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Wyszukujesz frazę "maximum power" wg kryterium: Temat


Tytuł:
Implementacja algorytmu sterowania rozmytego do utrzymywania maksymalnego punktu pracy elektrowni fotowoltaicznej
Implementation of fuzzy control algorithm for photovoltaic array maximum power point tracking
Autorzy:
Zawistowski, M.
Wójtowicz, S.
Powiązania:
https://bibliotekanauki.pl/articles/408372.pdf
Data publikacji:
2015
Wydawca:
Politechnika Lubelska. Wydawnictwo Politechniki Lubelskiej
Tematy:
sterowanie rozmyte
systemy fotowoltaiczne
śledzenie maksymalnego punktu pracy
fuzzy control
photovoltaic systems
maximum power point trackers
Opis:
Ze względu na swoje nieliniowe charakterystyki prądu I i napięcia U, elektrownia fotowoltaiczna powinna być wyposażona w algorytm śledzenia maksymalnego punktu wydajności. Pozwala to na uzyskiwanie maksymalnych wartości energii w szerokim spektrum zmieniających się warunków oświetlenia. Obecnie istnieje wiele algorytmów wyznaczania maksymalnego punktu pracy elektrowni fotowoltaicznej, celem artykułu jest przedstawienie metody wyznaczania trajektorii punktu maksymalnej wydajności elektrowni fotowoltaicznej za pomocą sterowania rozmytego.
Due to the non-linear characteristics of the current I and voltage U, a PV plant should be equipped with a maximum power point tracking algorithm. This allows obtaining the maximum amount of energy in a large range of illumination. Presently there are many algorithms for determining the maximum operating point of the photovoltaic power plant. This paper is aimed to present the determination of the maximum operating point of the photovoltaic power plant using fuzzy control.
Źródło:
Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska; 2015, 1; 33-36
2083-0157
2391-6761
Pojawia się w:
Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Control and optimisation of photovoltaic water pumping system using sliding mode
Autorzy:
Zarour, L.
Abed, K.
Hacil, M.
Borni, A.
Powiązania:
https://bibliotekanauki.pl/articles/200899.pdf
Data publikacji:
2019
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
photovoltaic pumping system modelling
optimization
maximum power point
MPPT
sliding mode control
optymalizacja
maksymalny punkt mocy
Opis:
A sliding mode controller for the photovoltaic pumping system has been proposed in this paper. This system is composed of a?photovoltaic generator supplying a?three-phase permanent magnet synchronous motor coupled to a?centrifugal pump through a?three-phase voltage inverter. The objective of this study is to minimise the number of regulators and apply the sliding mode control by exploiting the specification of the field oriented control scheme (FOC). The first regulator is used to force the photovoltaic generator to operate at the maximum power point, while the second is used to provide the field oriented control to improve the system performance.The whole system is analysed and its mathematical model is done. Matlab is used to validate the performance and robustness of the proposed control strategy.
Źródło:
Bulletin of the Polish Academy of Sciences. Technical Sciences; 2019, 67, 3; 605-611
0239-7528
Pojawia się w:
Bulletin of the Polish Academy of Sciences. Technical Sciences
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Maximum Torque Control of 3-phase induction motor drives
Autorzy:
Wach, P.
Powiązania:
https://bibliotekanauki.pl/articles/141618.pdf
Data publikacji:
2018
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
induction motor control
angular velocity control
direct torque control
field oriented control
DC-AC power converters
Maximum Torque Control
Opis:
Maximum Torque Control (MTC) is a new method applied for control of induction motor drives. The drive is controlled by dc voltage supplying a converter in the range below nominal speed and by a field that weakens for a speed range above the nominal speed. As a consequence, the control is quite similar to the control of a classical separately excited dc motor. This control method could be explained as a kind of simplification of Direct Torque Control (DTC), because the switching scheme is the same as for the DTC, but the variable responsible for a torque control is constantly set for “torque increase”. This kind of control of induction motor drive is simpler than DTC because torque values need not be estimated. The proposed control method offers very good performance for 3-phase induction motors and requires smaller switching frequency in comparison to DTC and Field Oriented Control (FOC). The application of the control is widely demonstrated for a 3-phase 315 kW, 6 kV motor drive by use of computer simulation.
Źródło:
Archives of Electrical Engineering; 2018, 67, 2; 433--445
1427-4221
2300-2506
Pojawia się w:
Archives of Electrical Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Optimal Method for Polarization Selection of Stationary Objects Against the Background of the Earth’s Surface
Autorzy:
Volosyuk, Valerii
Zhyla, Simeon
Pavlikov, Vladimir
Ruzhentsev, Nikolay
Tserne, Eduard
Popov, Anatoliy
Shmatko, Oleksandr
Dergachov, Kostiantyn
Havrylenko, Olena
Ostroumov, Ivan
Kuzmenko, Nataliia
Sushchenko, Olga
Averyanova, Yuliya
Zaliskyi, Maksym
Solomentsev, Oleksandr
Kuznetsov, Borys
Nikitina, Tatyana
Powiązania:
https://bibliotekanauki.pl/articles/2055248.pdf
Data publikacji:
2022
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
polarimetric radar
polarization selection
power lines detection
multichannel processing
maximum likelihood method
Opis:
Within the maximum likelihood method an optimal algorithm for polarization target selection against the background of interfering signal reflected from the earth’s surface is synthesized. The algorithm contains joint operations of spectral interference rejection and their polarization compensation by means of certain combinations of interchannel subtraction of signals of different polarizations. The physical features of the elements of the polarization scattering matrix are investigated for the technical implementation of the synthesized algorithm.
Źródło:
International Journal of Electronics and Telecommunications; 2022, 68, 1; 83--89
2300-1933
Pojawia się w:
International Journal of Electronics and Telecommunications
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Evaluation of maximum power point tracking methods for photovoltaic systems
Autorzy:
Talha, A.
Boumaaraf, H.
Bouhali, O.
Powiązania:
https://bibliotekanauki.pl/articles/229456.pdf
Data publikacji:
2011
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
maximum power point tracking (PPT)
PV
P&O
incremental conductance
fuzzy logic
converter
Opis:
The output characteristics of photovoltaic (PV) arrays are nonlinear and change with the solar irradiance and the cell's temperature. Therefore, a maximum power point tracking (MPPT) technique is needed to draw peak power from the solar array to maximize the produced energy. Among the hill climbing methods, the perturb and observe (P&O) method tracks the maximum power point (MPP) by repeatedly increasing or decreasing the output voltage at the MPP of the PV module. The implementation of the method is relatively simple, but it cannot track the MPP when the irradiance varies quickly with time. In addition, itmay cause system oscillation around the peak power points due to the effect of measurement noise. The incremental conductance (IncCond) method is also often used in PV systems. This method tracks the MPPs by comparing the incremental and instantaneous conductances of the solar array. This method requires longer conversion time, and a large amount of power loss results. In addition, extra hardware circuitry is required to implement the system. In this paper, it is shown that the negative effects associated with such a drawback can be greatly reduced if the intelligent method is used to improve P&O and IncCond algorithms. The perturbation step is continuously approximated by using fuzzy logic controller (FLC). By the digital simulation, the validity of the proposed control algorithm is proved.
Źródło:
Archives of Control Sciences; 2011, 21, 2; 151-165
1230-2384
Pojawia się w:
Archives of Control Sciences
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Maximum power point tracking techniques for low-cost solar photovoltaic applications – Part I: constant parameters and trial-and-error
Autorzy:
Sutikno, Tole
Cahya Subrata, Arsyad
Pau, Giovanni
Jusoh, Awang
Ishaque, Kashif
Powiązania:
https://bibliotekanauki.pl/articles/2202545.pdf
Data publikacji:
2023
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
incremental conductance
maximum power point tracking
measurement and comparison
perturb and observe
solar photovoltaic (PV)
trial-and-error
Opis:
The development of research on the maximum power point tracking (MPPT) controller has increased significantly in this decade. The MPPT technique, however, is still demanding because of the ease and simplicity of implementing tracking technique on the maximum power point (MPP). In this paper, MPPT techniques and their modifications from various literature are classified and examined in detail. The discussions are focused on the main objective of obtaining the best possible MPPT technique with the best results at a low cost. The assessment for the selection of MPPT techniques is based on assessments from the previous literature. The discussion of the MPPT technique assessment is divided into two parts. In Part I, the MPPT technique based on constant parameters, and trial-and-error will be discussed in detail, along with its algorithm development in recent times.
Źródło:
Archives of Electrical Engineering; 2023, 72, 1; 125--145
1427-4221
2300-2506
Pojawia się w:
Archives of Electrical Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Maximum power point tracking techniques for low-cost solar photovoltaic applications – Part II: Mathematical Calculation and Measurement and Comparison, criteria on choices and suitable MPPT techniques
Autorzy:
Sutikno, Tole
Subrata, Arsyad Cahya
Pau, Giovanni
Jusoh, Awang
Ishaque, Kashif
Powiązania:
https://bibliotekanauki.pl/articles/24202731.pdf
Data publikacji:
2023
Wydawca:
Polska Akademia Nauk. Czasopisma i Monografie PAN
Tematy:
Incremental Conductance
maximum power point tracking
Measurement and Comparison
Perturb and Observe
solar photovoltaic
trial-and-error
Opis:
In the last decade, there has been a substantial surge in the advancement of research into the maximum power point tracking (MPPT) controller. The MPPT approaches, on the other hand, continue to be in high demand due to the ease and simplicity with which tracking techniques can be implemented on the maximum power point (MPP). Diverse MPPT approaches and their modifications from various literature are categorized and thoroughly explored in this work, which is divided into two sections. The discussions are centered on the primary goal of attaining the most extraordinary feasible MPPT technique that produces the best results at the lowest possible expense. In order to determine which MPPT approaches to use, evaluations from earlier literature are used to guide the decision. In this section, we will examine the evaluation of the MPPT technique in two sections. Previously, in Part I, we explored the MPPT techniques based on constant parameters and trial-and- error. Part II of this article will examine the MPPT technique, which is based on mathematical computation, measurement, and comparison, and the algorithm development that has occurred in recent years. Furthermore, this section’s assessment for selecting MPPT approaches is based on previous literature reviews. To aid with this selection, the following criteria for the MPPT approach are proposed: sensors and analog/digital requirements, costeffectiveness, simplicity, stability, efficiency, and tracking speed. This enables the reader to select the MPPT technique that is most appropriate for their application.
Źródło:
Archives of Electrical Engineering; 2023, 72, 2; 299--322
1427-4221
2300-2506
Pojawia się w:
Archives of Electrical Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Simulation of the proposed combined Fuzzy Logic Control for Maximum Power Point Tracking and Battery Charge Regulation used in CubeSat
Autorzy:
Seddjar, Abderrahmane
Kerrouche, Kamel Djamel Eddine
Wang, Lina
Powiązania:
https://bibliotekanauki.pl/articles/141115.pdf
Data publikacji:
2020
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
combined Fuzzy Logic Control
Electrical Power System
photovoltaic system
Maximum Power Point Tracking
Battery Charge Regulation
Perturb and Observe
CubeSat
Opis:
One of the most critical systems of any satellite is the Electrical Power System (EPS) and without any available energy, the satellite would simply stop to function. Therefore, the presented research within this paper investigates the areas relating to the satellite EPS with the main focus towards the CubeSat platform. In this paper, an appropriate EPS architecture with the suitable control policy for CubeSat missions is proposed. The suggested control strategy combines two methods, the Maximum Power Point Tracking (MPPT) and the Battery Charge Regulation (BCR), in one power converter circuit, in order to extract the maximum power of the Photovoltaic (PV) system and regulate the battery voltage from overcharging. This proposed combined control technique is using a Fuzzy Logic Control (FLC) strategy serving two main purposes, the MPPT and BCR. Without an additional battery charger circuit and without switching technique between the two controllers, there are no switching losses and the efficiency of the charging characteristic can be increased by selecting this proposed combined FLC. By testing a space-based PV model with the proposed EPS architecture, some simulation results are compared to demonstrate the superiority of the proposed control strategy over the conventional strategies such as Perturb and Observe (P&O) and FLC with a Proportional Integral Derivative (PID) controller.
Źródło:
Archives of Electrical Engineering; 2020, 69, 3; 521-543
1427-4221
2300-2506
Pojawia się w:
Archives of Electrical Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Relationships for moments of the progressively Type-II right censored order statistics from the power Lomax distribution and the associated inference
Autorzy:
Saran, Jagdish
Pushkarna, Narinder
Sehgal, Shikha
Powiązania:
https://bibliotekanauki.pl/articles/1917117.pdf
Data publikacji:
2021-12-08
Wydawca:
Główny Urząd Statystyczny
Tematy:
progressively Type-II right censored order statistics
single moments
product moments
recurrence relations
power Lomax distribution
maximum likelihood estimation
Opis:
In this paper, we establish several recurrence relations between single and product moments of progressively Type-II right censored order statistics from the power Lomax distribution. The relations enable the computation of all the single and product moments of progressively Type-II right censored order statistics for all sample sizes ?? and all censoring schemes (R1, R2, ..., Rm) m ≤ n in a simple recursive manner. The maximum likelihood approach is used for the estimation of the parameters and the reliability characteristic. A Monte Carlo simulation study has been conducted to compare the performance of the estimates for different censoring schemes.
Źródło:
Statistics in Transition new series; 2021, 22, 4; 191-212
1234-7655
Pojawia się w:
Statistics in Transition new series
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Determination of the current-voltage characteristics of the photovoltaic cells using the CoachLabII+ measuring console
Wyznaczanie charakterystyk prądowo-napięciowych ogniw fotowoltaicznych z wykorzystaniem konsoli pomiarowej coachlabii+
Autorzy:
Różański, Stanisław Andrzej
Powiązania:
https://bibliotekanauki.pl/articles/2200277.pdf
Data publikacji:
2022
Wydawca:
Uniwersytet Technologiczno-Humanistyczny im. Kazimierza Pułaskiego w Radomiu
Tematy:
CoachLabII+ console
current-voltage characteristics
maximum power
one-diode model
photovoltaic cell
charakterystyka prądowo-napięciowa
konsola CoachLabII+
moc maksymalna
model jednodiodowy
ogniwo PV
Opis:
The Coach6 software and the CoachLabII+ measuring console coupled with a computer and equipped with appropriate voltage and current sensors were used to determine the current-voltage and power-voltage characteristics of the photovoltaic cells. The current-voltage and power-voltage characteristics for a single cell and cells connected in series and in parallel were tested depending on the light intensity. Using a simplified theoretical model of a photovoltaic cell based on the one-diode equivalent circuit and Shockley diode equation, the ideality factor, diode saturation current and source current were determined, fitting the appropriate theoretical relationship to the measurement results. Based on the current-voltage and power-voltage characteristics, the short-circuit current, open circuit voltage, maximum power, fill factor, conversion efficiency and load resistance were determined. The dependence of the determined parameters on the light intensity was discussed.
Do wyznaczenia charakterystyk prądowo-napięciowych oraz mocowo-napięciowych ogniw fotowoltaicznych wykorzystano oprogramowanie Coach6 oraz konsolę pomiarową CoachLabII+ sprzężoną z komputerem i wyposażoną w odpowiednie czujniki napięcia i prądu. Charakterystyki prądowo-napięciowe dla pojedynczego ogniwa oraz ogniw połączonych szeregowo i równolegle badano w zależności od natężenia światła. Wykorzystując uproszczony model teoretyczny ogniwa fotowoltaicznego bazujący na pojedynczej diodzie oraz wzorze Shockley'a dla prądu diody półprzewodnikowej wyznaczono współczynnik korekcji, prąd wsteczny oraz prąd źródła, dopasowując odpowiednie zależności teoretyczne do wyników pomiarów. Na podstawie charakterystyk prądowo-napięciowych oraz mocowo-napięciowych wyznaczono prąd zwarcia, napięcie obwodu otwartego, moc maksymalną, współczynnik wypełnienia, sprawność konwersji ogniwa oraz rezystancję obciążenia. Zaobserwowano zależność wyznaczonych parametrów od natężenia światła.
Źródło:
Journal of Automation, Electronics and Electrical Engineering; 2022, 4, 2; 31--38
2658-2058
2719-2954
Pojawia się w:
Journal of Automation, Electronics and Electrical Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Power injection control system and experimental model based on manufacturer characteristic curves for a photovoltaic generation system
Autorzy:
Rico, A.
Cadaval, E. R.
Montero, M. I. M.
Powiązania:
https://bibliotekanauki.pl/articles/262582.pdf
Data publikacji:
2007
Wydawca:
Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie
Tematy:
Inverter Current Controller (ICC)
Inverter Reference Current Generator (ICRG)
maximum power point tracking (MPPT)
Photovoltaic Cell (PV Cell)
PV Voltage and PV Current
VI characteristic equations
Opis:
This paper attempts to validate the performance of a power injection control block for Photovoltaic Generation Systems (PVGS). This device uses a control module based on detecting the power injected into the supply by the inverter, instead of measuring the power generated by the PVGS. The performance is evaluated using the concept of Maximum Energy Curve that takes into account both transient and permanent control performance. The paper presents a basic and simple procedure to obtain a model from the manufacturer characteristic curves of the photovoltaic cells. MATLAB Simulink is used as simulation tool to obtain the response of the proposed system to changes in temperature and irradiance.
Źródło:
Electrical Power Quality and Utilisation. Journal; 2007, 13, 2; 69-75
1896-4672
Pojawia się w:
Electrical Power Quality and Utilisation. Journal
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Research on the influence of rotational speed on the performance of high-speed permanent-magnet generator
Autorzy:
Qiu, Hongbo
Wei, Yanqi
Zhao, Xi Fang
Yang, Cunxiang
Yi, Ran
Powiązania:
https://bibliotekanauki.pl/articles/141641.pdf
Data publikacji:
2019
Wydawca:
Polska Akademia Nauk. Czytelnia Czasopism PAN
Tematy:
high-speed permanent-magnet generator (HSPMG)
harmonic content
maximum power
overload capacity
voltage regulation
Opis:
When the machine is at high speed, serious problems occur, such as high frequency loss, difficult thermal management, and the rotor structural strength insufficiency. In this paper, the performances of two high-speed permanent magnet generators (HSPMGs) with different rotational speeds and the same torque are compared and analyzed. The two-dimensional finite element model (FEM) of the 117 kW, 60 000 rpm HSPMG is established. By comparing a calculation result and test data, the accuracy of the model is verified. On this basis, the 40 kW, 20 000 rpm HSPMG is designed and the FEM is established. The relationship between the voltage regulation sensitivity and power factor of the two HSPMGs is determined. The influence mechanism of the voltage regulation sensitivity is further revealed. In addition, the air-gap flux density is decomposed by the Fourier transform principle, and the influence degree of different harmonic orders on the HSPMG performance is determined. The method to reduce the harmonic content is further proposed. Finally, the method to improve the HSPMG overload capacity is obtained by studying the maximum power. The research showed that the HSPMG at low speed (20 000 rpm) has high sensitivity of the voltage regulation, while the HSPMG at high speed (60 000 rpm) is superior to the HSPMG at low speed in reducing the harmonic content and increasing the overload capacity.
Źródło:
Archives of Electrical Engineering; 2019, 68, 1; 77-90
1427-4221
2300-2506
Pojawia się w:
Archives of Electrical Engineering
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
The odd power generalized Weibull-G power series class of distributions: properties and applications
Autorzy:
Oluyede, Broderick
Moakofi, Thatayaone
Chipepa, Fastel
Powiązania:
https://bibliotekanauki.pl/articles/2034112.pdf
Data publikacji:
2022-03-15
Wydawca:
Główny Urząd Statystyczny
Tematy:
Weibull-g distribution
power series
Poisson distribution
logarithmic distribution
maximum likelihood estimation
Opis:
We develop a new class of distributions, namely, the odd power generalizedWeibull-G power series (OPGW-GPS) class of distributions. We present some special classes of the proposed distribution. Structural properties, have also been derived. We conducted a simulation study to evaluate the consistency of the maximum likelihood estimates. Moreover, two real data examples on selected data sets, to illustrate the usefulness of the new class of distributions. The proposed model outperforms several non-nested models on selected data sets.
Źródło:
Statistics in Transition new series; 2022, 23, 1; 89-108
1234-7655
Pojawia się w:
Statistics in Transition new series
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Comparative Analysis of Two Direct MPPT Methods Used for Tracking Maximum Power Points in a Photovoltaic System
Autorzy:
Olusegun, Akinbulire Tolulope
Adebukola, Ajala Zainab
Denwigwe, Iheanacho Henry
Oluseyi, Peter Olabisi
Olubayo, Babatunde Moses
Powiązania:
https://bibliotekanauki.pl/articles/1066211.pdf
Data publikacji:
2019
Wydawca:
Przedsiębiorstwo Wydawnictw Naukowych Darwin / Scientific Publishing House DARWIN
Tematy:
incremental conductance
maximum operating power
maximum power point trackers
perturb & observe
photovoltaic system
Opis:
Every solar panel has a maximum operating power. However, when solar panels are directly connected to a battery, the panels are usually forced to operate at the battery voltage. This is almost always below the maximum power point of the panels, thereby causing panel under-utilization. To overcome this problem, maximum power point trackers (MPPT) have been developed. In this thesis, a technical comparative analysis is done between two commonly implemented MPPT (Perturb & Observe and Incremental Conductance) algorithms to ensure efficient maximum power point tracking. This is done by modelling a maximum power point tracker (MPPT) and integrating it into a PV system in the MATLAB/SIMULINK environment. These two direct MPPT algorithms are then implemented under changing solar irradiation and load conditions. From the simulations, when starting from 0 second, the P&O algorithm reaches the Pmpp of 1969 W at 26ms, while INC reaches the Pmpp of 1965 W at 49ms. In addition, when there is a change in the AC loads connected to the PV system, it took exactly 35ms for both algorithms to reach the Pmpp of 2488 W. However, when both algorithms reached their Pmpp values, INC shows more stability than the P&O. The P&O shows ripples even at steady irradiance states, although the ripples are more evident when the irradiance is changing. From the results displayed, it can, therefore, be concluded that the P&O algorithm will be more suited to applications where attaining the Pmpp within a relatively short time is a necessity, while INC should be applied where performance is of great importance.
Źródło:
World Scientific News; 2019, 131; 123-146
2392-2192
Pojawia się w:
World Scientific News
Dostawca treści:
Biblioteka Nauki
Artykuł
Tytuł:
Robust estimation based nonlinear higher order sliding mode control strategies for PMSG-WECS
Autorzy:
Nazir, Awais
Khan, Safdar Abbas
Khan, Malak Adnan
Alam, Zaheer
Khan, Imran
Irfan, Muhammad
Rehman, Saifur
Nowakowski, Grzegorz
Powiązania:
https://bibliotekanauki.pl/articles/27311430.pdf
Data publikacji:
2023
Wydawca:
Polska Akademia Nauk. Czasopisma i Monografie PAN
Tematy:
wind energy conversion systems
WECS
robust control
maximum power point tracking
MPPT
sliding mode control
SMC
super-twisting algorithm
STA
high gain observer
artificial neural network
ANN
function fitting
backstepping
śledzenie maksymalnego punktu mocy
obserwator o dużym wzmocnieniu
sztuczna sieć neuronowa
dopasowanie funkcji
system konwersji energii wiatrowej
sterowanie odporne
sterowanie ślizgowe
algorytm super skręcania
Opis:
The wind energy conversion systems (WECS) suffer from an intermittent nature of source (wind) and the resulting disparity between power generation and electricity demand. Thus, WECS are required to be operated at maximum power point (MPP). This research paper addresses a sophisticated MPP tracking (MPPT) strategy to ensure optimum (maximum) power out of the WECS despite environmental (wind) variations. This study considers a WECS (fixed pitch, 3KW, variable speed) coupled with a permanent magnet synchronous generator (PMSG) and proposes three sliding mode control (SMC) based MPPT schemes, a conventional first order SMC (FOSMC), an integral back-stepping-based SMC (IBSMC) and a super-twisting reachability-based SMC, for maximizing the power output. However, the efficacy of MPPT/control schemes rely on availability of system parameters especially, uncertain/nonlinear dynamics and aerodynamic terms, which are not commonly accessible in practice. As a remedy, an off-line artificial function-fitting neural network (ANN) based on Levenberg-Marquardt algorithm is employed to enhance the performance and robustness of MPPT/control scheme by effectively imitating the uncertain/nonlinear drift terms in the control input pathways. Furthermore, the speed and missing derivative of a generator shaft are determined using a high-gain observer (HGO). Finally, a comparison is made among the stated strategies subjected to stochastic and deterministic wind speed profiles. Extensive MATLAB/Simulink simulations assess the effectiveness of the suggested approaches.
Źródło:
Bulletin of the Polish Academy of Sciences. Technical Sciences; 2023, 71, 5; art. no. e147063
0239-7528
Pojawia się w:
Bulletin of the Polish Academy of Sciences. Technical Sciences
Dostawca treści:
Biblioteka Nauki
Artykuł

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