Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE
A Master of Science thesis in Electrical Engineering by Omar Abdelaziz entitled, “Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE”, submitted in May 2025. Thesis advisor is Dr. Mostafa Shaaban and thesis co-advisor is Dr. Ahmed Osman. Soft copy is available (...
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|---|---|
| Format: | doctoralThesis |
| Published: |
2025
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| Online Access: | https://hdl.handle.net/11073/26147 |
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| _version_ | 1864513438440488960 |
|---|---|
| author | Abdelaziz, Omar |
| author_facet | Abdelaziz, Omar |
| author_role | author |
| dc.contributor.none.fl_str_mv | Shaaban, Mostafa Osman, Ahmed |
| dc.creator.none.fl_str_mv | Abdelaziz, Omar |
| dc.date.none.fl_str_mv | 2025-06-25T06:01:49Z 2025-06-25T06:01:49Z 2025-05 |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | 35.232-2025.09 https://hdl.handle.net/11073/26147 |
| dc.language.none.fl_str_mv | en_US |
| dc.subject.none.fl_str_mv | PV System Fault diagnosis Machine learning K-Means clustering Gaussian Mixture Models (GMM) DBSCAN Support Vector Machine (SVM) XGBoost Cleaning Schedule CO2 Emission Predictive Maintenance LSTM |
| dc.title.none.fl_str_mv | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE |
| dc.type.none.fl_str_mv | info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/doctoralThesis |
| description | A Master of Science thesis in Electrical Engineering by Omar Abdelaziz entitled, “Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE”, submitted in May 2025. Thesis advisor is Dr. Mostafa Shaaban and thesis co-advisor is Dr. Ahmed Osman. Soft copy is available (Thesis, Completion Certificate, Approval Signatures, and AUS Archives Consent Form). |
| format | doctoralThesis |
| id | aus_6f901a2c471341a4d47dddefbb14f4d3 |
| identifier_str_mv | 35.232-2025.09 |
| language_invalid_str_mv | en_US |
| network_acronym_str | aus |
| network_name_str | aus |
| oai_identifier_str | oai:repository.aus.edu:11073/26147 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| spelling | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAEAbdelaziz, OmarPV SystemFault diagnosisMachine learningK-Means clusteringGaussian Mixture Models (GMM)DBSCANSupport Vector Machine (SVM)XGBoostCleaning ScheduleCO2 EmissionPredictive MaintenanceLSTMA Master of Science thesis in Electrical Engineering by Omar Abdelaziz entitled, “Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE”, submitted in May 2025. Thesis advisor is Dr. Mostafa Shaaban and thesis co-advisor is Dr. Ahmed Osman. Soft copy is available (Thesis, Completion Certificate, Approval Signatures, and AUS Archives Consent Form).College of EngineeringDepartment of Electrical EngineeringMaster of Science in Electrical Engineering (MSEE)Shaaban, MostafaOsman, Ahmed2025-06-25T06:01:49Z2025-06-25T06:01:49Z2025-05info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdf35.232-2025.09https://hdl.handle.net/11073/26147en_USoai:repository.aus.edu:11073/261472025-06-26T12:34:42Z |
| spellingShingle | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE Abdelaziz, Omar PV System Fault diagnosis Machine learning K-Means clustering Gaussian Mixture Models (GMM) DBSCAN Support Vector Machine (SVM) XGBoost Cleaning Schedule CO2 Emission Predictive Maintenance LSTM |
| status_str | publishedVersion |
| title | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE |
| title_full | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE |
| title_fullStr | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE |
| title_full_unstemmed | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE |
| title_short | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE |
| title_sort | Machine Learning Based Maintenance Strategies for Enhancing PV System Performance in UAE |
| topic | PV System Fault diagnosis Machine learning K-Means clustering Gaussian Mixture Models (GMM) DBSCAN Support Vector Machine (SVM) XGBoost Cleaning Schedule CO2 Emission Predictive Maintenance LSTM |
| url | https://hdl.handle.net/11073/26147 |