1,339
Views
43
CrossRef citations to date
0
Altmetric
Original Articles

Comparison of Geographically Weighted Regression and Regression Kriging for Estimating the Spatial Distribution of Soil Organic Matter

, &
Pages 915-932 | Published online: 15 May 2013

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (6)

Parichat Wetchayont, Chaiwat Ekkawatpanit, Sunsern Rueangrit & Jittawat Manduang. (2023) Improvements in rainfall estimation over Bangkok, Thailand by merging satellite, radar, and gauge rainfall datasets with the geostatistical method. Big Earth Data 7:2, pages 251-275.
Read now
Dongjin Cho, Cheolhee Yoo, Jungho Im, Yeonsu Lee & Jaese Lee. (2020) Improvement of spatial interpolation accuracy of daily maximum air temperature in urban areas using a stacking ensemble technique. GIScience & Remote Sensing 57:5, pages 633-649.
Read now
Shunhua Yang, Haitao Zhang, Chuanrong Zhang, Weidong Li, Long Guo & Jiaying Chen. (2019) Predicting soil organic matter content in a plain-to-hill transition belt using geographically weighted regression with stratification. Archives of Agronomy and Soil Science 65:12, pages 1745-1757.
Read now
Jongchul Park & Dong-Ho Jang. (2016) Application of MK-PRISM for interpolation of wind speed and comparison with co-kriging in South Korea. GIScience & Remote Sensing 53:4, pages 421-443.
Read now
Chuanrong Zhang, Weidong Li & Daniel Civco. (2014) Application of geographically weighted regression to fill gaps in SLC-off Landsat ETM+ satellite imagery. International Journal of Remote Sensing 35:22, pages 7650-7672.
Read now

Articles from other publishers (37)

Matteo Petito, Silvia Cantalamessa, Giancarlo Pagnani & Michele Pisante. (2024) Modelling and mapping Soil Organic Carbon in annual cropland under different farm management systems in the Apulia region of Southern Italy. Soil and Tillage Research 235, pages 105916.
Crossref
Itzel Arroyo, Víctor Tamaríz-Flores & Rosalía Castelán. (2023) Mapping Forest Cover and Estimating Soil Organic Matter by GIS-Data and an Empirical Model at the Subnational Level in Mexico. Forests 14:3, pages 539.
Crossref
Prince Chapman Agyeman, Kingsley JOHN, Ndiye Michael Kebonye, Solomon Ofori, Luboš Borůvka, Radim Vašát & Martin Kočárek. (2022) Ecological risk source distribution, uncertainty analysis, and application of geographically weighted regression cokriging for prediction of potentially toxic elements in agricultural soils. Process Safety and Environmental Protection 164, pages 729-746.
Crossref
Wenchao Xue, Chor Pangara, Aye Mon Aung, Shen Yu, Allan Sriratana Tabucanon, Bing Hong & Tonni Agustiono Kurniawan. (2022) Spatial changes of nutrients and metallic contaminants in topsoil with multi-geostatistical approaches in a large-size watershed. Science of The Total Environment 824, pages 153888.
Crossref
Azadeh Katebikord, Seyed Hamidreza Sadeghi & Vijay P. Singh. (2022) Spatial modeling of soil organic carbon using remotely sensed indices and environmental field inventory variables. Environmental Monitoring and Assessment 194:3.
Crossref
Dorijan Radočaj, Mladen Jurišić & Mateo Gašparović. (2022) The Role of Remote Sensing Data and Methods in a Modern Approach to Fertilization in Precision Agriculture. Remote Sensing 14:3, pages 778.
Crossref
Baizhi Jiang, Wenyue Xu, Di Zhang, Fan Nie & Qi Sun. (2022) Contrasting multiple deterministic interpolation responses to different spatial scale in prediction soil organic carbon: A case study in Mollisols regions. Ecological Indicators 134, pages 108472.
Crossref
Hongfen Zhu, Haoxi Ding, Rutian Bi & Meiting Hou. (2021) Large-extent spatial heterogeneity of soil bioavailable micronutrients and the relative roles of environmental indicators on them within maize fields. Ecological Indicators 130, pages 108071.
Crossref
Guofeng Zhang, Guanghui Tian, Daxin Cai, Rui Bai & Jinhe Tong. (2021) Merging radar and rain gauge data by using spatial–temporal local weighted linear regression kriging for quantitative precipitation estimation. Journal of Hydrology 601, pages 126612.
Crossref
Shadi Bahmani, Sujay Raghavendra Naganna, Mohammad Ali Ghorbani, Mahmood Shahabi, Esmaeil Asadi & Shamsuddin Shahid. (2021) Geographically Weighted Regression Hybridized with Kriging Model for Delineation of Drought-Prone Areas. Environmental Modeling & Assessment 26:5, pages 803-821.
Crossref
Dorijan Radočaj, Mladen Jurišić & Oleg Antonić. (2021) Determination of soil C:N suitability zones for organic farming using an unsupervised classification in eastern Croatia. Ecological Indicators 123, pages 107382.
Crossref
Li Gao, Mingjing Huang, Wuping Zhang, Lei Qiao, Guofang Wang & Xumeng Zhang. (2021) Comparative Study on Spatial Digital Mapping Methods of Soil Nutrients Based on Different Geospatial Technologies. Sustainability 13:6, pages 3270.
Crossref
Emma G. Matcham, Sakthi K. Subburayalu, Steven W. Culman & Laura E. Lindsey. (2021) Implications of choosing different interpolation methods: A case study for soil test phosphorus. Crop, Forage & Turfgrass Management 7:2.
Crossref
Tao Liu, Huan Zhang & Tiezhu Shi. (2020) Modeling and Predictive Mapping of Soil Organic Carbon Density in a Small-Scale Area Using Geographically Weighted Regression Kriging Approach. Sustainability 12:22, pages 9330.
Crossref
S.A. Bangroo, G.R. Najar, Ephraim Achin & Phuong N. Truong. (2020) Application of predictor variables in spatial quantification of soil organic carbon and total nitrogen using regression kriging in the North Kashmir forest Himalayas. CATENA 193, pages 104632.
Crossref
Eryong Liu, Jian Liu, Kunyong Yu, Yunjia Wang & Ping He. (2019) A hybrid model for predicting spatial distribution of soil organic matter in a bamboo forest based on general regression neural network and interative algorithm. Journal of Forestry Research 31:5, pages 1673-1680.
Crossref
Fahimeh Mirchooli, Mahboobeh Kiani-Harchegani, Abdulvahed Khaledi Darvishan, Samereh Falahatkar & Seyed Hamidreza Sadeghi. (2020) Spatial distribution dependency of soil organic carbon content to important environmental variables. Ecological Indicators 116, pages 106473.
Crossref
Zhen Li, Yong Li, An Xing, Zhiqing Zhuo, Shiwen Zhang, Yuanpei Zhang & Yuanfang Huang. (2019) Spatial Prediction of Soil Salinity in a Semiarid Oasis: Environmental Sensitive Variable Selection and Model Comparison. Chinese Geographical Science 29:5, pages 784-797.
Crossref
Shun-Hua Yang, Feng Liu, Xiao-Dong Song, Yuan-Yuan Lu, De-Cheng Li, Yu-Guo Zhao & Gan-Lin Zhang. (2019) Mapping topsoil electrical conductivity by a mixed geographically weighted regression kriging: A case study in the Heihe River Basin, northwest China. Ecological Indicators 102, pages 252-264.
Crossref
Tarik Mitran, Vijay Solanky, G. Janakirama Suresh, G. Sujatha, K. Sreenivas & T. Ravisankar. (2018) Predictive mapping of surface soil texture in a semiarid region of India through geostatistical modeling. Modeling Earth Systems and Environment 5:2, pages 645-657.
Crossref
Tung Gia Pham, Martin Kappas, Chuong Van Huynh & Linh Hoang Khanh Nguyen. (2019) Application of Ordinary Kriging and Regression Kriging Method for Soil Properties Mapping in Hilly Region of Central Vietnam. ISPRS International Journal of Geo-Information 8:3, pages 147.
Crossref
Qingsong Shen, Yao Wang, Xinrui Wang, Xu Liu, Xingyi Zhang & Shaoliang Zhang. (2019) Comparing interpolation methods to predict soil total phosphorus in the Mollisol area of Northeast China. CATENA 174, pages 59-72.
Crossref
Tarik Mitran, Umakant Mishra, Rattan Lal, T. Ravisankar & K. Sreenivas. (2018) Spatial distribution of soil carbon stocks in a semi-arid region of India. Geoderma Regional 15, pages e00192.
Crossref
Andreja Radović, Stefan Schindler, David Rossiter & Toni Nikolić. (2018) Impact of biased sampling effort and spatial uncertainty of locations on models of plant invasion patterns in Croatia. Biological Invasions 20:12, pages 3527-3544.
Crossref
Elias Mendes Costa, Wagner de Souza Tassinari, Helena Saraiva Koenow Pinheiro, Sidinei Julio Beutler & Lucia Helena Cunha dos Anjos. (2018) Mapping Soil Organic Carbon and Organic Matter Fractions by Geographically Weighted Regression. Journal of Environmental Quality 47:4, pages 718-725.
Crossref
Wei Lu, Dengsheng Lu, Guangxing Wang, Jiasen Wu, Jianqin Huang & Guiying Li. (2018) Examining soil organic carbon distribution and dynamic change in a hickory plantation region with Landsat and ancillary data. CATENA 165, pages 576-589.
Crossref
Shuai Wang, Qianlai Zhuang, Shuhai Jia, Xinxin Jin & Qiubing Wang. (2018) Spatial variations of soil organic carbon stocks in a coastal hilly area of China. Geoderma 314, pages 8-19.
Crossref
Yang Liu, Lan-hai Li, Xi Chen, Jin-Ming Yang & Jian-Sheng Hao. (2018) Spatial distribution of snow depth based on geographically weighted regression kriging in the Bayanbulak Basin of the Tianshan Mountains, China. Journal of Mountain Science 15:1, pages 33-45.
Crossref
Atena Haghighattalab, Jared Crain, Suchismita MondalJessica Rutkoski, Ravi Prakash SinghJesse Poland. (2017) Application of Geographically Weighted Regression to Improve Grain Yield Prediction from Unmanned Aerial System Imagery. Crop Science 57:5, pages 2478-2489.
Crossref
Yuan Gao, Chuanrong Zhang, Qingsong He & Yaolin Liu. (2017) Urban Ecological Security Simulation and Prediction Using an Improved Cellular Automata (CA) Approach—A Case Study for the City of Wuhan in China. International Journal of Environmental Research and Public Health 14:6, pages 643.
Crossref
Xiaomi Wang, Yiyun Chen, Long Guo & Leilei Liu. (2017) Construction of the Calibration Set through Multivariate Analysis in Visible and Near-Infrared Prediction Model for Estimating Soil Organic Matter. Remote Sensing 9:3, pages 201.
Crossref
Xing Tan, Peng-Tao Guo, Wei Wu, Mao-Fen Li & Hong-Bin Liu. (2017) Prediction of soil properties by using geographically weighted regression at a regional scale. Soil Research 55:4, pages 318.
Crossref
Qiutong Jin, Jutao Zhang, Mingchang Shi & Jixia Huang. (2016) Estimating Loess Plateau Average Annual Precipitation with Multiple Linear Regression Kriging and Geographically Weighted Regression Kriging. Water 8:6, pages 266.
Crossref
Mingkai Qu, Weidong Li, Chuanrong Zhang, Biao Huang & Yongcun Zhao. (2016) Spatial assessment of soil nitrogen availability and varying effects of related main soil factors on soil available nitrogen. Environmental Science: Processes & Impacts 18:11, pages 1449-1457.
Crossref
Yaolin Liu, Long Guo, Qinghu Jiang, Haitao Zhang & Yiyun Chen. (2015) Comparing geospatial techniques to predict SOC stocks. Soil and Tillage Research 148, pages 46-58.
Crossref
Mingkai Qu, Weidong Li, Chuanrong Zhang, Biao Huang & Yongcun Zhao. (2014) Spatially Nonstationary Relationships between Copper Accumulation in Rice Grain and Some Related Soil Properties in Paddy Fields at a Regional Scale. Soil Science Society of America Journal 78:5, pages 1765-1774.
Crossref
Ku Wang, Chuanrong Zhang & Weidong Li. (2013) Predictive mapping of soil total nitrogen at a regional scale: A comparison between geographically weighted regression and cokriging. Applied Geography 42, pages 73-85.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.