Modeling of soil salinity within a semi-arid region using spectral analysis

被引:2
|
作者
Hela Triki Fourati
Moncef Bouaziz
Mourad Benzina
Samir Bouaziz
机构
[1] National Engineering School of Sfax,Laboratory of Water, Energy and Environment
[2] Institute of Geography,Faculty of Environmental Sciences
[3] TU-Dresden,undefined
来源
关键词
Soil salinity; Remote sensing; Landsat 8; Spectral salinity indices; Partial least square regression;
D O I
暂无
中图分类号
学科分类号
摘要
Soil salinity, is an environmental problem that threatens lands mainly in arid regions. Traditionally, monitoring of salty soils has been a hard task, due to the high expenses of soil samples analysis. Recently, remote sensing techniques provide new alternative to assess and monitor salt affected soil rapidly and over larger areas. The investigation area is a semi-arid region located in southern Tunisia. This study aims to identify classes of soil salinity, explore the potential of multispectral data to discern soil features and patterns of saline soil and predict soil salinity. For this purpose, Landsat 8 data were used to generate nineteen spectral indices. Correlations between reflectance indices and Electrical Conductivity (EC) measured on laboratory, showed that the Short Wave Infrared (SWIR) offers the best correlation with -57 %. Three salinity classes were obtained from image classification, with an overall accuracy 73%. Partial Least Square Regression (PLSR) method was applied to estimate soil salinity. The calibration model gives a moderate coefficient of determination R² =52 % and a RMSE=0.66 dS/m.
引用
收藏
页码:11175 / 11182
页数:7
相关论文
共 50 条
  • [1] Modeling of soil salinity within a semi-arid region using spectral analysis
    Fourati, Hela Triki
    Bouaziz, Moncef
    Benzina, Mourad
    Bouaziz, Samir
    ARABIAN JOURNAL OF GEOSCIENCES, 2015, 8 (12) : 11175 - 11182
  • [2] Comparative analysis of spectral indexes for soil salinity mapping in irrigated areas in a semi-arid region, Brazil
    Barreto, Artenio Cabral
    Neto, Miguel Ferreira
    de Oliveira, Ronaldo Pereira
    Jario Moreira, Luis Clenio
    de Medeiros, Jose Francismar
    da Silva Sa, Francisco Vanies
    JOURNAL OF ARID ENVIRONMENTS, 2023, 209
  • [3] MODELING ROOT ZONE SALINITY DYNAMICS USING INTEGRATED EFFECT OF SOIL, WATER, CROP AND CLIMATE FOR SEMI-ARID REGION
    Kashif, Muhammad
    Arshad, Muhammad
    Cheema, Jehanzeb Masud
    Waraich, Ejaz Ahmad
    PAKISTAN JOURNAL OF AGRICULTURAL SCIENCES, 2020, 57 (03): : 849 - 863
  • [4] Mapping of Cornfield Soil Salinity in Arid and Semi-Arid Regions
    Smanov, Zhassulan Maratuly
    Laiskhanov, Shakhislam Uzakbaevich
    Poshanov, Maksat Nurbaiuly
    Abikbayev, Yerzhan Rakhimkeldievich
    Duisekov, Saken Nurzhanuly
    Tulegenov, Yerdaulet Askarbekovich
    JOURNAL OF ECOLOGICAL ENGINEERING, 2023, 24 (01): : 146 - 158
  • [5] Pedological assessments along an arid and semi-arid transect using soil spectral behavior analysis
    Taghdis, Sahar
    Farpoor, Mohammad Hady
    Mahmoodabadi, Majid
    CATENA, 2022, 214
  • [6] Estimation of soil salinity in semi-arid land using a geostatistical model
    Navarro-Pedreno, J.
    Jordan, M. M.
    Melendez-Pastor, I.
    Gomez, I.
    Juan, P.
    Mateu, J.
    LAND DEGRADATION & DEVELOPMENT, 2007, 18 (03) : 339 - 353
  • [7] SALINITY AND WEATHERING RATE OF ROCKS IN A SEMI-ARID REGION
    MOREIRANORDEMANN, LM
    JOURNAL OF HYDROLOGY, 1984, 71 (1-2) : 131 - 147
  • [8] Mapping soil salinity in arid and semi-arid regions using Landsat 8 OLI satellite data
    Abuelgasim, Abdelgadir
    Ammad, Rubab
    REMOTE SENSING APPLICATIONS-SOCIETY AND ENVIRONMENT, 2019, 13 : 415 - 425
  • [9] Investigating the salinity distribution using field measurements in the semi-arid region of southern Ethiopia
    Gezimu Gelu
    Katsuaki Komai
    Chanako Dane
    Alemnesh Ayza
    Tuma Ayele
    Environmental Monitoring and Assessment, 197 (2)
  • [10] Appraisal of salinity and fluoride in a semi-arid region of India using statistical and multivariate techniques
    Mor, Suman
    Singh, Surender
    Yadav, Poonam
    Rani, Versha
    Rani, Pushpa
    Sheoran, Monika
    Singh, Gurmeet
    Ravindra, Khaiwal
    ENVIRONMENTAL GEOCHEMISTRY AND HEALTH, 2009, 31 (06) : 643 - 655