Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource A Intelligent Approach for Fault Detection in Solar Photovoltaic Systems based on BERT-BiGRU Network Subject The topic of the resource Gated Recurrent Unit (GRU); Solar photovoltaic (PV); Transform Invariant Low-rank Textures (TILT) Description An account of the resource Large-scale photovoltaic (PV) plant problem identification and diagnosis is expected to grow more difficult in the future as more and more plants of increasing capacity enter into existence. To keep large-scale PV installations safe, reliable, and productive, automatic identification and localization of any mal-operation among thousands of PV modules is necessary. In order to identify problems in PV plants, the suggested method compares the 'residuals' (fault indicator signals) generated by each string to a predetermined threshold. The suggested method relies on three distinct processes: data preparation, feature extraction, and model training. Preprocessing employs the method of Transform Invariant Low-rank Textures (TILT). The most useful and efficient measurements from feature extraction are kept while less important ones are discarded in favor of the Reduced Kernel PCA technique. Let's move on to model training with BERT-BiGRU. The proposed method is clearly superior compared to the two leading options, BERT and GRU. The proposed method had a 97.36% success rate. 2023 IEEE. Creator An entity primarily responsible for making the resource Hafeezuddin M.; Garapati B.; Vijayakumar T.; Priyanka G.; Chauhan A.; Vidya A. Source A related resource from which the described resource is derived International Conference on Sustainable Communication Networks and Application, ICSCNA 2023 - Proceedings, pp. 685-690. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICSCNA58489.2023.10370188" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICSCNA58489.2023.10370188</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183008871&amp;doi=10.1109%2FICSCNA58489.2023.10370188&amp;partnerID=40&amp;md5=2fbb091d0eb0f45d5bc5c5f9c328acc4" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183008871&amp;doi=10.1109%2fICSCNA58489.2023.10370188&amp;partnerID=40&amp;md5=2fbb091d0eb0f45d5bc5c5f9c328acc4</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835031398-7 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Hafeezuddin M., Geethanjali College of Engineering and Technology, Department of Eee, Hyderabad, India; Garapati B., Geethanjali College of Engineering and Technology, Department of Eee, Telangana, Cheeryal, India; Vijayakumar T., Dr.Mahalingam College of Engineering and Technology, Department of Artificial Intelligence and Data Science, Coimbatore, India; Priyanka G., Sri Eshwar College of Engineering, Department of Computer Science and Business Systems, Coimbatore, India; Chauhan A., School of Sciences, Christ (Deemed to Be University), Department of Life Sciences, Karnataka, Bengaluru, India; Vidya A., K.Ramakrishnan College of Engineering, Department of Electronics and Communication Engineering, Trichy, Samayapuram, India