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
Arabian Journal of Geosciences | 2015年 / 8卷
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
  • [21] Regression analysis of ventilation coefficient at a semi-arid IGP region using forward selection technique
    Singh, Priyanka
    Soni, Kirti
    Nair, Anjali S.
    Singh, Mahavir
    MAUSAM, 2022, 73 (03): : 617 - 626
  • [22] Regression analysis of ventilation coefficient at a semi-arid IGP region using forward selection technique
    Singh, Priyanka
    Soni, Kirti
    Nair, Anjali S.
    Singh, Mahavir
    MAUSAM, 2022, 73 (04): : 819 - 828
  • [23] Fuzzy classification of arid and semi-arid region features using multi-resolution data
    Liu, Jiaodi
    Cao, Weibin
    Pei, Zhiyuan
    Guo, Lin
    Wu, Quan
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2012, 28 (08): : 220 - 224
  • [24] Spectral analysis of soil salinity using the Grey System Theory
    Huang, SY
    Liu, QH
    Li, XW
    Liu, QH
    IGARSS 2005: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, PROCEEDINGS, 2005, : 4455 - 4457
  • [25] Evaluating Abiotic Influences on Soil Salinity of Inland Managed Wetlands and Agricultural Croplands in a Semi-Arid Environment
    Drew N. Fowler
    Sammy L. King
    David C. Weindorf
    Wetlands, 2014, 34 : 1229 - 1239
  • [26] Evaluating Abiotic Influences on Soil Salinity of Inland Managed Wetlands and Agricultural Croplands in a Semi-Arid Environment
    Fowler, Drew N.
    King, Sammy L.
    Weindorf, David C.
    WETLANDS, 2014, 34 (06) : 1229 - 1239
  • [27] Small dams/reservoirs site location analysis in a semi-arid region of Mozambique
    Luis, Antonio dos Anjos
    Cabral, Pedro
    INTERNATIONAL SOIL AND WATER CONSERVATION RESEARCH, 2021, 9 (03) : 381 - 393
  • [28] Combination of MIR spectroscopy and environmental covariates to predict soil organic carbon in a semi-arid region
    Sabetizade, Marmar
    Gorji, Manouchehr
    Roudier, Pierre
    Zolfaghari, Ali Asghar
    Keshavarzi, Ali
    CATENA, 2021, 196
  • [29] Measurement and zonation of soil surface moisture in arid and semi-arid regions using Landsat 8 images
    Bidgoli, Reza Dehghani
    Koohbanani, Hamidreza
    Keshavarzi, Ali
    Kumar, Vinod
    ARABIAN JOURNAL OF GEOSCIENCES, 2020, 13 (17)
  • [30] Measurement and zonation of soil surface moisture in arid and semi-arid regions using Landsat 8 images
    Reza Dehghani Bidgoli
    Hamidreza Koohbanani
    Ali Keshavarzi
    Vinod Kumar
    Arabian Journal of Geosciences, 2020, 13