دورية أكاديمية
Implementation of a hybrid neural network control technique to a cascaded MLI based SAPF.
| العنوان: | Implementation of a hybrid neural network control technique to a cascaded MLI based SAPF. |
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| المؤلفون: | Behera RR; Centurion University of Technology and Management, Paralakhemundi, Odisha, India., Dash AR; Centurion University of Technology and Management, Paralakhemundi, Odisha, India., Mishra S; Centurion University of Technology and Management, Paralakhemundi, Odisha, India., Panda AK; National Institute of Technology, Rourkela, Odisha, India., Gelmecha DJ; Adama Science and Technology University, Adama, Ethiopia. gelmechad@gmail.com. |
| المصدر: | Scientific reports [Sci Rep] 2024 Apr 14; Vol. 14 (1), pp. 8614. Date of Electronic Publication: 2024 Apr 14. |
| نوع المنشور: | Journal Article |
| اللغة: | English |
| بيانات الدورية: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: PubMed not MEDLINE; MEDLINE |
| أسماء مطبوعة: | Original Publication: London : Nature Publishing Group, copyright 2011- |
| مستخلص: | This paper presents a naïve back propagation (NBP) based i cos ∅ technique implemented to a cascaded multilevel inverter (MLI) based shunt active power filter (SAPF). The recommended control algorithm is applied to extract the fundamental component of load current and to decide the compensating current reference for harmonic elimination. The performance of the SAPF using the proposed NBP-based i cos ∅ technique is compared with another two classical control techniques, such as, i d - i q technique and i cos ∅ technique. The accuracy of the proposed control technique depends on the tuned estimation of active and reactive weights. The performance study of the proposed SAPF with the proposed control technique is investigated under non-linear conditions, with balanced and unbalanced loading conditions. The results reveal that the recommended SAPF is efficient enough to reduce the harmonics from the source current with smooth variation in DC link voltage. The effectiveness of the proposed method is validated by simulation using MATLAB Simulink, and the real-time results are also validated by the experimental setup. (© 2024. The Author(s).) |
| References: | IEEE Trans Neural Netw. 2000;11(3):748-68. (PMID: 18249802) |
| فهرسة مساهمة: | Keywords: Artificial Neural Network (ANN); Cascaded MLI; Coupled transformer; Harmonics; Multilevel modulation; NBP based i cos ∅ control; PS-PWM; Power quality; Shunt Active Power Filter (SAPF) |
| تواريخ الأحداث: | Date Created: 20240414 Latest Revision: 20240417 |
| رمز التحديث: | 20240417 |
| مُعرف محوري في PubMed: | PMC11016548 |
| DOI: | 10.1038/s41598-024-58137-0 |
| PMID: | 38616206 |
| قاعدة البيانات: | MEDLINE |
Find this article in full text from Springer Verlag. 
Full Text Finder | تدمد: | 2045-2322 |
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| DOI: | 10.1038/s41598-024-58137-0 |