TY - GEN
T1 - A methodology for estimating soil quality indicators in agricultural systems using UAV and machine learning
AU - Diaz-Gonzalez, Freddy A.
AU - Correa-Florez, Carlos A.
AU - Vuelvas, José
AU - Vallejo, Victoria E.
AU - Patino, D.
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - The farmers require methodologies to estimate soil quality indicators (SQI) using low-cost technologies for data collection and processing, combined with traditional soil quality assessment tools. Therefore, this work presents a methodology to estimate SQI in agricultural systems at a local scale, based machine learning (ML) regression models to process georeferenced-multimencional database. The results of the regressions of the analyzed SQI presented are consistent with literature, as to establish a SQIs estimation model based on ML algorithms.
AB - The farmers require methodologies to estimate soil quality indicators (SQI) using low-cost technologies for data collection and processing, combined with traditional soil quality assessment tools. Therefore, this work presents a methodology to estimate SQI in agricultural systems at a local scale, based machine learning (ML) regression models to process georeferenced-multimencional database. The results of the regressions of the analyzed SQI presented are consistent with literature, as to establish a SQIs estimation model based on ML algorithms.
KW - Agricultural Systems
KW - Machine Learning
KW - Remote Sensing
KW - Soil Quality Indicators
KW - UAV
UR - http://www.scopus.com/inward/record.url?scp=85143134524&partnerID=8YFLogxK
U2 - 10.1109/WHISPERS56178.2022.9955068
DO - 10.1109/WHISPERS56178.2022.9955068
M3 - Conference contribution
AN - SCOPUS:85143134524
T3 - Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing
BT - 2022 12th Workshop on Hyperspectral Imaging and Signal Processing
PB - IEEE Computer Society
T2 - 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, WHISPERS 2022
Y2 - 13 September 2022 through 16 September 2022
ER -