in arid lands Environmental Earth Sciences Sahar Taghdis, Mohammad Hady Farpoor, Majid Mahmoodabadi
2024	Soil Carbon Estimation From Hyperspectral Imagery With Wavelet Decomposition and Frame Theory IEEE Transactions on Geoscience and Remote Sensing Bishal Roy, Vasit Sagan, Haireti Alifu, Jocelyn Saxton, Dorsa Ghoreishi, Nadia Shakoor
2023	An Improved Vis-NIR Estimation Model of Soil Organic Matter Through the Artificial Samples Enhanced Calibration Set IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Xibo Xu, Yunhao Chen, Xiujuan Dai, Tianjie Lei, Sijia Wang, Kangning Li
2023	Spatio-Temporal Variation in Soil Salinity and Its Influencing Factors in Desert Natural Protected Forest Areas Remote Sensing Xinyue Zhao, Haiyang Xi, Tengfei Yu, Wenju Cheng, Yuqing Chen
2023	Soil salinity dynamics in arid oases during irrigated and non‐irrigated seasons Land Degradation & Development Chuanmei Zhu, Jianli Ding, Zipeng Zhang, Jinjie Wang, Xiangyue Chen, Lijing Han, Haobo Shi, Jingzhe Wang
2023	Dust source clay content and salinity estimation using VNIR spectrometry Arid Land Research and Management Mansour Chatrenour, Ahmad Landi, Hosseinali Bahrami, Saham Mirzaei
2022	A Comparison between Sentinel-2 and Landsat 8 OLI Satellite Images for Soil Salinity Distribution Mapping Using a Deep Learning Convolutional Neural Network Canadian Journal of Remote Sensing Mohammad Kazemi Garajeh, Thomas Blaschke, Vahid Hossein Haghi, Qihao Weng, Khalil Valizadeh Kamran, Zhenlong Li
2022	Estimation of Soil Organic Carbon Content in the Ebinur Lake Wetland, Xinjiang, China, Based on Multisource Remote Sensing Data and Ensemble Learning Algorithms Sensors Boqiang Xie, Jianli Ding, Xiangyu Ge, Xiaohang Li, Lijing Han, Zheng Wang
2022	Multiple-depth modeling of soil organic carbon using visible–near infrared spectroscopy Geocarto International Elham Shahrayini, Hossein Shafizadeh-Moghadam, Ali.Akbar Noroozi, Mostafa Karimian Eghbal
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	Fusion of Reflected GPS Signals With Multispectral Imagery to Estimate Soil Moisture at Subfield Scale From Small UAS Platforms IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Volkan Senyurek, Md Mehedi Farhad, Ali C. Gurbuz, Mehmet Kurum, Ardeshir Adeli
2022	Estimation of soybean yield parameters under lodging conditions using RGB information from unmanned aerial vehicles Frontiers in Plant Science Dong Bai, Delin Li, Chaosen Zhao, Zixu Wang, Mingchao Shao, Bingfu Guo, Yadong Liu, Qi Wang, Jindong Li, Shiyu Guo, Ruizhen Wang, Ying-hui Li, Li-juan Qiu, Xiuliang Jin
2022	Modeling and Mapping of Soil Salinity and Alkalinity Using Remote Sensing Data and Topographic Factors: a Case Study in Iran Environmental Modeling & Assessment Elham Shahrayini, Ali Akbar Noroozi
2022	Global Soil Salinity Prediction by Open Soil Vis-NIR Spectral Library Remote Sensing Yin Zhou, Songchao Chen, Bifeng Hu, Wenjun Ji, Shuo Li, Yongsheng Hong, Hanyi Xu, Nan Wang, Jie Xue, Xianglin Zhang, Yi Xiao, Zhou Shi
2022	Estimation of soil copper content based on fractional-order derivative spectroscopy and spectral characteristic band selection Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy Shichao Cui, Kefa Zhou, Rufu Ding, Yinyi Cheng, Guo Jiang
2022	An over review of desertification in Xinjiang, Northwest China Journal of Arid Land Xiang Yu, Jiaqiang Lei, Xin Gao
2022	Updated soil salinity with fine spatial resolution and high accuracy: The synergy of Sentinel-2 MSI, environmental covariates and hybrid machine learning approaches CATENA Xiangyu Ge, Jianli Ding, Dexiong Teng, Jingzhe Wang, Tianci Huo, Xiaoye Jin, Jinjie Wang, Baozhong He, Lijing Han
2022	Microorganism rhizosphere interactions and their impact on the bioremediation of saline soils: a review International Journal of Environmental Science and Technology C. R. Delgado-González, A. Madariaga-Navarrete, R. Rodríguez-Laguna, J. Capulín-Grande, A. Sharma, M. Islas-Pelcastre
2022	Exploring the capability of Gaofen-5 hyperspectral data for assessing soil salinity risks International Journal of Applied Earth Observation and Geoinformation Xiangyu Ge, Jianli Ding, Dexiong Teng, Boqiang Xie, Xianlong Zhang, Jinjie Wang, Lijing Han, Qingling Bao, Jingzhe Wang
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
2022	Estimating soil chemical properties by diffuse reflectance spectroscopy: Promise versus reality European Journal of Soil Science Murray B. McBride
2022	Application of a Fractional Order Differential to the Hyperspectral Inversion of Soil Iron Oxide Agriculture Hailong Zhao, Shu Gan, Xiping Yuan, Lin Hu, Junjie Wang, Shuai Liu
2021	Hyperspectral Prediction of Soil Total Salt Content by Different Disturbance Degree under a Fractional-Order Differential Model with Differing Spectral Transformations Remote Sensing Anhong Tian, Junsan Zhao, Bohui Tang, Daming Zhu, Chengbiao Fu, Heigang Xiong
2021	Handbook of Halophytes Moona Nazish, Muhammad Zafar, Mushtaq Ahmad, Shazia Sultana
2021	Aerosol optical depth (AOD): spatial and temporal variations and association with meteorological covariates in Taklimakan desert, China PeerJ Jinglong Li, Xiangyu Ge, Qing He, Alim Abbas
2021	Estimating Agricultural Soil Moisture Content through UAV-Based Hyperspectral Images in the Arid Region Remote Sensing Xiangyu Ge, Jianli Ding, Xiuliang Jin, Jingzhe Wang, Xiangyue Chen, Xiaohang Li, Jie Liu, Boqiang Xie
2021	Soil salinity inversion based on novel spectral index Environmental Earth Sciences Xiaohong Zhou, Fei Zhang, Changjiang Liu, Hsiang-te Kung, Verner Carl Johnson
2021	Evaluation of Total Nitrogen in Water via Airborne Hyperspectral Data: Potential of Fractional Order Discretization Algorithm and Discrete Wavelet Transform Analysis Remote Sensing Jinhua Liu, Jianli Ding, Xiangyu Ge, Jingzhe Wang
2021	Monitoring properties of the salt-affected soils by multivariate analysis of the visible and near-infrared hyperspectral data CATENA Gopal Ramdas Mahajan, Bappa Das, Bhaskar Gaikwad, Dayesh Murgaonkar, Ashwini Desai, Shaiesh Morajkar, Kiran Puna Patel, Rahul Mukund Kulkarni
2021	Validation and Comparison of Physical Models for Soil Salinity Mapping over an Arid Landscape Using Spectral Reflectance Measurements and Landsat-OLI Data Remote Sensing Z. M. Al-Ali, A. Bannari, H. Rhinane, A. El-Battay, S. A. Shahid, N. Hameid
2021	Drivers of soil salinity and their correlation with climate change Current Opinion in Environmental Sustainability Deepthi Eswar, Rajan Karuppusamy, Selvi Chellamuthu
2021	Estimation of Salinity Content in Different Saline-Alkali Zones Based on Machine Learning Model Using FOD Pretreatment Method Remote Sensing Chengbiao Fu, Anhong Tian, Daming Zhu, Junsan Zhao, Heigang Xiong
2021	Spatio-temporal changes of AOD in Xinjiang of China from 2000 to 2019: Which factor is more influential, natural factor or human factor? PLOS ONE Jinglong Li, Qing He, Xiangyu Ge, Alim Abbas, Lili Jin
2021	Analyzing Variation of Soil Salinity Content in the Agricultural Areas: A Factorial Analysis Based Random Forest Estimation Method IOP Conference Series: Earth and Environmental Science H Wang, Y P Li
2021	Machine learning method for quick identification of water quality index (WQI) based on Sentinel-2 MSI data: Ebinur Lake case study Water Supply Xiaohang Li, Jianli Ding, Nurmemet Ilyas
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	Integrating Remote Sensing and Landscape Characteristics to Estimate Soil Salinity Using Machine Learning Methods: A Case Study from Southern Xinjiang, China Remote Sensing Nan Wang, Jie Xue, Jie Peng, Asim Biswas, Yong He, Zhou Shi
2020	Possibility of Zhuhai-1 Hyperspectral Imagery for Monitoring Salinized Soil Moisture Content Using Fractional Order Differentially Optimized Spectral Indices Water Yasenjiang Kahaer, Nigara Tashpolat, Qingdong Shi, Suhong Liu
2020	Improving the clay, silt and sand of soil prediction by removing the influence of moisture on reflectance using EPO Journal of Geospatial Information Technology Saham Mirzaei, علی درویشی بلورانی, Hossein Ali Bahrami, Seyyed Kazem Alavipanah, Ali jafar Mousivand
2020	Assessing Soil Organic Matter Content in a Coal Mining Area through Spectral Variables of Different Numbers of Dimensions Sensors Chuanmei Zhu, Zipeng Zhang, Hongwei Wang, Jingzhe Wang, Shengtian Yang
2020	Combating soil salinity with combining saline agriculture and phytomanagement with salt-accumulating plants Critical Reviews in Environmental Science and Technology Kashif Hayat, Jochen Bundschuh, Farooq Jan, Saiqa Menhas, Sikandar Hayat, Fazal Haq, Mashab Ali Shah, Hassan Javed Chaudhary, Abid Ullah, Dan Zhang, Yuanfei Zhou, Pei Zhou
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	Assessing Climate Change Impact on Soil Salinity Dynamics between 1987–2017 in Arid Landscape Using Landsat TM, ETM+ and OLI Data Remote Sensing Abderrazak Bannari, Zahra M. Al-Ali
2020	Estimation of soil salt content by combining UAV-borne multispectral sensor and machine learning algorithms PeerJ Guangfei Wei, Yu Li, Zhitao Zhang, Yinwen Chen, Junying Chen, Zhihua Yao, Congcong Lao, Huifang Chen
2020	Quantitative Evaluation of Spatial and Temporal Variation of Soil Salinization Risk Using GIS-Based Geostatistical Method Remote Sensing Zheng Wang, Fei Zhang, Xianlong Zhang, Ngai Weng Chan, Hsiang-te Kung, Xiaohong Zhou, Yishan Wang
2020	Combining Multi-Source Data and Machine Learning Approaches to Predict Winter Wheat Yield in the Conterminous United States Remote Sensing Yumiao Wang, Zhou Zhang, Luwei Feng, Qingyun Du, Troy Runge
2020	Non-destructive estimation of winter wheat leaf moisture content using near-ground hyperspectral imaging technology Acta Agriculturae Scandinavica, Section B — Soil & Plant Science Zhen Zhu, Tiansheng Li, Jing Cui, Xiaoyan Shi, Jianhua Chen, Haijiang Wang
2019	Impact of Fractional Calculus on Correlation Coefficient between Available Potassium and Spectrum Data in Ground Hyperspectral and Landsat 8 Image Mathematics Chengbiao Fu, Shu Gan, Xiping Yuan, Heigang Xiong, Anhong Tian
2019	A New Application of Random Forest Algorithm to Estimate Coverage of Moss-Dominated Biological Soil Crusts in Semi-Arid Mu Us Sandy Land, China Remote Sensing Xiang Chen, Tao Wang, Shulin Liu, Fei Peng, Atsushi Tsunekawa, Wenping Kang, Zichen Guo, Kun Feng
2019	Method for predicting soil salinity concentrations in croplands based on machine learning and remote sensing techniques Journal of Applied Remote Sensing Nurmemet Erkin, Lei Zhu, Haibin Gu, Alimujiang Tusiyiti
2019	Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China Geoderma Jingzhe Wang, Jianli Ding, Danlin Yu, Xuankai Ma, Zipeng Zhang, Xiangyu Ge, Dexiong Teng, Xiaohang Li, Jing Liang, Ivan Lizaga, Xiangyue Chen, Lin Yuan, Yahui Guo
2019	Performance Comparison of Machine Learning Algorithms for Estimating the Soil Salinity of Salt-Affected Soil Using Field Spectral Data Remote Sensing Sijia Wang, Yunhao Chen, Mingguo Wang, Jing Li
2019	Classifying and Predicting Salinization Level in Arid Area Soil Using a Combination of Chua’s Circuit and Fractional Order Sprott Chaotic System Sensors Anhong Tian, Chengbiao Fu, Xiao-Yi Su, Her-Terng Yau, Heigang Xiong
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	Evaluation of Leaf N Concentration in Winter Wheat Based on Discrete Wavelet Transform Analysis Remote Sensing Fenling Li, Li Wang, Jing Liu, Yuna Wang, Qingrui Chang
2019	Estimation of maize above-ground biomass based on stem-leaf separation strategy integrated with LiDAR and optical remote sensing data PeerJ Yaohui Zhu, Chunjiang Zhao, Hao Yang, Guijun Yang, Liang Han, Zhenhai Li, Haikuan Feng, Bo Xu, Jintao Wu, Lei Lei
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	Spatial Analysis of Soil Salinity in the Indus River Delta, Pakistan Engineering, Technology & Applied Science Research G. S. Solangi, A. A. Siyal, M. M. Babar, P. Siyal
2018	Machine-learning-based quantitative estimation of soil organic carbon content by VIS/NIR spectroscopy PeerJ Jianli Ding, Aixia Yang, Jingzhe Wang, Vasit Sagan, Danlin Yu
2018	Application of Fractional Differential Calculation in Pretreatment of Saline Soil Hyperspectral Reflectance Data Journal of Sensors Anhong Tian, Junsan Zhao, Heigang Xiong, Shu Gan, Chengbiao Fu
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