Soil Salinity Mapping Using Machine Learning Algorithms with the Sentinel-2 MSI in Arid Areas, China
出版年份 2021 全文链接
标题
Soil Salinity Mapping Using Machine Learning Algorithms with the Sentinel-2 MSI in Arid Areas, China
作者
关键词
-
出版物
Remote Sensing
Volume 13, Issue 2, Pages 305
出版商
MDPI AG
发表日期
2021-01-20
DOI
10.3390/rs13020305
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- AGA-SVR-based selection of feature subsets and optimization of parameter in regional soil salinization monitoring
- (2020) Hongtao Xu et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Soil salinization in the oasis areas of downstream inland rivers —Case Study: Minqin oasis
- (2020) Jianxia Yang et al. QUATERNARY INTERNATIONAL
- Combining Historical Remote Sensing, Digital Soil Mapping and Hydrological Modelling to Produce Solutions for Infrastructure Damage in Cosmo City, South Africa
- (2020) George van Zijl et al. Remote Sensing
- Soil salinity analysis of Urmia Lake Basin using Landsat-8 OLI and Sentinel-2A based spectral indices and electrical conductivity measurements
- (2020) Taha Gorji et al. ECOLOGICAL INDICATORS
- Tuning support vector machines regression models improves prediction accuracy of soil properties in MIR spectroscopy
- (2020) Leonardo Deiss et al. GEODERMA
- Estimating Soil Salinity in the Dried Lake Bed of Urmia Lake Using Optical Sentinel-2 Images and Nonlinear Regression Models
- (2020) Nesa Farahmand et al. Journal of the Indian Society of Remote Sensing
- Soil erosion modeling using erosion pins and artificial neural networks
- (2020) Vahid Gholami et al. CATENA
- 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
- (2020) Zheng Wang et al. ECOLOGICAL INDICATORS
- Combination of Convolutional Neural Networks and Recurrent Neural Networks for predicting soil properties using Vis–NIR spectroscopy
- (2020) Jiechao Yang et al. GEODERMA
- A comparative analysis of statistical and machine learning techniques for mapping the spatial distribution of groundwater salinity in a coastal aquifer
- (2020) Hossein Sahour et al. JOURNAL OF HYDROLOGY
- Minimizing hazard impacts of soil salinity and water stress on wheat plants by soil application of vermicompost and biochar
- (2020) Emad M. Hafez et al. PHYSIOLOGIA PLANTARUM
- Estimation of leaf chlorophyll content and density in Populus euphratica based on hyperspectral characteristic variables
- (2019) Jiaqiang Wang et al. SPECTROSCOPY LETTERS
- Comparing Sentinel-2 MSI and Landsat 8 OLI in soil salinity detection: a case study of agricultural lands in coastal North Carolina
- (2019) E. Davis et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Assessing the capability of broadband indices derived from Landsat 8 Operational Land Imager to monitor above ground biomass and salinity in semiarid saline environments of the Bahía Blanca Estuary, Argentina
- (2019) Carla Celleri et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- A model for the rapid monitoring of soil salinization in the Yellow River Delta using Landsat 8 OLI imagery based on VI-SI feature space
- (2019) Bing Guo et al. Remote Sensing Letters
- Spatial distribution and genesis of salt on the saline playa at Qehan Lake, Inner Mongolia, China
- (2019) Lijing Han et al. CATENA
- Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China
- (2019) Jingzhe Wang et al. GEODERMA
- Estimating natural grassland biomass by vegetation indices using Sentinel 2 remote sensing data
- (2019) Marildo Guerini Filho et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Machine learning-based detection of soil salinity in an arid desert region, Northwest China: A comparison between Landsat-8 OLI and Sentinel-2 MSI
- (2019) Jingzhe Wang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Curing the earth: A review of anthropogenic soil salinization and plant-based strategies for sustainable mitigation
- (2019) Amélie Litalien et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Application of thermal imaging of wheat crop canopy to estimate leaf area index under different moisture stress conditions
- (2018) Koushik Banerjee et al. BIOSYSTEMS ENGINEERING
- Daily soil temperatures predictions for various climates in United States using data-driven model
- (2018) Lu Xing et al. ENERGY
- Comparison of partial least square regression, support vector machine, and deep-learning techniques for estimating soil salinity from hyperspectral data
- (2018) Wenzhi Zeng et al. Journal of Applied Remote Sensing
- Estimation of soil salt content (SSC) in the Ebinur Lake Wetland National Nature Reserve (ELWNNR), Northwest China, based on a Bootstrap-BP neural network model and optimal spectral indices
- (2018) Xiaoping Wang et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Sentinel-MSI VNIR and SWIR Bands Sensitivity Analysis for Soil Salinity Discrimination in an Arid Landscape
- (2018) Abderrazak Bannari et al. Remote Sensing
- Estimating soil salinity from remote sensing and terrain data in southern Xinjiang Province, China
- (2018) Jie Peng et al. GEODERMA
- Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran
- (2018) Mojtaba Zeraatpisheh et al. GEODERMA
- Quantitative assessment of soil salinity using multi-source remote sensing data based on the support vector machine and artificial neural network
- (2018) Hong Jiang et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Soil salinization of cultivated land in Shandong Province, China-Dynamics during the past 40 years
- (2018) Yang Xiao et al. LAND DEGRADATION & DEVELOPMENT
- Estimating lead and zinc concentrations in peri-urban agricultural soils through reflectance spectroscopy: Effects of fractional-order derivative and random forest
- (2018) Yongsheng Hong et al. SCIENCE OF THE TOTAL ENVIRONMENT
- The effect of fusing Sentinel-2 bands on land-cover classification
- (2017) Mateo Gašparović et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Predicting and mapping of soil particle-size fractions with adaptive neuro-fuzzy inference and ant colony optimization in central Iran
- (2016) R. Taghizadeh-mehrjardi et al. EUROPEAN JOURNAL OF SOIL SCIENCE
- Prediction of Soil Moisture Content and Soil Salt Concentration from Hyperspectral Laboratory and Field Data
- (2016) Chi Xu et al. Remote Sensing
- Modeling of soil salinity within a semi-arid region using spectral analysis
- (2015) Hela Triki Fourati et al. Arabian Journal of Geosciences
- Monitoring and evaluating spatial variability of soil salinity in dry and wet seasons in the Werigan–Kuqa Oasis, China, using remote sensing and electromagnetic induction instruments
- (2014) Jianli Ding et al. GEODERMA
- Derivation of a tasselled cap transformation based on Landsat 8 at-satellite reflectance
- (2014) Muhammad Hasan Ali Baig et al. Remote Sensing Letters
- Soil salinity: A neglected factor in plant ecology and biogeography
- (2013) E.N. Bui JOURNAL OF ARID ENVIRONMENTS
- Incorporating legacy soil data to minimize errors in salinity change detection: a case study of Darab Plain, Iran
- (2012) Mojtaba Pakparvar et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services
- (2012) M. Drusch et al. REMOTE SENSING OF ENVIRONMENT
- The use of remote sensing in soil and terrain mapping — A review
- (2011) V.L. Mulder et al. GEODERMA
- SEVERITY OF SALINITY ACCURATELY DETECTED AND CLASSIFIED ON A PADDOCK SCALE WITH HIGH RESOLUTION MULTISPECTRAL SATELLITE IMAGERY
- (2011) R. Setia et al. LAND DEGRADATION & DEVELOPMENT
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