Improving wheat yield prediction integrating proximal sensing and weather data with machine learning
G Ruan, X Li, F Yuan, D Cammarano… - … and Electronics in …, 2022 - Elsevier
Accurate and timely wheat yield prediction is of great importance to global food security.
Early prediction of wheat yield at a field scale is essential for site-specific precision …
Early prediction of wheat yield at a field scale is essential for site-specific precision …
[PDF][PDF] Multi-Objective Optimization with Artificial Neural Network Based Robust Paddy Yield Prediction Model.
S Muthukumaran, P Geetha… - Intelligent Automation & …, 2023 - cdn.techscience.cn
Agriculture plays a vital role in the food production process that occupies nearly one-third of
the total surface of the earth. Rice is propagated from the seeds of paddy and it is a stable …
the total surface of the earth. Rice is propagated from the seeds of paddy and it is a stable …
Two-stage spatiotemporal time series modelling approach for rice yield prediction & advanced agroecosystem management
A robust forecast of rice yields is of great importance for medium-to-long-term planning and
decision-making in cereal production, from regional to national level. Incorporation of …
decision-making in cereal production, from regional to national level. Incorporation of …
Incorporating Meteorological Data and Pesticide Information to Forecast Crop Yields Using Machine Learning
The agricultural sector is more vulnerable to the adverse effects of climate change and
excessive pesticide application, posing a significant risk to global food security. Accurately …
excessive pesticide application, posing a significant risk to global food security. Accurately …
Automated H yperparameter Tuned Stacked Autoencoder based Rice Crop Yield Prediction Model
S Thirumal, R Latha - … Conference on Trends in Electronics and …, 2023 - ieeexplore.ieee.org
Rice crop production had greatly contributed to the food security of India, with over 40% of
the entire crop production. Its productivity depends on favourable weather conditions …
the entire crop production. Its productivity depends on favourable weather conditions …
Research on Evaluation Methods of Black Soil Farmland Productivity Based on Field Block Scale
Z Zhu, Y Xie - Applied Sciences, 2024 - mdpi.com
Black soil plays an important role in maintaining a healthy ecosystem, promoting high-yield
and efficient agricultural production, and conserving soil resources. In this paper, a typical …
and efficient agricultural production, and conserving soil resources. In this paper, a typical …
Hybrid model in machine learning–robust regression applied for sustainability agriculture and food security
A dataset containing 1924 observations used in this study to evaluate the effect of 435
different independent variables on one dependent variable. Big data has some issues such …
different independent variables on one dependent variable. Big data has some issues such …
Mining of soil data for predicting the paddy productivity by machine learning techniques
A Antony, R Karuppasamy - Paddy and Water Environment, 2023 - Springer
Crop yield prediction is a challenging task towards precision agriculture. In particular, paddy
is one of the world's significant cereal crops and thus crucial for crop management and …
is one of the world's significant cereal crops and thus crucial for crop management and …
Utilizing Machine Learning for Forecasting Profitable Vegetable Crops and Land Use in Sri Lankan Agriculture
SAH Nethmini, WAC Weerakoon - 2023 7th SLAAI …, 2023 - ieeexplore.ieee.org
The agriculture sector faces numerous challenges, such as the selection of profitable
vegetable crops, the reduction of surplus vegetable stocks, and the minimization of product …
vegetable crops, the reduction of surplus vegetable stocks, and the minimization of product …
Weather based paddy yield prediction using machine learning regression algorithms
D Sakthipriya, T Chandrakumar - Journal of …, 2024 - journal.agrimetassociation.org
Paddy is a major crop in India which is highly affected by the weather variables resulting in
drastic reduction of its yield; adverse all the variables drastically reduce the paddy yield. In …
drastic reduction of its yield; adverse all the variables drastically reduce the paddy yield. In …