AIMC Topic: Agriculture

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Integrating Remote Sensing and Soil Features for Enhanced Machine Learning-Based Corn Yield Prediction in the Southern US.

Sensors (Basel, Switzerland) Jan 18, 2025
Efficient and reliable corn ( L.) yield prediction is important for varietal selection by plant breeders and management decision-making by growers. Unlike prior studies that focus mainly on county-level or controlled laboratory-scale areas, this stud...
Zea mays Machine Learning Agriculture Algorithms United States Soil Remote Sensing Technology
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The artificial intelligence-based agricultural field irrigation warning system using GA-BP neural network under smart agriculture.

PloS one Jan 17, 2025
This work explores an intelligent field irrigation warning system based on the Enhanced Genetic Algorithm-Backpropagation Neural Network (EGA-BPNN) model in the context of smart agriculture. To achieve this, irrigation flow prediction in agricultural...
Neural Networks, Computer Agriculture Agricultural Irrigation Artificial Intelligence Algorithms
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A Review of CNN Applications in Smart Agriculture Using Multimodal Data.

Sensors (Basel, Switzerland) Jan 15, 2025
This review explores the applications of Convolutional Neural Networks (CNNs) in smart agriculture, highlighting recent advancements across various applications including weed detection, disease detection, crop classification, water management, and y...
Deep Learning Image Processing, Computer-Assisted Crops, Agricultural Agriculture Neural Networks, Computer Humans Machine Learning
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Understanding the spread of agriculture in the Western Mediterranean (6th-3rd millennia BC) with Machine Learning tools.

Nature communications Jan 15, 2025
The first Neolithic farmers arrived in the Western Mediterranean area from the East. They established settlements in coastal areas and over time migrated to new environments, adapting to changing ecological and climatic conditions. While farming prac...
Human Migration Archaeology Mediterranean Region History, Ancient Radiometric Dating Machine Learning Agriculture Crops, Agricultural Climate Climate Change Humans
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Improving early prediction of crop yield in Spanish olive groves using satellite imagery and machine learning.

PloS one Jan 15, 2025
In the production sector, the usefulness of predictive systems as a tool for management and decision-making is well known. In the agricultural sector, a correct economic balance of the farm depends on making the right decisions. For this purpose, hav...
Crop Production Spain Satellite Imagery Machine Learning Agriculture Olea Crops, Agricultural Seasons
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Utilizing convolutional neural network (CNN) for orchard irrigation decision-making.

Environmental monitoring and assessment Jan 14, 2025
Efficient agricultural management often relies on farmers' experiential knowledge and demands considerable labor, particularly in regions with challenging terrains. To reduce these burdens, the adoption of smart technologies has garnered increasing a...
Soil Convolutional Neural Networks Agriculture Neural Networks, Computer Agricultural Irrigation Environmental Monitoring Decision Making
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Assessing the efficiency of pixel-based and object-based image classification using deep learning in an agricultural Mediterranean plain.

Environmental monitoring and assessment Jan 10, 2025
Recent advancements in satellite technology have greatly expanded data acquisition capabilities, making satellite imagery more accessible. Despite these strides, unlocking the full potential of satellite images necessitates efficient interpretation. ...
Agriculture Environmental Monitoring Mediterranean Region Satellite Imagery Deep Learning
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An efficient smart phone application for wheat crop diseases detection using advanced machine learning.

PloS one Jan 8, 2025
Globally, agriculture holds significant importance for human food, economic activities, and employment opportunities. Wheat stands out as the most cultivated crop in the farming sector; however, its annual production faces considerable challenges fro...
Humans Mobile Applications Agriculture Machine Learning Pakistan Support Vector Machine Smartphone Crops, Agricultural Triticum Plant Diseases
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Gripping Success Metric for Robotic Fruit Harvesting.

Sensors (Basel, Switzerland) Dec 31, 2024
Recently, computer vision methods have been widely applied to agricultural tasks, such as robotic harvesting. In particular, fruit harvesting robots often rely on object detection or segmentation to identify and localize target fruits. During the mod...
Malus Robotics Fruit Algorithms Agriculture
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Extraction of agricultural plastic greenhouses based on a U-Net convolutional neural network coupled with edge expansion and loss function improvement.

Journal of the Air & Waste Management Association (1995) Dec 12, 2024
Agricultural plastic greenhouses (APGs) are crucial for sustainable agricultural planting, and accurate spatial distribution information acquisition is crucial. Deep learning network models can extract target features from remote sensing images more ...
Satellite Imagery Neural Networks, Computer Agriculture Remote Sensing Technology Environmental Monitoring Convolutional Neural Networks Plastics
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