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Massimo Conforti, Giorgio Matteucci & Gabriele Buttafuoco. (2017) Organic carbon and total nitrogen topsoil stocks, biogenetic natural reserve ‘Marchesale’ (Calabria region, southern Italy). Journal of Maps 13:2, pages 91-99.
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Zahir Shah, Wasiullah Malik, Amanullah Bhatti & H. Rahman. (2013) Spatial Variability of Nutrients in Wheat Plants in Semi-arid Regions of Northwestern Pakistan. Communications in Soil Science and Plant Analysis 44:16, pages 2472-2487.
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Yusuke Takata, Tsuneo Kuwagata, Kazunori Kohyama & Hiroshi Obara. (2011) Delineation of Japanese soil temperature regime map. Soil Science and Plant Nutrition 57:2, pages 294-302.
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N. Jahan & T. Y. Gan. (2011) Modelling the vegetation–climate relationship in a boreal mixedwood forest of Alberta using normalized difference and enhanced vegetation indices. International Journal of Remote Sensing 32:2, pages 313-335.
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Yusuke Takata, Shinya Funakawa, Kanat Akshalov, Norio Ishida & Takashi Kosaki. (2008) Regional evaluation of the spatio-temporal variation in soil organic carbon dynamics for rainfed cereal farming in northern Kazakhstan. Soil Science and Plant Nutrition 54:5, pages 794-806.
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Yusuke Takata, Shinya Funakawa, Junta Yanai, Azusa Mishima, Kanat Akshalov, Norio Ishida & Takashi Kosaki. (2008) Influence of crop rotation system on the spatial and temporal variation of the soil organic carbon budget in northern Kazakhstan. Soil Science and Plant Nutrition 54:1, pages 159-171.
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Articles from other publishers (43)
Qiangqiang Qi, Xin Yue, Xin Duo, Zhanjun Xu & Zhe Li. (2023) Spatial prediction of soil organic carbon in coal mining subsidence areas based on RBF neural network. International Journal of Coal Science & Technology 10:1.
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Junjun Fang, Xiaomei Li, Jinming Sha, Taifeng Dong, Jiali Shang, Eshetu Shifaw, Yung-Chih Su & Jinliang Wang. (2023) Regional-Scale Topsoil Organic Matter Estimation Based on a Geographic Detector Model Using Landsat Data, Pingtan Island, Fujian, China. Sustainability 15:11, pages 8511.
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Nícolas Augusto Rosin, José A.M. Demattê, Raul Roberto Poppiel, Nélida E.Q. Silvero, Heidy S. Rodriguez-Albarracin, Jorge Tadeu Fim Rosas, Lucas Tadeu Greschuk, Henrique Bellinaso, Budiman Minasny, Cecile Gomez, José Marques Júnior & Kathleen Fernandes. (2023) Mapping Brazilian soil mineralogy using proximal and remote sensing data. Geoderma 432, pages 116413.
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Ratko Kadovic, Snezana Belanovic-Simic, Veljko Perovic, Sara Lukic, Predrag Miljkovic, Yousef MansourAliAli & Marius Oldja. (2023) Spatial variability of organic carbon in sandy soils: Case study of Deliblato Sands (Serbia). Glasnik Sumarskog fakulteta Bulletin of the Faculty of Forestry:127, pages 29-46.
Crossref
Crossref
Haili Huang, Lin Yang, Lei Zhang, Yue Pu, Chenconghai Yang, Qi Wu, Yanyan Cai, Feixue Shen & Chenghu Zhou. (2022) A review on digital mapping of soil carbon in cropland: progress, challenge, and prospect. Environmental Research Letters 17:12, pages 123004.
Crossref
Crossref
Yushu Xia, Kevin McSweeney & Michelle M. Wander. (2022) Digital Mapping of Agricultural Soil Organic Carbon Using Soil Forming Factors: A Review of Current Efforts at the Regional and National Scales. Frontiers in Soil Science 2.
Crossref
Crossref
Miraç Kılıç, Recep Gündoğan, Hikmet Günal & Bilal Cemek. (2022) Accuracy Assessment of Kriging, artificial neural network, and a hybrid approach integrating spatial and terrain data in estimating and mapping of soil organic carbon. PLOS ONE 17:5, pages e0268658.
Crossref
Crossref
Zhishan Ye, Ziheng Sheng, Xiaoyan Liu, Youhua Ma, Ruochen Wang, Shiwei Ding, Mengqian Liu, Zijie Li & Qiang Wang. (2021) Using Machine Learning Algorithms Based on GF-6 and Google Earth Engine to Predict and Map the Spatial Distribution of Soil Organic Matter Content. Sustainability 13:24, pages 14055.
Crossref
Crossref
Meiwei Zhang, Huanjun Liu, Meinan Zhang, Haoxuan Yang, Yuanliang Jin, Yu Han, Haitao Tang, Xiaohan Zhang & Xinle Zhang. (2021) Mapping Soil Organic Matter and Analyzing the Prediction Accuracy of Typical Cropland Soil Types on the Northern Songnen Plain. Remote Sensing 13:24, pages 5162.
Crossref
Crossref
Markus Koch, Kanat Akshalov, Jannis Florian Carstens, Olga Shibistova, Claus Florian Stange, Simon Thiedau, Alfiya Kassymova, Leopold Sauheitl, Tobias Meinel & Georg Guggenberger. (2021) Competition of Plants and Microorganisms for Added Nitrogen in Different Fertilizer Forms in a Semi-Arid Climate. Agronomy 11:12, pages 2472.
Crossref
Crossref
Kokei Ikpi Ofem, Kingsley John, Mark Pawlett, Michael Otu Eyong, Chukwuebuka Edwin Awaogu, Pascal Umeugokwe, Gare Ambrose-Igho, Peter Ikemefuna Ezeaku & Charles Livinus Anija Asadu. (2021) Estimating Soil Organic Matter: A Case Study of Soil Physical Properties for Environment-Related Issues in Southeast Nigeria. Earth Systems and Environment 5:4, pages 899-908.
Crossref
Crossref
Yerbol ALİMKHANOV, Rakhimzhan YELESHE, Bibigul YERTAYEVA & Akbope AİTBAYEVA. (2021) Responses of potato (Solanum tuberosum L.) varieties to NPK fertilization on tuber yield in the Southeast of Kazakhstan. EURASIAN JOURNAL OF SOIL SCIENCE (EJSS) 10:4, pages 285-289.
Crossref
Crossref
Meiwei Zhang, Meinan Zhang, Haoxuan Yang, Yuanliang Jin, Xinle Zhang & Huanjun Liu. (2021) Mapping Regional Soil Organic Matter Based on Sentinel-2A and MODIS Imagery Using Machine Learning Algorithms and Google Earth Engine. Remote Sensing 13:15, pages 2934.
Crossref
Crossref
Charu Shahi, SS Bargali & Kiran Bargali. (2021) Soil properties among Indian Central Himalayan agroecosystems as affected by altitude and size variations. International Journal of Agricultural and Applied Sciences 2:1, pages 68-79.
Crossref
Crossref
Enze Xie, Yanxia Zhang, Biao Huang, Yongcun Zhao, Xuezheng Shi, Wenyou Hu & Mingkai Qu. (2021) Spatiotemporal variations in soil organic carbon and their drivers in southeastern China during 1981-2011. Soil and Tillage Research 205, pages 104763.
Crossref
Crossref
L G Smirnova, A S Shapovalov, P A Ukrainskiy, I I Mikhailenko & G V Smirnov. (2019) Analysis of spatial humus distribution in virgin and arable Chernozems in the eroding landscapes. IOP Conference Series: Earth and Environmental Science 368:1, pages 012050.
Crossref
Crossref
Lin Chen, Yeqiao Wang, Chunying Ren, Bai Zhang & Zongming Wang. (2019) Assessment of multi-wavelength SAR and multispectral instrument data for forest aboveground biomass mapping using random forest kriging. Forest Ecology and Management 447, pages 12-25.
Crossref
Crossref
Yerbolat Mukanov, Yaning Chen, Saken Baisholanov, Amobichukwu Chukwudi Amanambu, Gulnura Issanova, Ainura Abenova, Gonghuan Fang & Nurlan Abayev. (2019) Estimation of annual average soil loss using the Revised Universal Soil Loss Equation (RUSLE) integrated in a Geographical Information System (GIS) of the Esil River basin (ERB), Kazakhstan. Acta Geophysica 67:3, pages 921-938.
Crossref
Crossref
Nastaran Pouladi, Anders Bjørn Møller, Salman Tabatabai & Mogens H. Greve. (2019) Mapping soil organic matter contents at field level with Cubist, Random Forest and kriging. Geoderma 342, pages 85-92.
Crossref
Crossref
Lin Chen, Chunying Ren, Lin Li, Yeqiao Wang, Bai Zhang, Zongming Wang & Linfeng Li. (2019) A Comparative Assessment of Geostatistical, Machine Learning, and Hybrid Approaches for Mapping Topsoil Organic Carbon Content. ISPRS International Journal of Geo-Information 8:4, pages 174.
Crossref
Crossref
Sanaz Zare, Seyed Rashid Fallah Shamsi & Seyed Ali Abtahi. (2019) Weakly-coupled geo-statistical mapping of soil salinity to Stepwise Multiple Linear Regression of MODIS spectral image products. Journal of African Earth Sciences 152, pages 101-114.
Crossref
Crossref
Wen Dong, Tianjun Wu, Jiancheng Luo, Yingwei Sun & Liegang Xia. (2019) Land parcel-based digital soil mapping of soil nutrient properties in an alluvial-diluvia plain agricultural area in China. Geoderma 340, pages 234-248.
Crossref
Crossref
Yajie Huang, Zhen Li, Huichun Ye, Shiwen Zhang, Zhiqing Zhuo, An Xing & Yuanfang Huang. (2019) Mapping Soil Electrical Conductivity Using Ordinary Kriging Combined with Back-propagation Network. Chinese Geographical Science 29:2, pages 270-282.
Crossref
Crossref
Bin Wang, Cathy Waters, Susan Orgill, Annette Cowie, Anthony Clark, De Li Liu, Marja Simpson, Ian McGowen & Tim Sides. (2018) Estimating soil organic carbon stocks using different modelling techniques in the semi-arid rangelands of eastern Australia. Ecological Indicators 88, pages 425-438.
Crossref
Crossref
Samuel Bouchoms, Zhengang Wang, Veerle Vanacker, Sebastian Doetterl & Kristof Van Oost. (2017) Modelling long-term soil organic carbon dynamics under the impact of land cover change and soil redistribution. CATENA 151, pages 63-73.
Crossref
Crossref
Lorena Liuzzo, Enrico Bono, Vincenzo Sammartano & Gabriele Freni. (2015) Analysis of spatial and temporal rainfall trends in Sicily during the 1921–2012 period. Theoretical and Applied Climatology 126:1-2, pages 113-129.
Crossref
Crossref
Chao Li, Yanli Xu, Zhaogang Liu, Shengli Tao, Fengri Li & Jingyun Fang. (2016) Estimation of Forest Topsoil Properties Using Airborne LiDAR-Derived Intensity and Topographic Factors. Remote Sensing 8:7, pages 561.
Crossref
Crossref
Rintaro Kinoshita, Olivier Roupsard, Tiphaine Chevallier, Alain Albrecht, Simon Taugourdeau, Zia Ahmed & Harold M. van Es. (2016) Large topsoil organic carbon variability is controlled by Andisol properties and effectively assessed by VNIR spectroscopy in a coffee agroforestry system of Costa Rica. Geoderma 262, pages 254-265.
Crossref
Crossref
Peng-Tao Guo, Mao-Fen Li, Wei Luo, Qun-Feng Tang, Zhi-Wei Liu & Zhao-Mu Lin. (2015) Digital mapping of soil organic matter for rubber plantation at regional scale: An application of random forest plus residuals kriging approach. Geoderma 237-238, pages 49-59.
Crossref
Crossref
Yang Qi-yong, Jiang Zhong-cheng, Li Wen-jun & Li Hui. (2014) Prediction of soil organic matter in peak-cluster depression region using kriging and terrain indices. Soil and Tillage Research 144, pages 126-132.
Crossref
Crossref
Fuqiang Dai, Qigang Zhou, Zhiqiang Lv, Xuemei Wang & Gangcai Liu. (2014) Spatial prediction of soil organic matter content integrating artificial neural network and ordinary kriging in Tibetan Plateau. Ecological Indicators 45, pages 184-194.
Crossref
Crossref
Cong-Juan LI, Jia-Qiang LEI, Xiang SHI & Ran LIU. (2014) Scale Dependence of Soil Spatial Variation in a Temperate Desert. Pedosphere 24:3, pages 417-426.
Crossref
Crossref
Laura Poggio, Alessandro Gimona & Mark J. Brewer. (2013) Regional scale mapping of soil properties and their uncertainty with a large number of satellite-derived covariates. Geoderma 209-210, pages 1-14.
Crossref
Crossref
Massimo Conforti, Gabriele Buttafuoco, Antonio P. Leone, Pietro P.C. Aucelli, Gaetano Robustelli & Fabio Scarciglia. (2013) Studying the relationship between water-induced soil erosion and soil organic matter using Vis–NIR spectroscopy and geomorphological analysis: A case study in southern Italy. CATENA 110, pages 44-58.
Crossref
Crossref
Ali V. Bilgili. (2012) Spatial assessment of soil salinity in the Harran Plain using multiple kriging techniques. Environmental Monitoring and Assessment 185:1, pages 777-795.
Crossref
Crossref
Beng P. Umali, Danielle P. Oliver, Sean Forrester, David J. Chittleborough, John L. Hutson, Rai S. Kookana & Bertram Ostendorf. (2012) The effect of terrain and management on the spatial variability of soil properties in an apple orchard. CATENA 93, pages 38-48.
Crossref
Crossref
Shiwen Zhang, Yuanfang Huang, Chongyang Shen, Huichun Ye & Yichun Du. (2012) Spatial prediction of soil organic matter using terrain indices and categorical variables as auxiliary information. Geoderma 171-172, pages 35-43.
Crossref
Crossref
A. Volkan Bilgili, Fevzi Akbas & Harold M. van Es. (2010) Combined use of hyperspectral VNIR reflectance spectroscopy and kriging to predict soil variables spatially. Precision Agriculture 12:3, pages 395-420.
Crossref
Crossref
Wenjiao Shi, Jiyuan Liu, Zhengping Du, Alfred Stein & Tianxiang Yue. (2011) Surface modelling of soil properties based on land use information. Geoderma 162:3-4, pages 347-357.
Crossref
Crossref
Sriroop Chaudhuri, Eugenia M. Pena-Yewtukhiw, Louis M. McDonald, Jeffrey Skousen & Mark Sperow. (2011) Land Use Effects on Sample Size Requirements for Soil Organic Carbon Stock Estimations. Soil Science 176:2, pages 110-114.
Crossref
Crossref
Verena Dlugoß, Peter Fiener & Karl Schneider. (2010) Layer-Specific Analysis and Spatial Prediction of Soil Organic Carbon Using Terrain Attributes and Erosion Modeling. Soil Science Society of America Journal 74:3, pages 922-935.
Crossref
Crossref
Yusuke TAKATA. (2010) Analysis of Spatial and Temporal Variation of Soil Organic Carbon Budget in Northern Kazakhstan. Japan Agricultural Research Quarterly: JARQ 44:4, pages 335-342.
Crossref
Crossref
Xurong Chai, Chongyang Shen, Xiaoyong Yuan & Yuanfang Huang. (2008) Spatial prediction of soil organic matter in the presence of different external trends with REML-EBLUP. Geoderma 148:2, pages 159-166.
Crossref
Crossref