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  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Rachid Errouissi; Ahmed Al-Durra;

    This paper presents a new method to design a current controller for grid-tied inverters under both balanced and unbalanced grid voltage conditions. The proposed controller consists of combining a feedback-output controller with a disturbance observer (DO). The control design is carried out in the $\alpha \beta$ reference frame. Thus, the objective of the composite controller is to ensure that the output of the system tracks a sinusoidal reference signal with zero steady-state error. A feedback controller only cannot achieve a good tracking performance because of the presence of model uncertainties and unknown disturbances. To account for the natural mismatch between the actual system and the mathematical model, the system dynamics are first augmented with an additional state-variable, representing the disturbance, and the feedback controller is designed based on the assumption that the disturbance input is available for feedback. Then, an observer is constructed to estimate the disturbance, which is assumed to be a sine wave oscillating at the grid frequency. Another feature of the DO is its ability to compensate for the effect of the saturation blocks required to limit the control input during transients, leading to improved dynamic performance. Several experimental tests were conducted to verify the effectiveness of the proposed controller, and the results demonstrated its capability to achieve accurate fast stable responses.

    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao IEEE Transactions on...arrow_drop_down
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    IEEE Transactions on Sustainable Energy
    Article . 2019 . Peer-reviewed
    License: IEEE Copyright
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      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao IEEE Transactions on...arrow_drop_down
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      IEEE Transactions on Sustainable Energy
      Article . 2019 . Peer-reviewed
      License: IEEE Copyright
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  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Ahmed S. Musleh; Haris M. Khalid; S. M. Muyeen; Ahmed Al-Durra;

    Monitoring and control of electrical power grids are highly reliant on the accuracy of the digital measurements. These digital measurements reflect the precision of the installed sensors, which are vulnerable to the injection of unknown parameters in the form of device malfunction and cyberattacks. This may question the operational security and reliability of many cyberphysical infrastructure such as smart grid. To resolve this issue, a multisensor temporal prediction based wide-area control scheme is proposed in this paper. The feasibility of the designed scheme is verified in an advanced synchrophasor measurements based wide-area monitoring and control system (WAMCS). This WAMCS adopts a flexible ac transmission system device (the primary controller) for controlling the smart grid's voltage profile. The algorithm is validated in a real-time environment with an innovative software-in-the-loop testing setup. The performance of the proposed technique in the presence of false-data-injection attacks shows promising results.

    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao IEEE Systems Journalarrow_drop_down
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    IEEE Systems Journal
    Article . 2019 . Peer-reviewed
    License: IEEE Copyright
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      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao IEEE Systems Journalarrow_drop_down
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      IEEE Systems Journal
      Article . 2019 . Peer-reviewed
      License: IEEE Copyright
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Zhuang Tian; Jinhui Wang; Ahmed Al-Durra; S.M. Muyeen; +2 Authors

    Data-driven methods have been widely applied to fault diagnosis and aging predictions to assist fuel cell Prognostic and Health Management (PHM) system, in order to achieve early maintenance management and corrective measures for fuel cell systems. This paper proposes a novel fuel cell aging prediction method considering the applicability of data and algorithm. This method first adopts empirical mode decomposition (EMD) to split the aging data into several intrinsic mode functions (IMFs), and each IMF represents a different characteristic. Then the sample entropy (SE) is used as the quantitative criterion for complexity threshold. Furthermore, the nonlinear autoregressive neural network (NARNN) and the Long Short-Term Memory (LSTM) recurrent neural network are combined to ensure the applicability of data and algorithm. The results show that EMD can split the various data types of the aging data and weaken or even eliminate the excessive mutation phenomenon that occurs at the beginning of each experimental fuel cell. In addition, the targeted selection of data-driven methods can ensure the applicability of the data and algorithm. Finally, by comparing different prediction methods, the proposed method shows higher accuracy in the prediction of each experimental dataset, and good generality for different fuel cell types. This work was funded by the: National Natural Science Foundation of China , Grant numbers: 51977177 ; Shaanxi Province Key Research and Development Projects , Grant numbers: 2022QCY-LL-11 , 2021ZDLGY11-04 ; Fundamental Research Funds for the Central Universities , Grant numbers: D5000230128 ; Natural Science Basic Research Program of Shaanxi Province , Grant numbers: 2020JQ-152 .

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Qatar University Ins...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Journal of Power Sources
    Article . 2023 . Peer-reviewed
    License: Elsevier TDM
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Qatar University Ins...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      Journal of Power Sources
      Article . 2023 . Peer-reviewed
      License: Elsevier TDM
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  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Hassan Mohammadpour; Amin Banaiemoqadam; Ali Hooshyar; Ahmed Al-Durra;
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao IEEE Transactions on...arrow_drop_down
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    IEEE Transactions on Sustainable Energy
    Article . 2023 . Peer-reviewed
    License: IEEE Copyright
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      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao IEEE Transactions on...arrow_drop_down
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      IEEE Transactions on Sustainable Energy
      Article . 2023 . Peer-reviewed
      License: IEEE Copyright
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Caruana, C.; Sattar, A.; Al-Durra, A.; Muyeen, S.M.;

    Abstract Energy storage systems provide a promising solution for the renewable energy sector to facilitate large-scale grid integration. It is thus very important to explore means to validate their control scheme and their behaviour in the intended application before actual commissioning. This paper presents a reduced-scale hardware-in-the-loop simulation for initial testing of the performance of energy storage systems in renewable energy applications. This relieves the need of selecting and tuning a detailed model of the energy storage element. A low-power test rig emulating the storage element and the power converter is interfaced with a real time digital simulator to allow dynamic experimental tests under realistic conditions. Battery energy storage for smoothing the output power of a variable speed wind turbine is considered in this paper; however the proposed test methodology can be easily adapted for other storage elements in renewable energy, distributed generation and smart grid applications. The proposed HIL simulation is detailed and the experimental performance is shown.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Sustainable Energy T...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Sustainable Energy Technologies and Assessments
    Article . 2015 . Peer-reviewed
    License: Elsevier TDM
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Sustainable Energy T...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      Sustainable Energy Technologies and Assessments
      Article . 2015 . Peer-reviewed
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  • Authors: Ehab F. El-Saadany; Tasneim Aldhanhani; Ahmed Al-Durra;

    Electrification of the transportation sector is a crucial step toward achieving a sustainable society. It will lead to several advantages, such as: reduce consumption of oil, reduce emissions and integrate renewable energy resources into the grid. Deployment of electric vehicle charging stations (EVCS) is essential to encourage large adoption of Electric Vehicle (EV) as it will reduce ‘range anxiety’ concern regarding the distance the EV could travel before the battery runs out. In this work, an optimal design of an electric vehicle charging station that integrates renewable distributed generation (DG) will be designed for cost and emission reduction. Both an isolated microgrid EVCS and an EVCS connected to the grid were studied in different cases, where energy sources such as PV, wind, and diesel generator are considered to supply the EVCS demand. The model was designed using HOMER software and designed based on realistic input data in terms of physical, operational and economic characteristics.

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Ahmed A. Zaki Diab; Biyadgie Ayalew; Abass Afolabi Yahaya; Mahdi Debbouza; +2 Authors

    AbstractThis paper proposes a robust continuous nonlinear control method for grid‐tied photovoltaic (PV) inverters by combining model predictive control and integral sliding mode control (ISMC). The robustness of the proposed augmented controller is demonstrated mathematically by showing that the equivalent control signal of the ISMC system cancels disturbances to the system. Further, the proposed controller can compensate for system perturbations without knowing their characteristics, thereby simplifying controller design for the PV systems. The robustness of the proposed controller against parameter uncertainties and external disturbances was demonstrated via experimental and simulation verification.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ IET Power Electronic...arrow_drop_down
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    IET Power Electronics
    Article . 2022 . Peer-reviewed
    License: CC BY
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ IET Power Electronic...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      IET Power Electronics
      Article . 2022 . Peer-reviewed
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Ali Mortezaei; Marcelo Godoy Simoes; Mehdi Savaghebi; Josep M. Guerrero; +1 Authors

    Cooperative control of power converters in a microgrid offers power quality enhancement at sensitive load buses. Such cooperation is particularly important in the presence of reactive, nonlinear and unbalanced loads. In this paper, a multi-master-slave-based control of Distributed Generators (DGs) interface converters in a three-phase four-wire islanded microgrid using the Conservative Power Theory (CPT) is proposed. Inverters located in close proximity operate as a group in master-salve mode. Slaves inject the available energy and compensate selectively unwanted current components of local loads with the secondary effect of having enhanced voltage waveforms while masters share the remaining load power autonomously with distant groups using frequency droop. The close proximity makes it practical for control signals to be communicated between inverters in one group with the potential to provide rapid load sharing response for mitigation of undesirable current components. Since each primary source has its own constraints, a supervisory control is considered for each group to determine convenient sharing factors. The CPT decompositions provide decoupled current and power references in abc-frame, resulting in a selective control strategy able to share each current component with desired percentage among the microgrid inverters. Simulation results are presented to demonstrate the effectiveness of the proposed method.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Universidade Estadua...arrow_drop_down
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    https://repositorio.unesp.br/b...
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    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    https://doi.org/10.1109/pesgm....
    Conference object . 2017 . Peer-reviewed
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    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    IEEE Transactions on Smart Grid
    Article . 2018 . Peer-reviewed
    License: IEEE Copyright
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    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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      IEEE Transactions on Smart Grid
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    Authors: Ambia, M.; Al-Durra, A.; Caruana, C.; Muyeen, S.M.;

    Abstract This paper presents a generic centralized supervisory control scheme for the power management of multiple power converters based hybrid micro-grid system. The system consists of wind generators, photovoltaic system, multiple parallel connected power converters, utility grid, ac and dc loads. Power management of the micro-grid is performed under two cases: grid mode and local mode. Central supervisory unit (CSU) generates command signal to ensure the power management during the two modes. In local mode, the dc loads in the ac–dc hybrid system can be controlled. In the case of grid mode operation, power flow between the utility grid and micro-grid is controlled. A novel feature of this paper is the incorporation of the multiple power converters. The generated command signal from the CSU can also control the operation of the multiple power converters in both grid and local modes. An additional feature is the incorporation of sodium sulfur battery energy storage system (NAS BESS) which is used to smooth the output power fluctuation of the wind farm. The effectiveness of the control scheme is also verified using real time load pattern. The simulation is performed in PSCAD/EMTDC.

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    Sustainable Energy Technologies and Assessments
    Article . 2014 . Peer-reviewed
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      Sustainable Energy Technologies and Assessments
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/

    La tremenda penetración de los sistemas fotovoltaicos (PV) en las redes eléctricas desarrolla muchos desafíos en los sistemas de energía modernos. En los análisis de simulación de los sistemas PV, el modelado preciso de los módulos PV juega un papel crucial en la mejora de las características de dichos sistemas. El modelado de dichos PV está representado por un comportamiento I -V no lineal, que involucra varios parámetros desconocidos debido a los datos inadecuados ofrecidos en la hoja de datos de las células PV. Este documento propone una implementación novedosa del algoritmo optimizador de equilibrio (EOA) para identificar los nueve parámetros de un modelo de tres diodos (TD) de un módulo fotovoltaico. La solidez del modelo EOA-TD se confirma ampliamente por los resultados de la simulación que se llevan a cabo en diferentes condiciones ambientales. Los parámetros óptimos obtenidos utilizando el enfoque propuesto se comparan con los realizados utilizando otros modelos de TD basados en técnicas de optimización. Para lograr un estudio práctico, la simulación y los resultados experimentales se verifican para varios paneles fotovoltaicos comerciales y el error entre estos resultados registra un valor inferior al 0,5%. Además, los parámetros óptimos obtenidos utilizando el EOA son competitivos y muy cercanos a eso realizado utilizando otros enfoques, donde el EOA ofrecido K B constante de Boltzmann (1.38065e-23 J/K) N s Número de celdas en serie en el módulo fotovoltaico P m Potencia de salida máxima del módulo fotovoltaico (W) q Carga de electrones (1.6022e-19 C) R s Resistencia en serie ( ) R p Resistencia paralela ( ) T Temperatura de la celda (K) V Tensión de salida del módulo fotovoltaico (V) V m Tensión de salida máxima del módulo fotovoltaico (V) V o Tensión de salida de circuito abierto del módulo fotovoltaico (V) V tTensión térmica (V) Une pénétration énorme des systèmes photovoltaïques (PV) dans les réseaux électriques développe de nombreux défis dans les systèmes d'alimentation modernes. Dans les analyses de simulation des systèmes PV, une modélisation précise des modules PV joue un rôle crucial dans l'amélioration des caractéristiques de ces systèmes. La modélisation de ces PV est représentée par un comportement I -V non linéaire, impliquant divers paramètres inconnus en raison des données inadéquates offertes dans la fiche technique des cellules PV. Cet article propose une nouvelle mise en œuvre de l'algorithme d'optimisation d'équilibre (EOA) pour identifier les neuf paramètres d'un modèle à trois diodes (TD) d'un module PV. La solidité du modèle EOA-TD est largement confirmée par les résultats de simulation qui sont effectués dans différentes conditions environnementales. Les paramètres optimaux obtenus à l'aide de l'approche proposée sont comparés à ceux réalisés à l'aide d'autres modèles TD basés sur des techniques d'optimisation. Pour réaliser une étude pratique, les résultats de simulation et expérimentaux sont vérifiés pour divers panneaux PV commerciaux et l'erreur parmi ces résultats enregistre une valeur inférieure à 0,5%. De plus, les paramètres optimaux atteints à l'aide de l'EOA sont compétitifs et très proches de cela réalisé en utilisant d'autres approches, où la constante EOA K B Boltzmann offerte (1.38065e-23 J/K) N s Nombre de cellules série dans le module PV P m Puissance de sortie maximale du module PV (W) q Charge électronique (1.6022e-19 C) R s Résistance série ( ) R p Résistance parallèle ( ) T Température de cellule (K) V Tension de sortie du module PV (V) V m Tension de sortie maximale du module PV (V) V oc Tension de sortie en circuit ouvert du module PV (V) V tTension thermique (V) Tremendous penetration of photovoltaic (PV) systems into the electric grids develops many challenges in the modern power systems.In the simulation analyses of PV systems, accurate modelling of PV modules plays a crucial role in enhancing the characteristics of such systems.Modelling of such PVs is represented by a non-linear I -V behavior, involving various unknown parameters because of the inadequate data offered in the datasheet of PV cells.This paper proposes a novel implementation of the equilibrium optimizer algorithm (EOA) to identify the nine-parameters of a three-diode (TD) model of a PV module.Soundness of the EOA-TD model is extensively confirmed by the simulation results that are carried out in different environmental conditions.The optimal parameters obtained using the proposed approach are compared with those realized using other optimization techniques-based TD models.To achieve a practical study, the simulation and experimental outcomes are checked for various commercial PV panels and the error among these results records a value less than 0.5%.Moreover, the optimal parameters attained using the EOA are competitive and very close to that realized using other approaches, where the offered EOA K B Boltzmann's constant (1.38065e-23 J/K) N s Number of series cells in PV module P m Maximum output power of PV module (W) q Electron charge (1.6022e-19 C) R s Series resistance ( ) R p Parallel resistance ( ) T Cell temperature (K) V Output voltage of PV module (V) V m Maximum output voltage of PV module (V) V oc Open circuit output voltage of PV module (V) V tThermal voltage (V) يؤدي الاختراق الهائل للأنظمة الكهروضوئية (PV) في الشبكات الكهربائية إلى تطوير العديد من التحديات في أنظمة الطاقة الحديثة. في تحليلات المحاكاة للأنظمة الكهروضوئية، تلعب النمذجة الدقيقة للوحدات الكهروضوئية دورًا حاسمًا في تعزيز خصائص هذه الأنظمة. يتم تمثيل نمذجة هذه الخلايا الكهروضوئية بسلوك I - V غير الخطي، والذي يتضمن العديد من المعلمات غير المعروفة بسبب عدم كفاية البيانات المقدمة في ورقة بيانات الخلايا الكهروضوئية. تقترح هذه الورقة تنفيذًا جديدًا لخوارزمية محسن التوازن (EOA) لتحديد المعلمات التسعة لـ نموذج ثلاثي الصمامات (TD) للوحدة الكهروضوئية. يتم تأكيد سلامة نموذج EOA - TD على نطاق واسع من خلال نتائج المحاكاة التي يتم تنفيذها في ظروف بيئية مختلفة. تتم مقارنة المعلمات المثلى التي تم الحصول عليها باستخدام النهج المقترح مع تلك التي تم تحقيقها باستخدام نماذج TD الأخرى القائمة على تقنيات التحسين. لتحقيق دراسة عملية، يتم فحص نتائج المحاكاة والنتائج التجريبية لمختلف الألواح الكهروضوئية التجارية ويسجل الخطأ بين هذه النتائج قيمة أقل من 0.5 ٪. علاوة على ذلك، فإن المعلمات المثلى التي تم تحقيقها باستخدام EOA تنافسية وقريبة جدًا من ذلك تتحقق باستخدام طرق أخرى، حيث EOA K B Boltzmann 's constant (1.38065e-23 J/K) N s عدد الخلايا المتسلسلة في الوحدة الكهروضوئية P m أقصى طاقة خرج للوحدة الكهروضوئية (W) q شحنة الإلكترون (1.6022e-19 C) R s Series resistance () R p المقاومة المتوازية () T درجة حرارة الخلية (K) V جهد الخرج للوحدة الكهروضوئية (V) V m أقصى جهد خرج للوحدة الكهروضوئية (V) V oc جهد خرج الدائرة المفتوحة للوحدة الكهروضوئية (V) V t الجهد الحراري (V)

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  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Rachid Errouissi; Ahmed Al-Durra;

    This paper presents a new method to design a current controller for grid-tied inverters under both balanced and unbalanced grid voltage conditions. The proposed controller consists of combining a feedback-output controller with a disturbance observer (DO). The control design is carried out in the $\alpha \beta$ reference frame. Thus, the objective of the composite controller is to ensure that the output of the system tracks a sinusoidal reference signal with zero steady-state error. A feedback controller only cannot achieve a good tracking performance because of the presence of model uncertainties and unknown disturbances. To account for the natural mismatch between the actual system and the mathematical model, the system dynamics are first augmented with an additional state-variable, representing the disturbance, and the feedback controller is designed based on the assumption that the disturbance input is available for feedback. Then, an observer is constructed to estimate the disturbance, which is assumed to be a sine wave oscillating at the grid frequency. Another feature of the DO is its ability to compensate for the effect of the saturation blocks required to limit the control input during transients, leading to improved dynamic performance. Several experimental tests were conducted to verify the effectiveness of the proposed controller, and the results demonstrated its capability to achieve accurate fast stable responses.

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    IEEE Transactions on Sustainable Energy
    Article . 2019 . Peer-reviewed
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      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao IEEE Transactions on...arrow_drop_down
      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      IEEE Transactions on Sustainable Energy
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  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Ahmed S. Musleh; Haris M. Khalid; S. M. Muyeen; Ahmed Al-Durra;

    Monitoring and control of electrical power grids are highly reliant on the accuracy of the digital measurements. These digital measurements reflect the precision of the installed sensors, which are vulnerable to the injection of unknown parameters in the form of device malfunction and cyberattacks. This may question the operational security and reliability of many cyberphysical infrastructure such as smart grid. To resolve this issue, a multisensor temporal prediction based wide-area control scheme is proposed in this paper. The feasibility of the designed scheme is verified in an advanced synchrophasor measurements based wide-area monitoring and control system (WAMCS). This WAMCS adopts a flexible ac transmission system device (the primary controller) for controlling the smart grid's voltage profile. The algorithm is validated in a real-time environment with an innovative software-in-the-loop testing setup. The performance of the proposed technique in the presence of false-data-injection attacks shows promising results.

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    IEEE Systems Journal
    Article . 2019 . Peer-reviewed
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      IEEE Systems Journal
      Article . 2019 . Peer-reviewed
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    Authors: Zhuang Tian; Jinhui Wang; Ahmed Al-Durra; S.M. Muyeen; +2 Authors

    Data-driven methods have been widely applied to fault diagnosis and aging predictions to assist fuel cell Prognostic and Health Management (PHM) system, in order to achieve early maintenance management and corrective measures for fuel cell systems. This paper proposes a novel fuel cell aging prediction method considering the applicability of data and algorithm. This method first adopts empirical mode decomposition (EMD) to split the aging data into several intrinsic mode functions (IMFs), and each IMF represents a different characteristic. Then the sample entropy (SE) is used as the quantitative criterion for complexity threshold. Furthermore, the nonlinear autoregressive neural network (NARNN) and the Long Short-Term Memory (LSTM) recurrent neural network are combined to ensure the applicability of data and algorithm. The results show that EMD can split the various data types of the aging data and weaken or even eliminate the excessive mutation phenomenon that occurs at the beginning of each experimental fuel cell. In addition, the targeted selection of data-driven methods can ensure the applicability of the data and algorithm. Finally, by comparing different prediction methods, the proposed method shows higher accuracy in the prediction of each experimental dataset, and good generality for different fuel cell types. This work was funded by the: National Natural Science Foundation of China , Grant numbers: 51977177 ; Shaanxi Province Key Research and Development Projects , Grant numbers: 2022QCY-LL-11 , 2021ZDLGY11-04 ; Fundamental Research Funds for the Central Universities , Grant numbers: D5000230128 ; Natural Science Basic Research Program of Shaanxi Province , Grant numbers: 2020JQ-152 .

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    Journal of Power Sources
    Article . 2023 . Peer-reviewed
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      Journal of Power Sources
      Article . 2023 . Peer-reviewed
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  • image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    Authors: Hassan Mohammadpour; Amin Banaiemoqadam; Ali Hooshyar; Ahmed Al-Durra;
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    IEEE Transactions on Sustainable Energy
    Article . 2023 . Peer-reviewed
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      IEEE Transactions on Sustainable Energy
      Article . 2023 . Peer-reviewed
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    Authors: Caruana, C.; Sattar, A.; Al-Durra, A.; Muyeen, S.M.;

    Abstract Energy storage systems provide a promising solution for the renewable energy sector to facilitate large-scale grid integration. It is thus very important to explore means to validate their control scheme and their behaviour in the intended application before actual commissioning. This paper presents a reduced-scale hardware-in-the-loop simulation for initial testing of the performance of energy storage systems in renewable energy applications. This relieves the need of selecting and tuning a detailed model of the energy storage element. A low-power test rig emulating the storage element and the power converter is interfaced with a real time digital simulator to allow dynamic experimental tests under realistic conditions. Battery energy storage for smoothing the output power of a variable speed wind turbine is considered in this paper; however the proposed test methodology can be easily adapted for other storage elements in renewable energy, distributed generation and smart grid applications. The proposed HIL simulation is detailed and the experimental performance is shown.

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    Sustainable Energy Technologies and Assessments
    Article . 2015 . Peer-reviewed
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      Sustainable Energy Technologies and Assessments
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  • Authors: Ehab F. El-Saadany; Tasneim Aldhanhani; Ahmed Al-Durra;

    Electrification of the transportation sector is a crucial step toward achieving a sustainable society. It will lead to several advantages, such as: reduce consumption of oil, reduce emissions and integrate renewable energy resources into the grid. Deployment of electric vehicle charging stations (EVCS) is essential to encourage large adoption of Electric Vehicle (EV) as it will reduce ‘range anxiety’ concern regarding the distance the EV could travel before the battery runs out. In this work, an optimal design of an electric vehicle charging station that integrates renewable distributed generation (DG) will be designed for cost and emission reduction. Both an isolated microgrid EVCS and an EVCS connected to the grid were studied in different cases, where energy sources such as PV, wind, and diesel generator are considered to supply the EVCS demand. The model was designed using HOMER software and designed based on realistic input data in terms of physical, operational and economic characteristics.

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    Authors: Ahmed A. Zaki Diab; Biyadgie Ayalew; Abass Afolabi Yahaya; Mahdi Debbouza; +2 Authors

    AbstractThis paper proposes a robust continuous nonlinear control method for grid‐tied photovoltaic (PV) inverters by combining model predictive control and integral sliding mode control (ISMC). The robustness of the proposed augmented controller is demonstrated mathematically by showing that the equivalent control signal of the ISMC system cancels disturbances to the system. Further, the proposed controller can compensate for system perturbations without knowing their characteristics, thereby simplifying controller design for the PV systems. The robustness of the proposed controller against parameter uncertainties and external disturbances was demonstrated via experimental and simulation verification.

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    IET Power Electronics
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      IET Power Electronics
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    Authors: Ali Mortezaei; Marcelo Godoy Simoes; Mehdi Savaghebi; Josep M. Guerrero; +1 Authors

    Cooperative control of power converters in a microgrid offers power quality enhancement at sensitive load buses. Such cooperation is particularly important in the presence of reactive, nonlinear and unbalanced loads. In this paper, a multi-master-slave-based control of Distributed Generators (DGs) interface converters in a three-phase four-wire islanded microgrid using the Conservative Power Theory (CPT) is proposed. Inverters located in close proximity operate as a group in master-salve mode. Slaves inject the available energy and compensate selectively unwanted current components of local loads with the secondary effect of having enhanced voltage waveforms while masters share the remaining load power autonomously with distant groups using frequency droop. The close proximity makes it practical for control signals to be communicated between inverters in one group with the potential to provide rapid load sharing response for mitigation of undesirable current components. Since each primary source has its own constraints, a supervisory control is considered for each group to determine convenient sharing factors. The CPT decompositions provide decoupled current and power references in abc-frame, resulting in a selective control strategy able to share each current component with desired percentage among the microgrid inverters. Simulation results are presented to demonstrate the effectiveness of the proposed method.

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    https://doi.org/10.1109/pesgm....
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    IEEE Transactions on Smart Grid
    Article . 2018 . Peer-reviewed
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      Article . 2018
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    Authors: Ambia, M.; Al-Durra, A.; Caruana, C.; Muyeen, S.M.;

    Abstract This paper presents a generic centralized supervisory control scheme for the power management of multiple power converters based hybrid micro-grid system. The system consists of wind generators, photovoltaic system, multiple parallel connected power converters, utility grid, ac and dc loads. Power management of the micro-grid is performed under two cases: grid mode and local mode. Central supervisory unit (CSU) generates command signal to ensure the power management during the two modes. In local mode, the dc loads in the ac–dc hybrid system can be controlled. In the case of grid mode operation, power flow between the utility grid and micro-grid is controlled. A novel feature of this paper is the incorporation of the multiple power converters. The generated command signal from the CSU can also control the operation of the multiple power converters in both grid and local modes. An additional feature is the incorporation of sodium sulfur battery energy storage system (NAS BESS) which is used to smooth the output power fluctuation of the wind farm. The effectiveness of the control scheme is also verified using real time load pattern. The simulation is performed in PSCAD/EMTDC.

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    Sustainable Energy Technologies and Assessments
    Article . 2014 . Peer-reviewed
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      Sustainable Energy Technologies and Assessments
      Article . 2014 . Peer-reviewed
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    La tremenda penetración de los sistemas fotovoltaicos (PV) en las redes eléctricas desarrolla muchos desafíos en los sistemas de energía modernos. En los análisis de simulación de los sistemas PV, el modelado preciso de los módulos PV juega un papel crucial en la mejora de las características de dichos sistemas. El modelado de dichos PV está representado por un comportamiento I -V no lineal, que involucra varios parámetros desconocidos debido a los datos inadecuados ofrecidos en la hoja de datos de las células PV. Este documento propone una implementación novedosa del algoritmo optimizador de equilibrio (EOA) para identificar los nueve parámetros de un modelo de tres diodos (TD) de un módulo fotovoltaico. La solidez del modelo EOA-TD se confirma ampliamente por los resultados de la simulación que se llevan a cabo en diferentes condiciones ambientales. Los parámetros óptimos obtenidos utilizando el enfoque propuesto se comparan con los realizados utilizando otros modelos de TD basados en técnicas de optimización. Para lograr un estudio práctico, la simulación y los resultados experimentales se verifican para varios paneles fotovoltaicos comerciales y el error entre estos resultados registra un valor inferior al 0,5%. Además, los parámetros óptimos obtenidos utilizando el EOA son competitivos y muy cercanos a eso realizado utilizando otros enfoques, donde el EOA ofrecido K B constante de Boltzmann (1.38065e-23 J/K) N s Número de celdas en serie en el módulo fotovoltaico P m Potencia de salida máxima del módulo fotovoltaico (W) q Carga de electrones (1.6022e-19 C) R s Resistencia en serie ( ) R p Resistencia paralela ( ) T Temperatura de la celda (K) V Tensión de salida del módulo fotovoltaico (V) V m Tensión de salida máxima del módulo fotovoltaico (V) V o Tensión de salida de circuito abierto del módulo fotovoltaico (V) V tTensión térmica (V) Une pénétration énorme des systèmes photovoltaïques (PV) dans les réseaux électriques développe de nombreux défis dans les systèmes d'alimentation modernes. Dans les analyses de simulation des systèmes PV, une modélisation précise des modules PV joue un rôle crucial dans l'amélioration des caractéristiques de ces systèmes. La modélisation de ces PV est représentée par un comportement I -V non linéaire, impliquant divers paramètres inconnus en raison des données inadéquates offertes dans la fiche technique des cellules PV. Cet article propose une nouvelle mise en œuvre de l'algorithme d'optimisation d'équilibre (EOA) pour identifier les neuf paramètres d'un modèle à trois diodes (TD) d'un module PV. La solidité du modèle EOA-TD est largement confirmée par les résultats de simulation qui sont effectués dans différentes conditions environnementales. Les paramètres optimaux obtenus à l'aide de l'approche proposée sont comparés à ceux réalisés à l'aide d'autres modèles TD basés sur des techniques d'optimisation. Pour réaliser une étude pratique, les résultats de simulation et expérimentaux sont vérifiés pour divers panneaux PV commerciaux et l'erreur parmi ces résultats enregistre une valeur inférieure à 0,5%. De plus, les paramètres optimaux atteints à l'aide de l'EOA sont compétitifs et très proches de cela réalisé en utilisant d'autres approches, où la constante EOA K B Boltzmann offerte (1.38065e-23 J/K) N s Nombre de cellules série dans le module PV P m Puissance de sortie maximale du module PV (W) q Charge électronique (1.6022e-19 C) R s Résistance série ( ) R p Résistance parallèle ( ) T Température de cellule (K) V Tension de sortie du module PV (V) V m Tension de sortie maximale du module PV (V) V oc Tension de sortie en circuit ouvert du module PV (V) V tTension thermique (V) Tremendous penetration of photovoltaic (PV) systems into the electric grids develops many challenges in the modern power systems.In the simulation analyses of PV systems, accurate modelling of PV modules plays a crucial role in enhancing the characteristics of such systems.Modelling of such PVs is represented by a non-linear I -V behavior, involving various unknown parameters because of the inadequate data offered in the datasheet of PV cells.This paper proposes a novel implementation of the equilibrium optimizer algorithm (EOA) to identify the nine-parameters of a three-diode (TD) model of a PV module.Soundness of the EOA-TD model is extensively confirmed by the simulation results that are carried out in different environmental conditions.The optimal parameters obtained using the proposed approach are compared with those realized using other optimization techniques-based TD models.To achieve a practical study, the simulation and experimental outcomes are checked for various commercial PV panels and the error among these results records a value less than 0.5%.Moreover, the optimal parameters attained using the EOA are competitive and very close to that realized using other approaches, where the offered EOA K B Boltzmann's constant (1.38065e-23 J/K) N s Number of series cells in PV module P m Maximum output power of PV module (W) q Electron charge (1.6022e-19 C) R s Series resistance ( ) R p Parallel resistance ( ) T Cell temperature (K) V Output voltage of PV module (V) V m Maximum output voltage of PV module (V) V oc Open circuit output voltage of PV module (V) V tThermal voltage (V) يؤدي الاختراق الهائل للأنظمة الكهروضوئية (PV) في الشبكات الكهربائية إلى تطوير العديد من التحديات في أنظمة الطاقة الحديثة. في تحليلات المحاكاة للأنظمة الكهروضوئية، تلعب النمذجة الدقيقة للوحدات الكهروضوئية دورًا حاسمًا في تعزيز خصائص هذه الأنظمة. يتم تمثيل نمذجة هذه الخلايا الكهروضوئية بسلوك I - V غير الخطي، والذي يتضمن العديد من المعلمات غير المعروفة بسبب عدم كفاية البيانات المقدمة في ورقة بيانات الخلايا الكهروضوئية. تقترح هذه الورقة تنفيذًا جديدًا لخوارزمية محسن التوازن (EOA) لتحديد المعلمات التسعة لـ نموذج ثلاثي الصمامات (TD) للوحدة الكهروضوئية. يتم تأكيد سلامة نموذج EOA - TD على نطاق واسع من خلال نتائج المحاكاة التي يتم تنفيذها في ظروف بيئية مختلفة. تتم مقارنة المعلمات المثلى التي تم الحصول عليها باستخدام النهج المقترح مع تلك التي تم تحقيقها باستخدام نماذج TD الأخرى القائمة على تقنيات التحسين. لتحقيق دراسة عملية، يتم فحص نتائج المحاكاة والنتائج التجريبية لمختلف الألواح الكهروضوئية التجارية ويسجل الخطأ بين هذه النتائج قيمة أقل من 0.5 ٪. علاوة على ذلك، فإن المعلمات المثلى التي تم تحقيقها باستخدام EOA تنافسية وقريبة جدًا من ذلك تتحقق باستخدام طرق أخرى، حيث EOA K B Boltzmann 's constant (1.38065e-23 J/K) N s عدد الخلايا المتسلسلة في الوحدة الكهروضوئية P m أقصى طاقة خرج للوحدة الكهروضوئية (W) q شحنة الإلكترون (1.6022e-19 C) R s Series resistance () R p المقاومة المتوازية () T درجة حرارة الخلية (K) V جهد الخرج للوحدة الكهروضوئية (V) V m أقصى جهد خرج للوحدة الكهروضوئية (V) V oc جهد خرج الدائرة المفتوحة للوحدة الكهروضوئية (V) V t الجهد الحراري (V)

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