AIMC Topic: Sunlight

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Long-term solar radiation forecasting in India using EMD, EEMD, and advanced machine learning algorithms.

Environmental monitoring and assessment Feb 18, 2025
Solar radiation plays a critical role in the carbon sequestration processes of terrestrial ecosystems, making it a key factor in environmental sustainability among various renewable energy sources. This study integrates two advanced signal processing...
Forecasting India Machine Learning Algorithms Sunlight Radiation Monitoring Environmental Monitoring Solar Energy
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Improving prediction of solar radiation using Cheetah Optimizer and Random Forest.

PloS one Dec 20, 2024
In the contemporary context of a burgeoning energy crisis, the accurate and dependable prediction of Solar Radiation (SR) has emerged as an indispensable component within thermal systems to facilitate renewable energy generation. Machine Learning (ML...
Algorithms Forecasting Neural Networks, Computer Machine Learning Random Forest Solar Energy Logistic Models Support Vector Machine Sunlight
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Solar desalination system for fresh water production performance estimation in net-zero energy consumption building: A comparative study on various machine learning models.

Water science and technology : a journal of the International Association on Water Pollution Research Mar 20, 2024
This study employs diverse machine learning models, including classic artificial neural network (ANN), hybrid ANN models, and the imperialist competitive algorithm and emotional artificial neural network (EANN), to predict crucial parameters such as ...
Water Purification Fresh Water Solar Energy Sunlight Neural Networks, Computer Machine Learning
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Precise Fourier series and fuzzification method analysis of standardized thermal energy of solar box cooker performance: economic and environmental studies.

Environmental science and pollution research international Jun 2, 2023
A solar cooker is essential for cooking nutrient-dense food as opposed to LPG, which is avoidable. In the current situation, the solar cooker's incorporation of a nanoparticle covering resulted in improved thermal performance and shorter cooking time...
Solar Energy Hot Temperature Fourier Analysis Sunlight India Fuzzy Logic
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Real-Time Sensor Data Profile-Based Deep Learning Method Applied to Open Raceway Pond Microalgal Productivity Prediction.

Environmental science & technology May 26, 2023
Microalgal biotechnology holds the potential for renewable biofuels, bioproducts, and carbon capture applications due to unparalleled photosynthetic efficiency and diversity. Outdoor open raceway pond (ORP) cultivation enables utilization of sunlight...
Sunlight Deep Learning Microalgae Biomass Biofuels Ponds
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Modelling daily plant growth response to environmental conditions in Chinese solar greenhouse using Bayesian neural network.

Scientific reports Mar 16, 2023
Understanding how plants respond to environmental conditions such as temperature, CO, humidity, and light radiation is essential for plant growth. This paper proposes an Artificial Neural Network (ANN) model to predict plant response to environmental...
Neural Networks, Computer Temperature Plant Development Bayes Theorem Sunlight
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A Review on Machine Learning Applications for Solar Plants.

Sensors (Basel, Switzerland) Nov 22, 2022
A solar plant system has complex nonlinear dynamics with uncertainties due to variations in system parameters and insolation. Thereby, it is difficult to approximate these complex dynamics with conventional algorithms whereas Machine Learning (ML) me...
Nonlinear Dynamics Sunlight Algorithms Machine Learning Reproducibility of Results
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Comprehensive assessment, review, and comparison of AI models for solar irradiance prediction based on different time/estimation intervals.

Scientific reports Jun 10, 2022
Solar energy-based technologies have developed rapidly in recent years, however, the inability to appropriately estimate solar energy resources is still a major drawback for these technologies. In this study, eight different artificial intelligence (...
Neural Networks, Computer Artificial Intelligence Solar Energy Sunlight Algorithms Time Factors
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Using deep learning to identify maturity and 3D distance in pineapple fields.

Scientific reports May 24, 2022
Pineapples are an important agricultural economic crop in Taiwan. Considerable human resources are required to protect pineapples from excessive solar radiation, which could otherwise lead to overheating and subsequent deterioration. Note that simple...
Deep Learning Sunlight Humans Ananas Taiwan Radiation Protection Fruit
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Exploring the Effects of Ionic Defects on the Stability of CsPbI with a Deep Learning Potential.

Chemphyschem : a European journal of chemical physics and physical chemistry Feb 23, 2022
Inorganic metal halide perovskites, such as CsPbI , have recently drawn extensive attention due to their excellent optical properties and high photoelectric efficiencies. However, the structural instability originating from inherent ionic defects lea...
Sunlight Deep Learning
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