Cropland Suitability Assessment Using Satellite-Based Biophysical Vegetation Properties and Machine Learning

Cropland Suitability Assessment Using Satellite-Based Biophysical Vegetation Properties and Machine Learning

The determination of cropland suitability is a major step for adapting to the increased food demands caused by population growth, climate change and environmental contamination. This study presents a novel cropland suitability assessment approach based on machine learning, which overcomes the limita...

Full description

Bibliographic Details
Main Authors:	Dorijan Radočaj, Mladen Jurišić, Mateo Gašparović, Ivan Plaščak, Oleg Antonić
Format:	Article
Language:	English
Published:	MDPI AG 2021-08-01
Series:	Agronomy
Subjects:	leaf area index (LAI) fraction of absorbed photosynthetically active radiation (FAPAR) random forest (RF) support vector machine (SVM) soybean GIS-based multicriteria analysis
Online Access:	https://www.mdpi.com/2073-4395/11/8/1620

Similar Items

Evaluation of Global Decametric-Resolution LAI, FAPAR and FVC Estimates Derived from Sentinel-2 Imagery
by: Qiong Hu, et al.
Published: (2020-03-01)

Retrieval of Leaf Area Index (LAI) and Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) from VIIRS Time-Series Data
by: Zhiqiang Xiao, et al.
Published: (2016-04-01)

Biophysical parameters mapping within the SPOT-5 Take 5 initiative
by: Andrii Shelestov, et al.
Published: (2017-01-01)

On Line Validation Exercise (OLIVE): A Web Based Service for the Validation of Medium Resolution Land Products. Application to FAPAR Products
by: Marie Weiss, et al.
Published: (2014-05-01)

Laboratory and image spectroscopy for evaluating the biophysical state of meadow vegetation in the Krkonoše National Park
by: Jelének Jan, et al.
Published: (2014-06-01)

A Comparison of Hybrid Machine Learning Algorithms for the Retrieval of Wheat Biophysical Variables from Sentinel-2
by: Deepak Upreti, et al.
Published: (2019-02-01)

Global Estimation of Biophysical Variables from Google Earth Engine Platform
by: Manuel Campos-Taberner, et al.
Published: (2018-07-01)

Growth and Photosynthetic Response of <i>Capsicum annuum</i> L. in Biochar Amended Soil
by: Klára Pokovai, et al.
Published: (2020-06-01)

Optimal Soybean (<i>Glycine max</i> L.) Land Suitability Using GIS-Based Multicriteria Analysis and Sentinel-2 Multitemporal Images
by: Dorijan Radočaj, et al.
Published: (2020-05-01)

A New FAPAR Analytical Model Based on the Law of Energy Conservation: A Case Study in China
by: Wenjie Fan, et al.
Published: (2014-01-01)

Hazel plantation planning using GIS and multicriteria decision analysis
by: Ivan Plaščak, et al.
Published: (2019-01-01)

A Canopy Transpiration Model Based on Scaling Up Stomatal Conductance and Radiation Interception as Affected by Leaf Area Index
by: Muhammad Shahinur Alam, et al.
Published: (2021-01-01)

Upscaling from Instantaneous to Daily Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) for Satellite Products
by: Siyuan Chen, et al.
Published: (2020-06-01)

Cropland suitability determination for maize (Zea mays L.) using multilevel GIS-based multicriteria analysis in continental Croatia
by: Dorijan Radočaj, et al.
Published: (2021-09-01)

Global White-Sky and Black-Sky FAPAR Retrieval Using the Energy Balance Residual Method: Algorithm and Validation
by: Liangyun Liu, et al.
Published: (2019-04-01)

A New Global fAPAR and LAI Dataset Derived from Optimal Albedo Estimates: Comparison with MODIS Products
by: Mathias Disney, et al.
Published: (2016-03-01)

A Generic Algorithm to Estimate LAI, FAPAR and FCOVER Variables from SPOT4_HRVIR and Landsat Sensors: Evaluation of the Consistency and Comparison with Ground Measurements
by: Wenjuan Li, et al.
Published: (2015-11-01)

A 30+ Year AVHRR LAI and FAPAR Climate Data Record: Algorithm Description and Validation
by: Martin Claverie, et al.
Published: (2016-03-01)

Analysis of Global LAI/FPAR Products from VIIRS and MODIS Sensors for Spatio-Temporal Consistency and Uncertainty from 2012–2016
by: Baodong Xu, et al.
Published: (2018-02-01)

Evaluation of Sentinel-2 vegetation indices for prediction of LAI, fAPAR and fCover of winter wheat in Bulgaria
by: Ilina Kamenova, et al.
Published: (2021-02-01)

Estimating Forest fAPAR from Multispectral Landsat-8 Data Using the Invertible Forest Reflectance Model INFORM
by: Huili Yuan, et al.
Published: (2015-06-01)

Retrieval of the Fraction of Radiation Absorbed by Photosynthetic Components (<i>FAPAR</i><sub><i>green</i></sub>) for Forest Using a Triple-Source Leaf-Wood-Soil Layer Approach
by: Siyuan Chen, et al.
Published: (2019-10-01)

Bi-hemispherical Canopy Reflectance Model with Surface Heterogeneity Effects for the Estimation of LAI and fAPAR from MODIS White-Sky Spectral Albedo Data
by: Wouter Verhoef
Published: (2021-05-01)

Delineation of Soil Texture Suitability Zones for Soybean Cultivation: A Case Study in Continental Croatia
by: Dorijan Radočaj, et al.
Published: (2020-06-01)

Assessing the Impact of Climate Variability on Cropland Productivity in the Canadian Prairies Using Time Series MODIS FAPAR
by: Taifeng Dong, et al.
Published: (2016-03-01)

Study of the Remote Sensing Model of FAPAR over Rugged Terrains
by: Peng Zhao, et al.
Published: (2016-04-01)

Geostatistical Analysis of Soil C/N Deficiency and Its Effect on Agricultural Land Management of Major Crops in Eastern Croatia
by: Mladen Jurišić, et al.
Published: (2020-12-01)

Validation of Four Coarse-Resolution Leaf Area Index Products Over Croplands in China Using Field Measurements
by: Bowen Song, et al.
Published: (2021-01-01)

Comparison of Leaf Photosynthesis between Wild and Cultivated Types of Soybean
by: Kuniyuki Saitoh, et al.
Published: (2004-01-01)

Global Open Data Remote Sensing Satellite Missions for Land Monitoring and Conservation: A Review
by: Dorijan Radočaj, et al.
Published: (2020-10-01)

Modeling leaf area development in soybean (Glycine max L.) based on the branch growth and leaf elongation
by: Satoshi Nakano, et al.
Published: (2020-07-01)

Light-Absorbing Impurities on Urumqi Glacier No.1 in Eastern Tien Shan: Concentrations and Implications for Radiative Forcing Estimates During the Ablation Period
by: Xin Zhang, et al.
Published: (2021-10-01)

Evaluation of the MODIS LAI/FPAR Algorithm Based on 3D-RTM Simulations: A Case Study of Grassland
by: Jiabin Pu, et al.
Published: (2020-10-01)

VARIAÇÕES DO PARÂMETRO BIOFÍSICO FAPAR AO LONGO DO ANO E SUA UTILIZAÇÃO NA INDICAÇÃO DA ATIVIDADE FOTOSSINTÉTICA
by: Luciana Mara Temponi de Oliveira, et al.
Published: (2011-06-01)

Evaluation of MODIS LAI/FPAR Product Collection 6. Part 2: Validation and Intercomparison
by: Kai Yan, et al.
Published: (2016-05-01)

Canopy Architecture After Selective Logging in a Secondary Atlantic Rainforest in Brazil
by: Daniel Augusto da Silva, et al.

Remote Sensing of Biophysical Parameters
Published: (2022)

Evaluating the Performance of Sentinel-3A OLCI Land Products for Gross Primary Productivity Estimation Using AmeriFlux Data
by: Zhijiang Zhang, et al.
Published: (2020-06-01)

Simulating the Leaf Area Index of Rice from Multispectral Images
by: Shenzhou Liu, et al.
Published: (2021-09-01)

Fiducial Reference Measurements for Vegetation Bio-Geophysical Variables: An End-to-End Uncertainty Evaluation Framework
by: Luke A. Brown, et al.
Published: (2021-08-01)