Area-to-point regression Kriging approach fusion of Landsat 8 OLI and Sentinel 2 data for assessment of soil macronutrients at Anaimalai, Coimbatore

被引:3
作者
Vaithiyanathan, Dhayalan [1 ]
Sudalaimuthu, Karuppasamy [1 ]
机构
[1] SRM Inst Sci & Technol, Dept Civil Engn, Kattankulathur, India
关键词
Multispectral; Landsat; 8; OLI; Sentine-2; Satellite image fusion; Soil macronutrient study;
D O I
10.1007/s10661-022-10571-1
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Spectral indices-based soil prediction models derived from multispectral datasets are too intricate in terms of accuracy as well as resolution. Complications arise while incorporating multispectral datasets for regional-scale spatial assessment of soil macronutrients. Sporadically satellite image fusion techniques have been used for soil nutrient interpolation to circumvent the complications. The fusion of multispectral bands encompasses precise soil information that cannot be observed as accurate with single satellite dataset. In this study, fusion of near infrared regions of Landsat 8 Operational Land Imager and Sentinel 2 has been observed for its contribution on soil macronutrient assessments. Area-to-point regression Kriging (ATPRK) approach is followed in fusing the two satellite imagery and in situ soil spectral have used for the validation of the resultant. Comparative statistical analysis on Landsat 8 OLI band 5 (wavelength: 845-885 nm), Sentine-2 band 8,8A (wavelength: 785-900 nm) datasets and fused satellite bands provides R-2 values of 0.8209, 0.8436, and 0.8763 respectively. Regression models y = (0.25006 +/- 0.00754) + (0.0000313)x, y = (0.25252 +/- 0.0062) + (0.00 00810)x, and y = (0.23715 +/- 0.0062) + (0.0001210)x for nitrogen, phosphorus, and potassium respectively aids for soil macronutrient interpolation and assessments. Computations reveals the ranges of nitrogen, phosphorus and potassium that floats from 48 to 295 kg/ha, 5.0 to 37 kg/ha, and 32 to 455 kg/ha in the study area. Fusion of satellite imagery by ATPRK approaches in soil macronutrient study at regional scale brings the novelty of the study.
引用
收藏
页数:16
相关论文
共 43 条
  • [1] Recent advances in the use of public domain satellite imagery for mineral exploration: A review of Landsat-8 and Sentinel-2 applications
    Adiri, Zakaria
    Lhissou, Rachid
    El Harti, Abderrazak
    Jellouli, Amine
    Chakouri, Mohcine
    [J]. ORE GEOLOGY REVIEWS, 2020, 117 (117)
  • [2] A Comparison of Optimized Sentinel-2 Super-Resolution Methods Using Wald's Protocol and Bayesian Optimization
    Armannsson, Sveinn E.
    Ulfarsson, Magnus O.
    Sigurdsson, Jakob
    Nguyen, Han V.
    Sveinsson, Johannes R.
    [J]. REMOTE SENSING, 2021, 13 (11)
  • [3] Soil weathering behavior assessed by combined spectral ranges: Insights into aggregate analysis
    Barbosa Guimaraes, Clecia Cristina
    Dematte, Jose A. M.
    de Azevedo, Antonio Carlos
    Diniz Dalmolin, Ricardo Simao
    ten Caten, Alexandre
    Sayao, Veridiana Maria
    da Silva, Rafael Cipriano
    Poppiel, Raul Roberto
    Mendes, Wanderson de Sousa
    Urbina Salazar, Diego Fernando
    Barros e Souza, Arnaldo
    [J]. GEODERMA, 2021, 402
  • [4] Continental-scale land surface phenology from harmonized Landsat 8 and Sentinel-2 imagery
    Bolton, Douglas K.
    Gray, Josh M.
    Melaas, Eli K.
    Moon, Minkyu
    Eklundh, Lars
    Friedl, Mark A.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2020, 240
  • [5] Assessment of Workflow Feature Selection on Forest LAI Prediction with Sentinel-2A MSI, Landsat 7 ETM+ and Landsat 8 OLI
    Brede, Benjamin
    Verrelst, Jochem
    Gastellu-Etchegorry, Jean-Philippe
    Clevers, Jan G. P. W.
    Goudzwaard, Leo
    den Ouden, Jan
    Verbesselt, Jan
    Herold, Martin
    [J]. REMOTE SENSING, 2020, 12 (06)
  • [6] Deep Learning for Feature-Level Data Fusion: Higher Resolution Reconstruction of Historical Landsat Archive
    Chen, Bin
    Li, Jing
    Jin, Yufang
    [J]. REMOTE SENSING, 2021, 13 (02) : 1 - 23
  • [7] Efficacy of rhizobacterial exopolysaccharides in improving plant growth, physiology, and soil properties
    Dar, Abubakar
    Zahir, Zahir Ahmad
    Iqbal, Muhammad
    Mehmood, Atif
    Javed, Atif
    Hussain, Azhar
    Bushra
    Ahmad, Maqshoof
    [J]. ENVIRONMENTAL MONITORING AND ASSESSMENT, 2021, 193 (08)
  • [8] Demelash Beyene M., 2021, THESIS ADDIS ABABA U
  • [9] Recent Applications of Landsat 8/OLI and Sentinel-2/MSI for Land Use and Land Cover Mapping: A Systematic Review
    E. D. Chaves, Michel
    C. A. Picoli, Michelle
    D. Sanches, Ieda
    [J]. REMOTE SENSING, 2020, 12 (18)
  • [10] Phosphorus Availability and Potential Environmental Risk Assessment in Alkaline Soils
    Elbasiouny, Heba
    Elbehiry, Fathy
    El-Ramady, Hassan
    Brevik, Eric C.
    [J]. AGRICULTURE-BASEL, 2020, 10 (05):