Challenges and opportunities in Machine learning for bioenergy crop yield Prediction: A review

JL Dayil, O Akande, AED Mahmoud, R Kimera… - Sustainable Energy …, 2025 - Elsevier
Bioenergy offers a sustainable alternative to fossil fuels, addressing energy security and
climate change concerns. This paper reviews the current landscape of machine learning …

Crop Recommendation Systems Based on Soil and Environmental Factors Using Graph Convolution Neural Network: A Systematic Literature Review

P Ayesha Barvin, T Sampradeepraj - Engineering Proceedings, 2023 - mdpi.com
Data-driven approaches and resource management to improve yield are becoming
increasingly frequent in agriculture with the progress in technology. Based on a broad …

Challenges and Opportunities in Machine Learning for Bioenergy Crop Yield Prediction: A Review

O Akande - Available at SSRN 4898518, 2024 - papers.ssrn.com
Bioenergy is a promising alternative to fossil fuels for mitigating climate change and
providing sustainable energy security. Machine learning-assisted bioenergy technology has …

Soil Type Detection and Crop Prediction Using Deep Learning Method CNN

GR Sri, A Vikram - 2024 IEEE 3rd World Conference on Applied …, 2024 - ieeexplore.ieee.org
The study presents a novel use of Convolutional Neural Network (CNN) algorithms for crop
prediction and soil type classification. Soil type classification is crucial for agricultural …

Sustainable Farming: Crop Prediction and Detection of Crop Deficiency using Various Algorithms

CS Unnathi - 2024 4th International Conference on …, 2024 - ieeexplore.ieee.org
Selection of crop suitable to the environment and soil of the farm land is very crucial for
sustainable agriculture. According to The CropLife India and Yes Bank report India faces an …

Soil Category Classification using Machine Vision and Automated NPK Content Estimation

N Aniyan, B Vincent, F Philip, A Anil… - 2024 1st International …, 2024 - ieeexplore.ieee.org
Agriculture is the primary source of livelihood and income for the majority of people in India.
Despite providing employment to 60% of India's population, agriculture only accounts for …

[PDF][PDF] Crop Recommendation System Based Soil & Environmental Factors Using Graph Convolution Neural Network: A Systematic Literature Review. 2023, 56, x …

PA Barvin, T Sampradeepraj - doi. org/10.3390/xxxxx Academic Editor …, 2023 - sciforum.net
Data-driven agricultural yield and resource management are becoming increasingly
frequent in agriculture as technology progresses. Based on a broad variety of environmental …