Contribution of Sentinel-2 multispectral satellite images to study salinization effect of the Touggourt agricultural region (Algeria)

被引:1
作者
Touhami, Madina Khelifi [1 ]
Bouraoui, Seyfallah [1 ]
Berguig, Mohamed-Cherif [1 ]
机构
[1] Univ Sci & Technol Houari Boumediene, BOP 32 El Alia, Algiers 16111, Algeria
关键词
Salinization; Sentinel-2; Classification; Index; ANN; K-means; SOIL-SALINITY; VEGETATION; INDEX;
D O I
10.1007/s12517-020-05551-z
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
In this paper, we propose a new spatio-morphological mapping of a region affected by the problem of salinization of its agricultural land. The rise of salt, which occurs naturally by infiltration of water passing through a saline layer through the faults, is accentuated by poor irrigation management, particularly by the use of Mio-Pliocene's water with an excessive salt content and the inadequate drainage system. We use optical remote sensing data that allows us to study a spacious area with high accuracy (up to 10-m resolution) using Sentinel-2 images in combination with in situ data. In addition to the use of heterogeneous data, we also combine several methods (salinity and vegetation index,K-means clustering, and artificial neural networks classification) to achieve more accurate and reliable results by using software specially designed for this type of processing such as SNAP with its two versions (python dependent and stand-alone). We obtain an occupation map with six classes (dry salty soils, fine sand, medium sand, vegetation, agricultural land, and buildings) with a surface area of salt soils reaching 23% of the total surface area against only 14% of vegetation that is still likely to decrease. These methods allowed us not only to delimit the region affected by the excess salt with more or less intensity but also to highlight its impact on the quality of the vegetation.
引用
收藏
页数:12
相关论文
共 50 条
[21]   Monitoring Olive Oil Mill Wastewater Disposal Sites Using Sentinel-2 and PlanetScope Satellite Images: Case Studies in Tunisia and Greece [J].
Issaoui, Wissal ;
Alexakis, Dimitrios D. ;
Nasr, Imen Hamdi ;
Argyriou, Athanasios V. ;
Alevizos, Evangelos ;
Papadopoulos, Nikos ;
Inoubli, Mohamed Hedi .
AGRONOMY-BASEL, 2022, 12 (01)
[22]   Sentinel-2 images for effective mapping of soil salinity in agricultural fields [J].
Al-Gaadi, Khalid A. ;
Tola, ElKamil ;
Madugundu, Rangaswamy ;
Fulleros, Ronnel B. .
CURRENT SCIENCE, 2021, 121 (03) :384-390
[23]   Methods for Satellite Derived Bathymetry from Sentinel-2 images: a comparison [J].
Figliomeni, F. G. ;
Parente, C. .
8TH INTERNATIONAL CONFERENCE ON GEOINFORMATION ADVANCES, GEOADVANCES 2024, VOL. 48-4, 2024, :165-173
[24]   Obtaining agricultural land cover in Sentinel-2 satellite images with drone image injection using Random Forest in Google Earth Engine [J].
Ramirez, M. ;
Martinez, L. ;
Montilla, M. ;
Sarmiento, O. ;
Lasso, J. ;
Diaz, S. .
REVISTA DE TELEDETECCION, 2020, (56) :49-68
[25]   UCDNet: A Deep Learning Model for Urban Change Detection From Bi-Temporal Multispectral Sentinel-2 Satellite Images [J].
Basavaraju, K. S. ;
Sravya, N. ;
Lal, Shyam ;
Nalini, J. ;
Reddy, Chintala Sudhakar ;
Dell'Acqua, Fabio .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60
[26]   Superpixel-Based Regional-Scale Grassland Community Classification Using Genetic Programming with Sentinel-1 SAR and Sentinel-2 Multispectral Images [J].
Wu, Zhenjiang ;
Zhang, Jiahua ;
Deng, Fan ;
Zhang, Sha ;
Zhang, Da ;
Xun, Lan ;
Ji, Mengfei ;
Feng, Qian .
REMOTE SENSING, 2021, 13 (20)
[27]   Impact Eichhornia crassipes Cultivation on Water Quality in the Caohai Region of Dianchi Lake Using Multi-Temporal Sentinel-2 Images [J].
Shen, Jinxiang ;
He, Ping ;
Sun, Xiaoli ;
Shen, Zhanfeng ;
Xu, Rong .
REMOTE SENSING, 2023, 15 (09)
[28]   Bayesian inversion of a forest reflectance model using Sentinel-2 and Landsat 8 satellite images [J].
Schraik, Daniel ;
Varvia, Petri ;
Korhonen, Lauri ;
Rautiaine, Miina .
JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2019, 233 :1-12
[29]   Identification of Potential Surface Water Resources for Inland Aquaculture from Sentinel-2 Images of the Rwenzori Region of Uganda [J].
Ssekyanzi, Athanasius ;
Nevejan, Nancy ;
Van der Zande, Dimitry ;
Brown, Molly E. ;
Van Stappen, Gilbert .
WATER, 2021, 13 (19)
[30]   The contribution of Sentinel-2 satellite images for geological mapping in the south of Tafilalet basin (Eastern Anti-Atlas, Morocco) [J].
Fal, Said ;
Maanan, Mehdi ;
Baidder, Lahssen ;
Rhinane, Hassan .
5TH INTERNATIONAL CONFERENCE ON GEOINFORMATION SCIENCE - GEOADVANCES 2018: ISPRS CONFERENCE ON MULTI-DIMENSIONAL & MULTI-SCALE SPATIAL DATA MODELING, 2018, 42-4 (W12) :75-82