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Design and analysis of grid integrated wind energy conversion system- adaptive moth flame optimization with ANN technique [articol]

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dc.contributor.author Vindro Jude, P. Sebastian
dc.contributor.author Mahalakasmi, R.
dc.date.accessioned 2024-10-03T12:02:18Z
dc.date.available 2024-10-03T12:02:18Z
dc.date.issued 2019
dc.identifier.citation Vindro Jude, P. Sebastian; Mahalakasmi, R.: Design and analysis of grid integrated wind energy conversion system- adaptive moth flame optimization with ANN technique. Timişoara: Editura Politehnica, 2019. en_US
dc.identifier.issn 1582-4594
dc.identifier.uri https://dspace.upt.ro/xmlui/handle/123456789/6712
dc.description.abstract In the paper, adaptive technique is proposed for improving performance of the grid integrated WECS. The adaptive technique is the combination of Moth Flame Optimization (MFO) Algorithm and Artificial Neural Network (ANN) technique. The proposed method is utilized to analyze the dc link voltage and the grid side performances. Here, a cascaded H-bridge Multilevel Inverter is proposed to analyze the grid side variations and control the dynamic performances of the system. For the optimal pulses of cascaded MLI, the proposed adaptive MFO-ANN technique is developed and voltage, power regulation is achieved. The need of optimal switching operation is to avoid the complexity of the error voltage category. In the controller part, MFO algorithm is utilized to optimize the gain parameters of PID controller after that, ANN is utilized with the optimized gain values. After that, the optimal control pulse is generated to enhance the performance of grid integrated power system. The proposed adaptive MFO with ANN technique is implemented in MATLAB/Simulink working platform and the output performance is analyzed. In order to evaluate the performance of proposed method, this is contrasted with the existing techniques such as MFO and Firefly Algorithm (FA)-ANN technique. en_US
dc.language.iso en en_US
dc.publisher Timișoara : Editura Politehnica en_US
dc.relation.ispartofseries Journal of Electrical Engineering;Vol 19 No 5
dc.subject Cascaded H-bridge multilevel inverter en_US
dc.subject Grid en_US
dc.subject MFO en_US
dc.subject ANN en_US
dc.subject FA regulation en_US
dc.subject Voltage regulation en_US
dc.title Design and analysis of grid integrated wind energy conversion system- adaptive moth flame optimization with ANN technique [articol] en_US
dc.type Article en_US


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