387
Views
29
CrossRef citations to date
0
Altmetric
Articles

Extracting soil salinization information with a fractional-order filtering algorithm and grid-search support vector machine (GS-SVM) model

, , , &
Pages 953-973 | Received 23 Nov 2018, Accepted 05 Jun 2019, Published online: 14 Aug 2019

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

Read on this site (2)

Siwei Lin, Jing Xie, Jiayin Deng, Meng Qi & Nan Chen. (2022) Landform classification based on landform geospatial structure – a case study on Loess Plateau of China. International Journal of Digital Earth 15:1, pages 1125-1148.
Read now
YuFang Li, YuMei Zhang & BingQin Xu. (2022) A novel method of battery state-of-health estimation and remaining useful life prediction based on grid search-support vector regression. International Journal of Ambient Energy 43:1, pages 7812-7822.
Read now

Articles from other publishers (27)

Miaona You, Sumei Zhuang & Ruxue Luo. (2024) Method for wind power forecasting based on support vector machines optimized and weighted composite gray relational analysis. Journal of Intelligent & Fuzzy Systems 46:4, pages 10847-10862.
Crossref
Xu Li, Jingming Wu, Jun Yu, Zhengli Zhou, Qi Wang, Wenbo Zhao & Lijun Hu. (2024) Inversion of Soil Moisture Content in Cotton Fields Using GBR-RF Algorithm Combined with Sentinel-2 Satellite Spectral Data. Agronomy 14:4, pages 784.
Crossref
Shuoyang Li, Guiyu Yang, Cui Chang, Hao Wang, Hongling Zhang, Na Zhang, Zhigong Peng & Yaomingqi Song. (2024) Remote Sensing Inversion of Salinization Degree Distribution and Analysis of Its Influencing Factors in an Arid Irrigated District. Land 13:4, pages 422.
Crossref
Rui Ma, Nannan Zhang, Xiao Zhang, Tiecheng Bai, Xintao Yuan, Hao Bao, Daidi He, Wujun Sun & Yong He. (2024) Cotton Verticillium wilt monitoring based on UAV multispectral-visible multi-source feature fusion. Computers and Electronics in Agriculture 217, pages 108628.
Crossref
ChenXuan Song, Jinming Liu, Chunqi Wang & Zhijiang Li. (2023) Rapid identification of adulterated rice using fusion of near-infrared spectroscopy and machine vision data: the combination of feature optimization and nonlinear modeling. Rapid identification of adulterated rice using fusion of near-infrared spectroscopy and machine vision data: the combination of feature optimization and nonlinear modeling.
Yong Hao, Chengxiang Zhang & Xiyan Li. (2023) Research on defect detection method of bearing dust cover based on machine vision and multi-feature fusion algorithm. Measurement Science and Technology 34:10, pages 105016.
Crossref
Nannan Zhang, Xiao Zhang, Peng Shang, Rui Ma, Xintao Yuan, Li Li & Tiecheng Bai. (2023) Detection of Cotton Verticillium Wilt Disease Severity Based on Hyperspectrum and GWO-SVM. Remote Sensing 15:13, pages 3373.
Crossref
Nan Wang, Dongyun Xu, Jie Xue, Xianglin Zhang, Yongsheng Hong, Jie Peng, Hongyi Li, Abdul Mounem Mouazen, Yong He & Zhou Shi. (2023) Delineation and optimization of cotton farmland management zone based on time series of soil-crop properties at landscape scale in south Xinjiang, China. Soil and Tillage Research 231, pages 105744.
Crossref
Naveed Ishtiaq Chaudhary, Zeshan Aslam Khan, Muhammad Asif Zahoor Raja & Iqra Ishtiaq Chaudhary. (2022) Enhanced fractional adaptive processing paradigm for power signal estimation. Mathematical Methods in the Applied Sciences 46:6, pages 7013-7028.
Crossref
Yingxuan Ma & Nigara Tashpolat. (2023) Current Status and Development Trend of Soil Salinity Monitoring Research in China. Sustainability 15:7, pages 5874.
Crossref
Jie Zhang, Xia Jing, Xiaoyu Song, Teng Zhang, WeiNa Duan & Jing Su. (2023) Hyperspectral estimation of wheat stripe rust using fractional order differential equations and Gaussian process methods. Computers and Electronics in Agriculture 206, pages 107671.
Crossref
Guangman Song, Quan Wang & Jia Jin. (2023) Fractional-Order Derivative Spectral Transformations Improved Partial Least Squares Regression Estimation of Photosynthetic Capacity From Hyperspectral Reflectance. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-10.
Crossref
Xiaoyi Cao, Wenqian Chen, Xiangyu Ge, Xiangyue Chen, Jingzhe Wang & Jianli Ding. (2022) Multidimensional soil salinity data mining and evaluation from different satellites. Science of The Total Environment 846, pages 157416.
Crossref
Nan Wang, Jie Peng, Songchao Chen, Jingyi Huang, Hongyi Li, Asim Biswas, Yong He & Zhou Shi. (2022) Improving remote sensing of salinity on topsoil with crop residues using novel indices of optical and microwave bands. Geoderma 422, pages 115935.
Crossref
Jiawen Hou & Yusufujiang Rusuli. (2022) Assessment of Soil Salinization Risk by Remote Sensing-Based Ecological Index (RSEI) in the Bosten Lake Watershed, Xinjiang in Northwest China. Sustainability 14:12, pages 7118.
Crossref
Lei Liu, Jin Ye, Shulei Li, Shuai Hu & Qi Wang. (2022) A Novel Machine Learning Algorithm for Cloud Detection Using AERI Measurement Data. Remote Sensing 14:11, pages 2589.
Crossref
Siwei Lin, Nan Chen, Qianqian Zhou, Tinmin Lin & Huange Li. (2022) A Scheme for Quickly Simulating Extraterrestrial Solar Radiation over Complex Terrain on a Large Spatial-Temporal Span—A Case Study over the Entirety of China. Remote Sensing 14:7, pages 1753.
Crossref
Cenk Sezen & Turgay Partal. (2022) The utilisation of conceptual and data-driven models for hydrological modelling in semi-arid and humid areas of the Antalya basin in Turkey. Acta Geophysica 70:2, pages 897-915.
Crossref
Xiaofang Jiang, Hanchen Duan, Jie Liao, Pinglin Guo, Cuihua Huang & Xian Xue. (2022) Estimation of Soil Salinization by Machine Learning Algorithms in Different Arid Regions of Northwest China. Remote Sensing 14:2, pages 347.
Crossref
Ajay Singh. (2021) Soil salinity: A global threat to sustainable development. Soil Use and Management 38:1, pages 39-67.
Crossref
Jin Ye, Lei Liu, Qi Wang, Shuai Hu & Shulei Li. (2022) A Novel Machine Learning Algorithm for Planetary Boundary Layer Height Estimation Using AERI Measurement Data. IEEE Geoscience and Remote Sensing Letters 19, pages 1-5.
Crossref
Samet Aksoy, Aylin Yildirim, Taha Gorji, Nikou Hamzehpour, Aysegul Tanik & Elif Sertel. (2022) Assessing the performance of machine learning algorithms for soil salinity mapping in Google Earth Engine platform using Sentinel-2A and Landsat-8 OLI data. Advances in Space Research 69:2, pages 1072-1086.
Crossref
Naveed Ishtiaq Chaudhary, Muhammad Asif Zahoor Raja, Zeshan Aslam Khan, Khalid Mehmood Cheema & Ahmad H. Milyani. (2021) Hierarchical Quasi-Fractional Gradient Descent Method for Parameter Estimation of Nonlinear ARX Systems Using Key Term Separation Principle. Mathematics 9:24, pages 3302.
Crossref
Enming Li, Jian Zhou, Xiuzhi Shi, Danial Jahed Armaghani, Zhi Yu, Xin Chen & Peisheng Huang. (2020) Developing a hybrid model of salp swarm algorithm-based support vector machine to predict the strength of fiber-reinforced cemented paste backfill. Engineering with Computers 37:4, pages 3519-3540.
Crossref
Jun Deng, Wei-Le Chen, Ce Liang, Wei-Feng Wang, Yang Xiao, Cai-Ping Wang & Chi-Min Shu. (2021) Correction model for CO detection in the coal combustion loss process in mines based on GWO-SVM. Journal of Loss Prevention in the Process Industries 71, pages 104439.
Crossref
Zheng Wang, Fei Zhang, Xianlong Zhang, Ngai Weng Chan, Hsiang-te Kung, Muhadaisi Ariken, Xiaohong Zhou & Yishan Wang. (2021) Regional suitability prediction of soil salinization based on remote-sensing derivatives and optimal spectral index. Science of The Total Environment 775, pages 145807.
Crossref
Zheng Wang, Xianlong Zhang, Fei Zhang, Ngai weng Chan, Hsiang-te Kung, Suhong Liu & Laifei Deng. (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 119, pages 106869.
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.