Modelling the Influence of Soil Properties on Crop Yields Using a Non-Linear NFIR Model and Laboratory Data

Modelling the Influence of Soil Properties on Crop Yields Using a Non-Linear NFIR Model and Laboratory Data

This paper introduces a new non-linear correlation analysis method based on a non-linear finite impulse response (NFIR) model to study and quantify the effects of ten soil properties on crop yield. Two versions of the NFIR model were implemented: NFIR-LN, accounting for both the linear and non-linea...

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Bibliographic Details
Main Authors: Rebecca L. Whetton, Yifan Zhao, Said Nawar, Abdul M. Mouazen
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Soil Systems
Subjects:
yield prediction
yield limiting factors
soil fertility
random forest
system identification
Online Access:https://www.mdpi.com/2571-8789/5/1/12

Internet

https://www.mdpi.com/2571-8789/5/1/12

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