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Artykuły w czasopismach na temat "Photovoltaic (PV) array"

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Zhao, Jian, Qian Sun, Ning Zhou, Hao Liu, and Haizheng Wang. "A Photovoltaic Array Fault Diagnosis Method Considering the Photovoltaic Output Deviation Characteristics." International Journal of Photoenergy 2020 (March 1, 2020): 1–11. http://dx.doi.org/10.1155/2020/2176971.

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There are a large number of photovoltaic (PV) arrays in large-scale PV power plants or regional distributed PV power plants, and the output of different arrays fluctuates with the external conditions. The deviation and evolution information of the array output are easily covered by the random fluctuations of the PV output, which makes the fault diagnosis of PV arrays difficult. In this paper, a fault diagnosis method based on the deviation characteristics of the PV array output is proposed. Based on the current of the PV array on the DC (direct current) side, the deviation characteristics of t
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Sibai, Fadi N. "Maximizing aged photovoltaic array power: a computer modelling study." Clean Energy 8, no. 1 (2024): 171–87. http://dx.doi.org/10.1093/ce/zkad079.

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Abstract Photovoltaic (PV) modules age with time for various reasons such as corroded joints and terminals and glass coating defects, and their ageing degrades the PV array power. With the help of the PV array numerical model, this paper explores the effects of PV module ageing on the PV array power, and the power gains and costs of rearranging and recabling aged PV modules in a PV array. The numerical PV array model is first revised to account for module ageing, rearrangement and recabling, with the relevant equations presented herein. The updated numerical model is then used to obtain the ar
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Zhang, Zhihan, Qiaoyu Wang, Demou Cao, and Kai Kang. "Impact of Photovoltaics." Modern Electronic Technology 5, no. 1 (2021): 5. http://dx.doi.org/10.26549/met.v5i1.6315.

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Photovoltaics (PV) can convert sunlight into electricity by making use of the photovoltaic effect. Solar panels consist of photovoltaic cells made of semiconductor materials (such as silicon) to utilise the photovoltaic effect and convert sunlight into direct current (DC) electricity. Nowadays, PV has become the cheapest electrical power source with low price bids and low panel prices. The competitiveness makes it a potential path to mitigate the global warming. In this paper, we investigate the relationship of PC array output with irradiance and temperature, the performance of PV array over 2
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Abdullah, Ghoname, Hidekazu Nishimura, and Toshio Fujita. "An Experimental Investigation on Photovoltaic Array Power Output Affected by the Different Partial Shading Conditions." Energies 14, no. 9 (2021): 2344. http://dx.doi.org/10.3390/en14092344.

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This paper presents an experimental investigation on photovoltaic array (PV array) power output affected by partial shading conditions (PSCs). An experiment setup of a PV array with a series configuration using 2 × 4 photovoltaic modules (PV modules) was built. The power output loss due to the shading effect on the first photovoltaic cells (PV cell) connected with bypass diodes of each photovoltaic module, installed in the PV array in the horizontal direction, was evaluated. Depending on the direction of the sun relative to the PV array configuration, the shading percentage was measured during
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Tariq, Emad Ali, A. Abdala Mohammed, Al-Khaykan Ameer, A. Alwahab Dhulfiqar, and M. Counsell John. "Energy generation by crystalline silicon photovoltaic network per meter square in Iraq." International Journal of Electrical and Computer Engineering (IJECE) 13, no. 4 (2023): 3606–12. https://doi.org/10.11591/ijece.v13i4.pp3606-3612.

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Iraqi people have been without energy for nearly two decades, even though their geographic position provides a high intensity of radiation appropriate for the construction of solar plants capable of producing significant quantities of electricity. Also, the annual sunny hours in Iraq are between 3,600 to 4,300 hours which makes it perfect to use the photovoltaics arrays to generate electricity with very high efficiency compared to many countries, especially in Europe. This paper shows the amount of electric energy generated by the meter square of crystalline silicon in the photovoltaic (PV) ar
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Aizad Khursheed, Abul Saeed Azad. "Improvement of the Performance of Solar PV Array topologies under various partial shadowing situations." Journal of Information Systems Engineering and Management 10, no. 26s (2025): 409–20. https://doi.org/10.52783/jisem.v10i26s.4243.

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The partial shadowing effect significantly lowers the solar photovoltaic (PV) array's output power. To lessen the impacts of partial shade in PV arrays, several researchers have proposed a variety of array construction and reconfiguration strategies. In order to enhance performance under partial shadowing circumstances (PSCs), this research suggests novel PV array topologies (PVATs).Partial shadowing is a common occurrence for photovoltaic (PV) systems, and it significantly impairs the overall performance and efficiency of solar arrays. A precise understanding of how shadowing affects PV panel
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Tong, Qiang, Donghui Li, Xin Ren та ін. "Classification Method of Photovoltaic Array Operating State Based on Nonparametric Estimation and 3σ Method". Sustainability 15, № 10 (2023): 7769. http://dx.doi.org/10.3390/su15107769.

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Photovoltaic (PV) array, as the key component of large-scale PV power stations, is prone to frequent failure that directly affects the efficiency of PV power stations. Therefore, accurate classification of the operating state of PV arrays is the basis for fault location. Thus, a novel classification method for PV array operating state was designed based on nonparametric estimation and a 3σ method. The actual data analysis proves the hypothesis that performance ratio (PR) distribution characteristics of PV arrays can characterize the operating state of PV arrays. The modeling curve of the PV ar
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Jia, Wen Ting, Xue Ye Wei, Jun Hong Zhang, and Yi Fei Meng. "Optimization of Photovoltaic Array Configurations in Photovoltaic System." Advanced Materials Research 1070-1072 (December 2014): 48–51. http://dx.doi.org/10.4028/www.scientific.net/amr.1070-1072.48.

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Closely related to the actual output power and the light intensity, the temperature of the photovoltaic cell panel and the load of the PV array or the like. In the case of the external environment is stable and load conditions change, the output power of the PV modules exist Maximum Power Point, in order to improve the self-tracking PV system energy conversion efficiency, maximum power point tracking method may ensure the system running at maximum power points. Photovoltaic power generation system, optimize allocation method of PV array are also discussed in this paper.
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Alkahtani, Mohammed, Yihua Hu, Zuyu Wu, Colin Sokol Kuka, Muflih S. Alhammad, and Chen Zhang. "Gene Evaluation Algorithm for Reconfiguration of Medium and Large Size Photovoltaic Arrays Exhibiting Non-Uniform Aging." Energies 13, no. 8 (2020): 1921. http://dx.doi.org/10.3390/en13081921.

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Aging is known to exert various non-uniform effects on photovoltaic (PV) modules within a PV array that consequently can result in non-uniform operational parameters affecting the individual PV modules, leading to a variable power output of the overall PV array. This study presents an algorithm for optimising the configuration of a PV array within which different PV modules are subject to non-uniform aging processes. The PV array reconfiguration approach suggests maximising power generation across non-uniformly aged PV arrays by merely repositioning, rather than replacing, the PV modules, ther
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Chen, Yichao, Yizhou Wang, Zichao Li, Yichao Zhu, and Yuxiao Sun. "A novel array connection strategy for improving power generation efficiency of photovoltaic systems during localized shading." Journal of Physics: Conference Series 2849, no. 1 (2024): 012110. http://dx.doi.org/10.1088/1742-6596/2849/1/012110.

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Abstract To improve the photovoltaic (PV) system in the local shadow when the power generation efficiency, a PV module series DC/DC converter is the basic unit for a new form of photovoltaic array—distributed converter photovoltaic arrays. This paper selects the DC/DC as a buck converter. The maximum power is tracked by the buck converter with each PV module to realize the maximum power tracking of the uneven irradiation and the inconsistency of output characteristics caused by manufacturing differences and to avoid the complexity of the maximum power tracking algorithm at the same time, and t
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Rozprawy doktorskie na temat "Photovoltaic (PV) array"

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Trapani, Kim. "FLEXIBLE FLOATING THIN FILM PHOTOVOLTAIC (PV) ARRAY CONCEPT FOR MARINE AND LACUSTRINE ENVIRONMENTS." Thesis, Laurentian University of Sudbury, 2014. https://zone.biblio.laurentian.ca/dspace/handle/10219/2199.

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The focus of the research is on the development of the concept of floating flexible thin film arrays for renewable electricity generation, in marine and lacustrine application areas. This research was motivated by reliability issues from wave energy converters which are prone to large loads due to the environment which they are exposed in; a flexible system would not need to withstand these loads but simply yield to them. The solid state power take off is an advantage of photovoltaic (PV) technology which removes failure risks associated with mechanical machinery, and also potential environmen
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Umana, Aniemi. "Module-level autonomous settingless protection and monitoring for standalone and grid-connected photovoltaic array systems using quadratic integration modeling." Diss., Georgia Institute of Technology, 2015. http://hdl.handle.net/1853/54441.

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This research applies a recently developed dynamic state-estimation based protection scheme, the settingless protection, to the photovoltaic (PV) industry for the first time. At this time, the proposed protection algorithm has been implemented on traditional protection zones for individual power system devices, but this research extends this protection to a microgrid, specifically, a system of PV network composed of several PV modules. Several illustrative examples on various anomalies such as high impedance faults and shorted-out PV modules have been provided to demonstrate the effectiveness
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Chen, Penghao. "Improvement of the Operating Efficiency and Initial Costs of a Utility-Scale Photovoltaic Array through Voltage Clamping." University of Toledo / OhioLINK, 2012. http://rave.ohiolink.edu/etdc/view?acc_num=toledo1333654173.

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Paul, Biddyut, and s3115524@student rmit edu au. "Direct-Coupling of the Photovoltaic Array and PEM Electrolyser in Solar-Hydrogen Systems for Remote Area Power Supply." RMIT University. Aerospace, Mechanical and Manufacturing Engineering, 2009. http://adt.lib.rmit.edu.au/adt/public/adt-VIT20090624.141048.

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Renewable energy-hydrogen systems for remote area power supply (RAPS) constitute an early niche market for sustainable hydrogen energy. The primary objective of this research has been to investigate the possibility of direct coupling of a PV array to a proton exchange membrane (PEM) electrolyser by appropriate matching of the current-voltage characteristics of both the components. The degree to which optimal matching can be achieved by direct coupling has been studied both theoretically and experimentally. A procedure for matching the maximum power point output of a PV array with the PEM
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Morris, Claude. "Grid-connected transformerless single-phase photovoltaic inverters: an evaluation on DC current injection and PV array voltage fluctuation." Thesis, Morris, Claude (2009) Grid-connected transformerless single-phase photovoltaic inverters: an evaluation on DC current injection and PV array voltage fluctuation. Other thesis, Murdoch University, 2009. https://researchrepository.murdoch.edu.au/id/eprint/3245/.

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A number of political, environmental and technical factors have resulted in the increase of implementation of renewable technology including grid connected photovoltaic inverters. As a result, new topologies for grid connected inverters providing higher efficiencies and lower manufacturing costs have been developed. In particular, designs utilising transformerless topologies have steadily increased. While there are clear associated advantages of implementing these new transformerless topologies, new potential issues such as DC current injection and capacitive leakage currents are introduced. P
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Elwood, Teri, Whit Bennett, Teh Lai, and Kelly Simmons-Potter. "In-situ comparison of thermal measurement technologies for interpretation of PV module temperature de-rating effects." SPIE-INT SOC OPTICAL ENGINEERING, 2016. http://hdl.handle.net/10150/622582.

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It is well known that the efficiency of a photovoltaic (PV) module is strongly impacted by its temperature such that higher temperatures lead to lower energy conversion efficiencies. An accurate measurement of the temperature de-rating effect, therefore, is vital to the correct interpretation of PV module performance under varied environmental conditions. The current work investigates and compares methods for performing measurements of module temperature both in the lab and in field-test environments. A comparison of several temperature measurement devices was made in order to establish the id
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Sandberg, Alexander. "A photovoltaic system performance Evaluation Software : For evaluation of ten unique PV-system configurations in the middle of Sweden." Thesis, Mälardalens högskola, Akademin för ekonomi, samhälle och teknik, 2014. http://urn.kb.se/resolve?urn=urn:nbn:se:mdh:diva-26606.

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This thesis contains the development of a software capable of evaluating the performance of ten unique photovoltaic (PV) systems located 10 kilometers outside of Västerås, Sweden. The ten systems have different configurations according to this list: Dual-axis tracking Single-axis tracking with 30°tilt Ground mounted, free-standing with 19° tilt Ground mounted, free-standing with 41° tilt Roof mounted with 19°tilt   Each of the above configurations exist with and without installed power optimizers adding up to a total of ten unique systems. The development goal for the evaluation software is t
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Samadi, Afshin. "Large Scale Solar Power Integration in Distribution Grids : PV Modelling, Voltage Support and Aggregation Studies." Doctoral thesis, KTH, Elektriska energisystem, 2014. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-154602.

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Long term supporting schemes for photovoltaic (PV) system installation have led to accommodating large numbers of PV systems within load pockets in distribution grids. High penetrations of PV systems can cause new technical challenges, such as voltage rise due to reverse power flow during light load and high PV generation conditions. Therefore, new strategies are required to address the associated challenges. Moreover, due to these changes in distribution grids, a different response behavior of the distribution grid on the transmission side can be expected. Hence, a new equivalent model of dis
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AHMAD, JAWAD. "A Unified Approach to Maximum Power Point Tracking and I-V Curve Determination of Photovoltaic Arrays from Real-time Measurements." Doctoral thesis, Politecnico di Torino, 2017. http://hdl.handle.net/11583/2674886.

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In recent years we have seen a considerable increase in the installed capacity of Photovoltaic (PV) power generating plants worldwide. This increase is primarily attributed to the decrease in the cost of installation and the awareness towards the sustainable power generation. However, the efficiency of the PV modules is still low. The Current vs. Voltage (I-V) characteristics of the PV generators is non-linear and changes with irradiance and temperature. For optimal utilization of PV sources, Maximum Power Point Trackers (MPPTs) are used. When the array is under uniform illumination, there is
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"Topology Reconfiguration To Improve The Photovoltaic (PV) Array Performance." Master's thesis, 2011. http://hdl.handle.net/2286/R.I.14403.

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abstract: Great advances have been made in the construction of photovoltaic (PV) cells and modules, but array level management remains much the same as it has been in previous decades. Conventionally, the PV array is connected in a fixed topology which is not always appropriate in the presence of faults in the array, and varying weather conditions. With the introduction of smarter inverters and solar modules, the data obtained from the photovoltaic array can be used to dynamically modify the array topology and improve the array power output. This is beneficial especially when module mismatches
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Książki na temat "Photovoltaic (PV) array"

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Center, Lewis Research, ed. Design, optimization, and analysis of a self-deploying PV tent array. Lewis Research Center, 1991.

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Center, Lewis Research, ed. Design and optimization of a self-deploying single axis tracking PV array. National Aeronautics and Space Administration, Lewis Research Center, 1992.

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Aslam, Buchh Tariq, and United States. National Aeronautics and Space Administration., eds. PV array driven adjustable speed drive for a lunar base heat pump: Final report (phase I). National Aeronautics and Space Administration, 1995.

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Części książek na temat "Photovoltaic (PV) array"

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Mashiloane, Kabelo, Peet F. Le Roux, and Coneth G. Richards. "Simulation and Fault Diagnostics Using I–V and P–V Curve Tracing." In Lecture Notes in Networks and Systems. Springer Nature Singapore, 2024. http://dx.doi.org/10.1007/978-981-97-4581-4_9.

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AbstractLocalization of problems continues to be very difficult, especially in large-scale photovoltaic (PV) systems. Especially for small-scale PV plants, the layout of PV systems significantly impacts the efficiency of detection systems. Due to faults occurring within PV arrays, this paper aims to highlight the value of fault detection in PV systems through I–V curve features. This is achieved by simulating models using MATLAB/Simulink of normal and faulty operations. Investigating faults in solar PV arrays is critical in improving PV systems’ dependability, effectiveness, and safety. A quic
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Tiwari, Gopal Nath. "Photovoltaic (PV) Module and Its Panel and Array." In Advance Solar Photovoltaic Thermal Energy Technologies. Springer Nature Singapore, 2023. http://dx.doi.org/10.1007/978-981-99-4993-9_4.

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Takahashi, Masahide, Shoji Miki, Seiji Wakamatsu, and Junji Matsumoto. "Construction, Research and Development of Pv Power Generation System for Centralized Array Location (1MW)." In Seventh E.C. Photovoltaic Solar Energy Conference. Springer Netherlands, 1987. http://dx.doi.org/10.1007/978-94-009-3817-5_67.

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Herrmann, B., H. Karl, E. Kopf, G. Lehner, and G. Saupe. "The Problem of Connecting a Positive Displacement Piston Pump to a PV Array — An Approach to a Solution." In Seventh E.C. Photovoltaic Solar Energy Conference. Springer Netherlands, 1987. http://dx.doi.org/10.1007/978-94-009-3817-5_42.

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Manohar, Murli, Ebha Koley, and Subhojit Ghosh. "An Efficient MPPT and Reliable Protection Scheme for PV-Integrated Microgrid Under Partial Shading and Array Faults." In Modern Maximum Power Point Tracking Techniques for Photovoltaic Energy Systems. Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-030-05578-3_11.

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Kamboj, Sandeep, and D. K. Sambariya. "Stepwise Mathematical Modeling, Simulation of Photovoltaic Solar Module/Array Using MATLAB/Simulink and Study of the Effects of Partial Shading on PV Array." In Advances in Data-Driven Computing and Intelligent Systems. Springer Nature Singapore, 2024. http://dx.doi.org/10.1007/978-981-99-9531-8_30.

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Kaushika, N. D., Anuradha Mishra, and Anil K. Rai. "Solar PV Module and Array Network." In Solar Photovoltaics. Springer International Publishing, 2018. http://dx.doi.org/10.1007/978-3-319-72404-1_7.

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Tripathi, Rohit, Rakhi Sharma, and G. N. Tiwari. "Experimental Study on PV Degradation Loss Assessment of Stand-Alone Photovoltaic (SAPV) Array in Field: A New Simplified Comparative Analytical Approach." In Advances in Greener Energy Technologies. Springer Singapore, 2020. http://dx.doi.org/10.1007/978-981-15-4246-6_40.

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Rekioua, Djamila, and Ernest Matagne. "Optimized Use of PV Arrays." In Optimization of Photovoltaic Power Systems. Springer London, 2012. http://dx.doi.org/10.1007/978-1-4471-2403-0_4.

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Tiwari, Gopal Nath, and Neha Gupta. "Solar Cell Materials, PV Modules and Arrays." In Photovoltaic Thermal Passive House System. CRC Press, 2022. http://dx.doi.org/10.1201/9780429445903-5.

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Streszczenia konferencji na temat "Photovoltaic (PV) array"

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Toal, Henry, Christopher Pike, Daniel Riley, and Laurie Burnham. "Optimizing a Hybrid East-West Vertical and Equator-Facing Bifacial Solar PV Array for a High-Latitude Microgrid." In 2024 IEEE 52nd Photovoltaic Specialist Conference (PVSC). IEEE, 2024. http://dx.doi.org/10.1109/pvsc57443.2024.10749065.

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Peshin, Shwetang, Andreas Spanias, Jongmin Lee, et al. "A Photovoltaic (PV) Array Monitoring Simulator." In Modelling, Identification and Control / 827: Computational Intelligence. ACTAPRESS, 2015. http://dx.doi.org/10.2316/p.2015.826-029.

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Barkaszi, Stephen F., and James P. Dunlop. "Discussion of Strategies for Mounting Photovoltaic Arrays on Rooftops." In ASME 2001 Solar Engineering: International Solar Energy Conference (FORUM 2001: Solar Energy — The Power to Choose). American Society of Mechanical Engineers, 2001. http://dx.doi.org/10.1115/sed2001-142.

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Abstract The mechanical attachment of photovoltaic (PV) arrays to rooftops presents a number of unique and challenging issues for system designers and installers. With a resurgence of roof-mounted PV installations due to increasing duel costs and decreasing PV system prices, the Florida Solar Energy Center (FSEC) has accelerated its investigations of array mounting strategies, with the objectives of identifying key performance and cost parameters from a systems engineering perspective. Two principal classifications can be defined for rooftop PV array mounting systems: building-integrated (BIPV
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Gonzalez, Sigifredo, Scott Kuszmaul, Don Deuel, and Roberto Lucca. "PV array simulator development and validation." In 2010 35th IEEE Photovoltaic Specialists Conference (PVSC). IEEE, 2010. http://dx.doi.org/10.1109/pvsc.2010.5616931.

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Rivai, A., and N. Abd Rahim. "GUI for Photovoltaic (PV) array Monitoring System." In 3rd IET International Conference on Clean Energy and Technology (CEAT) 2014. Institution of Engineering and Technology, 2014. http://dx.doi.org/10.1049/cp.2014.1484.

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Takashima, Takumi, Tadayoshi Tanaka, Masatsugu Amano, and Yuji Ando. "Maximum output control of photovoltaic (PV) array." In 35th Intersociety Energy Conversion Engineering Conference and Exhibit. American Institute of Aeronautics and Astronautics, 2000. http://dx.doi.org/10.2514/6.2000-2860.

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Jahan, Mst Ishrat, Md Mahmudul Hasan, and Azmain Fayek. "Conditional Tracking for Maximizing Power Consumption out of Solar Photovoltaic Array: Temperature and Solar Irradiation with Partial Shading." In SRC. University of Bahrain, 2023. https://doi.org/10.12785/src/1570970574.

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The efficiency of photovoltaic (PV) systems is intricately tied to temperature and solar radiation, impacting the current-voltage (I-V) and power-voltage (P-V) features of photovoltaic arrays. To optimize efficiency, Maximum Power Point Tracking (MPPT) algorithms must ensure PV arrays operate at their Maximum Power Point (MPP). However, variations in solar array attributes can lead to shifts in the MPP. This research employs the Perturb and Observe MPPT method for using a solar array to statistically tackle this issue. A novel Simulink-based methodology is employed, accurately estimating peak
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HOARCA, Cristian Ioan. "SIMULATION INTERFACE OF PHOTOVOLTAIC (PV) CELL, PV MODULE, AND PV ARRAY USING SIMULINK." In 17th International Multidisciplinary Scientific GeoConference SGEM2017. Stef92 Technology, 2017. http://dx.doi.org/10.5593/sgem2017/42/s17.069.

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Dunn, Lawrence, Michael Gostein, and Keith Emery. "Comparison of pyranometers vs. PV reference cells for evaluation of PV array performance." In 2012 IEEE 38th Photovoltaic Specialists Conference (PVSC). IEEE, 2012. http://dx.doi.org/10.1109/pvsc.2012.6318193.

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Rivai, Ahmad, and Nasrudin Abd Rahim. "A low-cost photovoltaic (PV) array monitoring system." In 2013 IEEE Conference on Clean Energy and Technology (CEAT). IEEE, 2013. http://dx.doi.org/10.1109/ceat.2013.6775620.

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Raporty organizacyjne na temat "Photovoltaic (PV) array"

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Backstrom, Robert, and David Dini. Firefighter Safety and Photovoltaic Systems Summary. UL Firefighter Safety Research Institute, 2011. http://dx.doi.org/10.54206/102376/kylj9621.

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Under the United States Department of Homeland Security (DHS) Assistance to Firefighter Grant Fire Prevention and Safety Research Program, Underwriters Laboratories examined fire service concerns of photovoltaic (PV) systems. These concerns include firefighter vulnerability to electrical and casualty hazards when mitigating a fire involving photovoltaic (PV) modules systems. The need for this project is significant acknowledging the increasing use of photovoltaic systems, growing at a rate of 30% annually. As a result of greater utilization, traditional firefighter tactics for suppression, ven
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Backstrom, Robert, and David Backstrom. Firefighter Safety and Photovoltaic Installations Research Project. UL Firefighter Safety Research Institute, 2011. http://dx.doi.org/10.54206/102376/viyv4379.

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Under the United States Department of Homeland Security (DHS) Assistance to Firefighter Grant Fire Prevention and Safety Research Program, Underwriters Laboratories examined fire service concerns of photovoltaic (PV) systems. These concerns include firefighter vulnerability to electrical and casualty hazards when mitigating a fire involving photovoltaic (PV) modules systems. The need for this project is significant acknowledging the increasing use of photovoltaic systems, growing at a rate of 30% annually. As a result of greater utilization, traditional firefighter tactics for suppression, ven
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Miller, James, John Vavrin, and Samuel Stidwell IV. Study of maintenance of High Performance Sustainable Buildings (HPSB). Engineer Research and Development Center (U.S.), 2021. http://dx.doi.org/10.21079/11681/40080.

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A study was performed by the Energy Branch of the US Army Engineer Research and Development Center, Construction Engineering Research Laboratory, on behalf of the US Army Installation Management Command under the Installation Technology Transition Program. The focus of the study was related to maintainability and operability issues associated with High Performance Sustainable Buildings (HPSBs). This study was conducted primarily based on information gleaned from telephone and web conference discussions with installation Directorate of Public Works personnel including Operation and Maintenance
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