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İHA Tarafından Elde Edilen Termal Görüntüler Kullanılarak Fotovoltaik Sistemde Derin Öğrenme Tabanlı Arıza Tespiti ve Teşhisi
Deep Learning Based Fault Detection and Diagnosis in Photovoltaic System Using Thermal Images Acquired by UAV
2022
Journal of Polytechnic
Deep Learning Based Fault Detection and Diagnosis in Photovoltaic System Using Thermal Images Acquired by UAV
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Elde edilen termal görüntüler kullanılarak hücre hatası, modül hatası ve panel hatasını içeren bir termal veri seti oluşturulmuştur. ...
Bu çalışmada güneş panellerinden elde edilen termal görüntüler kullanılarak panellerdeki hücre, modül ve panel arızalarının tespiti ele alınmıştır. ...
In the study, Sky Robotic SR-SF6 model UAV and Flir TAU2 model thermal camera were used [7] . Carletti et al. proposed a model-based approach to detect defective solar panels in their study. ...
doi:10.2339/politeknik.1094586
fatcat:bemzpy7rdrg2lig22aeqxkdqfe
Intelligent Microcontroller Solar 12V Battery Charger
2022
Mediterranean Journal of Basic and Applied Sciences
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Our aim is to design a single axis solar tracker as well dual axis Intelligent microcontroller solar 12V Battery. ...
The operation of experimental model of the device is based on a DC motor which is intelligently controlled by a dedicated drive until that moves a mini photovoltaic panel, the presence of the two simple ...
The vital importance of a dual axis intelligent microcontroller solar 12V Battery lies in its better efficiency and sustainability to give a better output compared to a fived solar panel or a single axis ...
doi:10.46382/mjbas.2022.6405
fatcat:3oasacd5onbjlef3vjh4cdlpzi
Intelligent Computing and Control Framework for Smart Automated System
2022
Intelligent Automation and Soft Computing
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This paper targets to bring the usage of sensor-based intelligent and automatic control methods in the field of an agriculture system which includes automatic solar panel tracking and control, environmental ...
However, the smart development of an automatic system to measure these vital parameters provides a feasible approach and helps the farmers to monitor their crops productivity. ...
Acknowledgement: The authors would like to thank the management of Gnanamani college of Technology and Department of Electronics and Communication Engineering for providing the resources to complete this ...
doi:10.32604/iasc.2022.023922
fatcat:2yvdpzsuv5gopocpsd4ummnfuu
Optimization Of Solar Tracking Systems
2018
Zenodo
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In this paper, an intelligent approach is proposed to optimize the orientation of continuous solar tracking systems on cloudy days. ...
Thus, the panel is always pointed towards the sun. In case of an overcast sky, the solar beam is close to zero, and the panel is placed horizontally to receive the maximum of diffuse radiation. ...
Thus, the proposed approach was evaluated by measuring and comparing the energy yield of a solar panel mounted on classical continuous sun tracker to that obtained from another solar panel mounted on intelligent ...
doi:10.5281/zenodo.1316602
fatcat:pjg5jfhewrc7pccgcx2cd3uspi
Location-Based Intelligent Power Generation and Management Algorithms for Physically Challenging Rural Areas
2013
Lecture Notes on Software Engineering
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LOSEPPA takes as input, the geographic latitude of the location to compute the solar irradiance factor. IFPGMA intelligently manages the utilization of the generated solar energy. ...
With the solar irradiance factor, solar panel can be mounted along specific angle of inclination to the sun. ...
The solar irradiance factor is a reflection of the solar potential of the landscape. IFPGMA applies fuzzy logic approach in the intelligent control of power to PC terminals and devices.
II. ...
doi:10.7763/lnse.2013.v1.20
fatcat:phode2p5grbltevxwz7yk6axm4
Illustration of Automatic Panel Cleaning System
2020
International Journal of Engineering Research and
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This paper deals with the techniques using Artificial Intelligence and Computer Vision to prevent the soiling, thereby increasing the efficiency of the solar technologies. ...
Thus, there is a need to restrain the dust particles (soiling) from being settled as a layer on the panels. ...
The efficiency of each solar panel is being computed continuously with respect to its output voltage and current, and is fed to a centralized system. ...
doi:10.17577/ijertv9is080140
fatcat:67ic2wymvvgedeed7m7fqldxhm
A Novel Optimization Algorithm for Modifying the Parameter Unit of Solar PV Cell
2022
International Journal of Photoenergy
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The modified whale optimization algorithm may also be used to evaluate parameters in single-diode models, double-diode models, and photovoltaic panels, as well as to find independent variables in two distinct ...
The study goes into great depth on a new optimization approach for changing the parameter unit of solar PV cells. ...
The findings show that the proposed technique is a competing technique that should be part of the solar panel system modeling [9] . ...
doi:10.1155/2022/5240115
fatcat:nsllfwko5ncg5nwu4272dr7oiu
Artificial Intelligence Techniques in Solar Energy Applications
[chapter]
2010
Solar Collectors and Panels, Theory and Applications
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Solar Collectors and Panels, Theory and Applications 316 estimation of solar radiation, solar heating, photovoltaic (PV) systems, sun tracking systems, solar air-conditioning systems and many others. ...
Therefore, the possibilities of applying AI in solar energy applications will be shown. ...
The one diode type approach is used to model the AM1.5 I-V characteristic of the solar cell. To extract electrical parameters, the approach is formulated as a non convex optimization problem. ...
doi:10.5772/10343
fatcat:5zepz6ek2bfg3l57harzkxx3au
Solar panels overheating protection: a review
2022
Indonesian Journal of Electrical Engineering and Computer Science
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Reduced energy consumption is a direct result of building optimization. Solar panels and heat detectors can provide the necessary power. ...
This document provides an up-to-date assessment of several strategies for preventing solar panels from overheating, all of which serve to boost their efficiency and prolong their service life. ...
Numerous approaches may be taken to prevent the solar panel from getting too hot. One example is the hybrid solar panel. ...
doi:10.11591/ijeecs.v29.i1.pp49-55
fatcat:pbr5gcbm3ngjjkozqy6dgly3ri
Implementation of Maximum Power Point Tracking on Photovoltaic Using Fuzzy Logic Algorithm
2015
TELKOMNIKA (Telecommunication Computing Electronics and Control)
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Therefore we need a way to maximize the power output of solar panels. Maximum Power Point Tracking (MPPT) is a method for finding its maximum power point. ...
The voltage and current from the solar panels are fed to the fuzzy logic controller. ...
The advantage of FLC is that it doesnot need the mathematical model. It reduces the complexity of modeling and computation via heuristic approach. ...
doi:10.12928/telkomnika.v13i1.131
fatcat:ni6s6bhp4naclfbycxzd44idly
A Sensorless Intelligent System to Detect Dust on PV Panels for Optimized Cleaning Units
2023
Energies
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An expert artificial intelligence (AI) computational system, adopted with the MATLAB platform, is utilized for a high level of data prediction and processing. ...
Therefore, this paper proposes an intelligent system to detect the dust level on the PV panels to optimally operate the attached dust cleaning units (DCUs). ...
Therefore, this section aims to utilize the solar radiation model to predict the extracted power from a specific PV system. ...
doi:10.3390/en16031287
fatcat:ivvtheundbg5na2onqrs4f4voi
Design Of Intelligent Controller For A Hydraulic Solar PV System
2017
International Journal of MC Square Scientific Research
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This project work is to model a standalone solar powered micro grid with an intelligent controller for controlling a hydraulically operated Solar PV System, which helps in unfolding the PV panels at site ...
The technology can be a single panel, a string of PV panels, or a multitude of parallel strings of PV panels. Solar PV has no emissions, reliable and its minimum maintenance. ...
The aim of this project work is to model a standalone solar powered micro grid with an intelligent controller for controlling a hydraulically operated Solar PV System, which helps in unfolding the PV panels ...
doi:10.20894/ijmsr.117.009.001.008
fatcat:hj5w37txrnaphmxze5mzdtabcu
Hybrid renewable energy system based on intelligent optimization techniques
2016
2016 IEEE International Conference on Renewable Energy Research and Applications (ICRERA)
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This master thesis, proposes to use intelligent technologies to optimally size a hybrid renewable energy system using solar and wind power. ...
A review of relevant related work used as reference and inspiration to develop the proposed approach. ...
Solar Panel: A study was carried out to select the model of the solar panel. Twelve (12) models used for solar panels in published studies were analyzed. ...
doi:10.1109/icrera.2016.7884417
fatcat:ois6u72pfjf65ij65oa5btieo4
Improving Photovoltaic System Performance with Artificial Neural Network Control
2023
Data and Metadata
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This research integrated an ANN controller into a photovoltaic system in order dynamically optimize the operating point of solar panels in response to environmental changes. ...
To enhance the efficiency of solar panels amid changing environmental conditions, effective Maximum Power Point Tracking (MPPT) is essential. ...
These computational models are particularly effective at learning patterns from data, adapting to changing conditions, and managing the nonlinear interactions intrinsic to solar power generation. ...
doi:10.56294/dm2023144
fatcat:r67acyjyvffi3pk52dr4epwqmi
Improved Machine Learning Model Selection Technique for Solar Energy Forecasting Applications
2021
International Journal of Renewable Energy Research
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This paper focuses on developing a ranking system to evaluate the performance of selected machine learning models. ...
One of the advanced technologies that has been implemented in the solar field is the forecasting of PV power output and comes with a great challenge to produce high accuracy. ...
The main author would like to thank Universiti Teknikal Malaysia Melaka and the Ministry of Higher Education Malaysia for supporting his Masterwork. ...
doi:10.20508/ijrer.v11i1.11772.g8135
fatcat:spmfq6y7izefhnq3enrzyw6yem
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