Optimized wind turbine performance via ai-based collective pitch angle control / (Record no. 171793)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04377namaa22004331i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - أخر تعامل مع التسجيلة | |
| control field | 20250512120947.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250429s2024 ua a|||frm||| 000 0 eng d |
| 040 ## - CATALOGING SOURCE | |
| Original cataloguing agency | EG-GICUC |
| Language of cataloging | eng |
| Transcribing agency | EG-GICUC |
| Modifying agency | EG-GICUC |
| Description conventions | rda |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| Language code of summary or abstract | eng |
| -- | ara |
| 049 ## - Acquisition Source | |
| Acquisition Source | Deposit |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 621.406 |
| 092 ## - LOCALLY ASSIGNED DEWEY CALL NUMBER (OCLC) | |
| Classification number | 621.406 |
| Edition number | 21 |
| 097 ## - Degree | |
| Degree | M.Sc |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Local Call Number | Cai01.13.07.M.Sc.2024.Ab.O |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Authority record control number or standard number | Abdelhamid Nabeel Sadek Rizk Younes, |
| Preparation | preparation. |
| 245 10 - TITLE STATEMENT | |
| Title | Optimized wind turbine performance via ai-based collective pitch angle control / |
| Statement of responsibility, etc. | by Abdelhamid Nabeel Sadek Rizk Younes ; Supervisors Prof. Essam El-Din Mohamed Aboul Zahab, Prof. Abdel-Latif Mohamed Rajaei El-Shafei, Prof. Ahmed Abdel Nasser Lasheen. |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | أداء أمثل لتوربينات الرياح من خلال التحكم جماعياً في زوايا الشفرات بإستخدام الذكاء الاصطناعي / |
| 264 #0 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Date of production, publication, distribution, manufacture, or copyright notice | 2024. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 138 pages : |
| Other physical details | illustrations ; |
| Dimensions | 30 cm. + |
| Accompanying material | CD. |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Source | rda content |
| 337 ## - MEDIA TYPE | |
| Media type term | Unmediated |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | volume |
| Source | rdacarrier |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Sc)-Cairo University, 2024. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Bibliography: pages 127-138. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | The thesis presents the development and evaluative study of two novel model-free artificial intelligence (AI) based collective pitch control strategies for wind energy conversion systems (WECS). It aims to achieve stabilization of generator speed and power output at rated values, diminish fluctuations, lower computational expenses, and improve overall system optimality. The initial approach introduces a cascaded-forward neural network-based controller (CNN-C), utilizing a supervised learning paradigm for its configuration. The subsequent strategy proposes a fuzzy-based deep deterministic policy gradient (F-DDPG) controller, incorporating imitation learning and deep reinforcement learning in its design. The simulation tests are conducted using the high-fidelity Wind Energy Conversion Systems (WECS) OpenFAST/MATLAB/Simulink simulation tools. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | تقدم هذه الأطروحة تطويرًا ودراسة تقييمية لاستراتيجيتين جديدتين للتحكم الجماعي في زوايا شفرات تربينات الرياح. تعتمد كل منهما على الذكاء الاصطناعي وخالية من النمذجة الرياضية المعقدة لهذه التوربينات. تهدف هذه المتحكمات إلى تحقيق استقرار سرعة المولد وإخراج الطاقة عند القيم المقننة، وتقليل التقلبات، وخفض النفقات الحسابية، وتحسين الأداء الأمثل للنظام بشكل عام عند سرعات الرياح العالية فوق المقننة. يقدم النهج الأولي وحدة تحكم قائمة على الشبكة العصبية المتتالية (CNN-C)، باستخدام نموذج التعلم الخاضع للإشراف لتكوينه. تقترح الإستراتيجية اللاحقة وحدة تحكم متدرجة للسياسة الحتمية العميقة قائمة على الضبابية (F-DDPG)، تتضمن عناصر التعلم بالتقليد والتعلم المعزز العميق في تصميمها. يتم إجراء اختبارات المحاكاة باستخدام أدوات المحاكاة (فاست و ماتلاب) عالية الدقة وذلك للتأكيد على التفوق في الأداء مقارنة بالمتحكمات التقليدية. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Issues CD | Issues also as CD. |
| 546 ## - LANGUAGE NOTE | |
| Text Language | Text in English and abstract in Arabic & English. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Turbine |
| Source of heading or term | qrmak |
| 653 #0 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Pitch angle control |
| -- | Wind turbines |
| -- | Reinforcement Learning |
| -- | Fuzzy Logic |
| -- | Neural Networks |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Essam El-Din Mohamed Aboul Zahab |
| Relator term | thesis advisor. |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Abdel-Latif Mohamed Rajaei El-Shafei |
| Relator term | thesis advisor. |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ahmed Abdel Nasser Lasheen |
| Relator term | thesis advisor. |
| 900 ## - Thesis Information | |
| Grant date | 01-01-2024 |
| Supervisory body | Essam El-Din Mohamed Aboul Zahab |
| -- | Abdel-Latif Mohamed Rajaei El-Shafei |
| -- | Ahmed Abdel Nasser Lasheen |
| Discussion body | Khaled Ali El-Metwally |
| -- | Hany Mohamed Hasanin |
| Universities | Cairo University |
| Faculties | Faculty of Engineering |
| Department | Department of Electric Power Engineering |
| 905 ## - Cataloger and Reviser Names | |
| Cataloger Name | Shimaa |
| Reviser Names | Eman Ghareb |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Thesis |
| Edition | 21 |
| Suppress in OPAC | No |
| Source of classification or shelving scheme | Home library | Current library | Date acquired | Inventory number | Full call number | Barcode | Date last seen | Effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | قاعة الرسائل الجامعية - الدور الاول | 29.04.2025 | 91060 | Cai01.13.07.M.Sc.2024.Ab.O | 01010110091060000 | 29.04.2025 | 29.04.2025 | Thesis |