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008 250217s2024 |||a|||f m||| 000 0 eng d
040 _aEG-GICUC
_beng
_cEG-GICUC
_dEG-GICUC
_erda
041 0 _aeng
_beng
_bara
049 _aDeposit
082 0 4 _a005.31
092 _a005.31
_221
097 _aM.Sc
099 _aCai01.13.01.M.Sc.2024.Ad.U
100 0 _aAdham Esmat Abdelaziz Mousa,
_epreparation.
245 1 0 _aUnknown configuration autopilot platform design using machine learning /
_cby Adham Esmat Abdelaziz Mousa ; Supervision of Prof. Dr. Gamal Mahmoud El-Bayomi, Prof. Dr. Osama Saaid Mohamady.
246 1 5 _aتصميم منظومة طيار آلى للطائرات غير محددة التكوين باستخدام تعلم الآلة /
264 0 _c2024.
300 _a172 pages :
_billustrations ;
_c30 cm. +
_eCD.
336 _atext
_2rda content
337 _aUnmediated
_2rdamedia
338 _avolume
_2rdacarrier
502 _aThesis (M.Sc)-Cairo University, 2024.
504 _aBibliography: pages 80
520 _aOne of the ways to realize unknown configuration autopilot is the usage of system identification to estimate the aircraft parameters based on the variation of A/C configuration and flight conditions. The system identification needs an initial condition rather than using random values to find the parameters, to avoid the probability of converging to the wrong set of parameters. Our approach is the usage of machine learning to identify the initial conditions based on aircraft data. Also, the approach discussed in this thesis acts as a basis for real-time system identification where the aircraft model becomes more accurate by feeding real-time data during the flight. This thesis implements a machine learning life cycle on a dataset which is built from scratch as part of the thesis contribution
530 _aIssues also as CD.
546 _aText in English and abstract in Arabic & English.
650 7 _aMachine Learning
_2qrmak
653 0 _aUnknown Configuration Autopilot
_aMachine Learning
_aFlight Dynamics
_aAircraft Dataset
_aSystem Identification
700 0 _aGamal Mahmoud El-Bayomi
_ethesis advisor.
700 0 _aOsama Saaid Mohamady
_ethesis advisor.
900 _b01-01-2024
_cGamal Mahmoud El-Bayomi
_cOsama Saaid Mohamady
_dMohamed Madbouly Abdelrahman
_dOmar El-Farouk Abdelhameed
_UCairo University
_FFaculty of Engineering
_DDepartment of Aerospace Engineering
905 _aShimaa
_eHuda
942 _2ddc
_cTH
_e21
_n0
999 _c170885