Can yield prediction be fully digitilized? A systematic review

N Darra, E Anastasiou, O Kriezi, E Lazarou, D Kalivas… - Agronomy, 2023 - mdpi.com
Going beyond previous work, this paper presents a systematic literature review that explores
the deployment of satellites, drones, and ground-based sensors for yield prediction in …

[HTML][HTML] Machine learning models for predicting physical properties in asphalt road construction: A systematic review

J Leukel, L Scheurer, V Sugumaran - Construction and Building Materials, 2024 - Elsevier
Prediction models using machine learning assume an important role in supporting decisions
in asphalt road construction, such as the scheduling of tasks and the control of compaction …

Improved prediction of rice yield at field and county levels by synergistic use of SAR, optical and meteorological data

W Yu, G Yang, D Li, H Zheng, X Yao, Y Zhu… - Agricultural and Forest …, 2023 - Elsevier
Timely and accurate rice yield prediction over large regions is imperative to making informed
decisions on precision crop management and ensuring regional food security. Previous …

Ensemble learning-based crop yield estimation: a scalable approach for supporting agricultural statistics

P Brandt, F Beyer, P Borrmann, M Möller… - GIScience & Remote …, 2024 - Taylor & Francis
Detailed and accurate statistics on crop productivity are key to inform decision-making
related to sustainable food production and supply ensuring global food security. However …

Yield prediction through UAV-based multispectral imaging and deep learning in rice breeding trials

H Zhou, F Huang, W Lou, Q Gu, Z Ye, H Hu, X Zhang - Agricultural Systems, 2025 - Elsevier
Context Predicting crop yields with high precision and timeliness is essential for crop
breeding, enabling the optimization of planting strategies and efficients resource allocation …

Does Precision Technologies Adoption Contribute to the Economic and Agri-Environmental Sustainability of Mediterranean Wheat Production? An Italian Case Study

A Finco, D Bentivoglio, M Belletti, G Chiaraluce… - Agronomy, 2023 - mdpi.com
The European Green Deal has set a concrete strategic plan to increase farm sustainability.
At the same time, the current global challenges, due to climate change and fuels and …

Yield and plant height predictions of irrigated maize through unmanned aerial vehicle in North Florida

DAH de Sá Leitão, AK Sharma, A Singh… - … and Electronics in …, 2023 - Elsevier
Monitoring crops and producing correct yield estimates are both crucial components of
decision-making in agricultural systems. This is particularly important for crops like maize …

Advancements in Utilizing Image-Analysis Technology for Crop-Yield Estimation

F Yu, M Wang, J **ao, Q Zhang, J Zhang, X Liu, Y **… - Remote Sensing, 2024 - mdpi.com
Yield calculation is an important link in modern precision agriculture that is an effective
means to improve breeding efficiency and to adjust planting and marketing plans. With the …

Explainability of Sub-Field Level Crop Yield Prediction using Remote Sensing

H Najjar, M Miranda, M Nuske… - IEEE Journal of …, 2025 - ieeexplore.ieee.org
Crop yield forecasting plays a significant role in addressing growing concerns about food
security and guiding decision-making for policymakers and farmers. When deep learning is …

Individualized Indicators and Estimation Methods for Tiger Nut (Cyperus esculentus L.) Tubers Yield Using Light Multispectral UAV and Lightweight CNN Structure

D Li, X Wu - Drones, 2023 - mdpi.com
Tiger nuts are a non-genetically modified organism crop with high adaptability and
economic value, and they are being widely promoted for cultivation in China. This study …