State and parameter estimation of the AquaCrop model for winter wheat using sensitivity informed particle filter

T Zhang, J Su, C Liu, WH Chen - Computers and Electronics in Agriculture, 2021 - Elsevier
Crop models play a paramount role in providing quantitative information on crop growth and
field management. However, its prediction performance degrades significantly in the …

Bayesian calibration of AquaCrop model for winter wheat by assimilating UAV multi-spectral images

T Zhang, J Su, C Liu, WH Chen - Computers and Electronics in Agriculture, 2019 - Elsevier
Crop growth model plays a paramount role in smart farming management, which not only
provides quantitative information on crop development but also evaluates various …

Combining crop modeling with remote sensing data using a particle filtering technique to produce real-time forecasts of winter wheat yields under uncertain boundary …

H Zare, TKD Weber, J Ingwersen, W Nowak, S Gayler… - Remote Sensing, 2022 - mdpi.com
Within-season crop yield forecasting at national and regional levels is crucial to ensure food
security. Yet, forecasting is a challenge because of incomplete knowledge about the …

Improving crop yield estimation by unified model parameters and state variable with Bayesian inference

J Song, J Huang, H Huang, G **ao, X Li, L Li… - Agricultural and Forest …, 2024 - Elsevier
Data assimilation techniques integrating crop growth models and remote sensing
technologies offer a feasible approach for large-scale crop yield estimation. Previous …

Bayesian model of tilling wheat confronting climatic and sustainability challenges

Q Ali - Frontiers in Artificial Intelligence, 2024 - frontiersin.org
Conventional farming poses threats to sustainable agriculture in growing food demands and
increasing flooding risks. This research introduces a Bayesian Belief Network (BBN) to …

[PDF][PDF] Integration of calibration and forcing methods for predicting timely crop states by using AquoCrop-OS model

T Zhang, J Su, C Liu, WH Chen - 2 nd UK-RAS ROBOTICS AND …, 2019 - aura.abdn.ac.uk
This paper presents a framework for predicting canopy states in real time by adopting a
recent MATLAB based crop model: AquaCrop-OS. The historical observations are firstly …