FIELD: computer engineering.
SUBSTANCE: method for diagnosing a system of on-board equipment of aircraft based on machine learning, comprising steps of collecting and preparing initial data, transmitted information data are determined, a developed neural network filter based on multilayer perceptrons is applied, a method of reducing marked data samples is applied, K-means, SOM and DBSCAN machine learning models are created, model training parameters are assigned, models are trained on the data according to the criteria for obtaining one cluster, which characterizes the sound state of each information conversion channel, based on the obtained DTA-10 values and the input and obtained output signals from the IM-47 of the electronic engine controller of the ERD-3VM series are fixed.
EFFECT: higher accuracy of diagnostics of aircraft on-board equipment data conversion elements (DCE) based on machine learning.
1 cl, 10 dwg
| Title | Year | Author | Number |
|---|---|---|---|
| METHOD FOR DIAGNOSING AIRCRAFT ON-BOARD EQUIPMENT COMPLEX BASED ON MACHINE LEARNING | 2023 |
|
RU2809719C1 |
| METHOD FOR DIAGNOSING INFORMATION-CONVERTING ELEMENTS OF AIRCRAFT ON-BOARD EQUIPMENT BASED ON MACHINE LEARNING | 2022 |
|
RU2802976C1 |
| METHOD FOR DIAGNOSING A COMPLEX OF ON-BOARD EQUIPMENT OF AIRCRAFT BASED ON UNSUPERVISED MACHINE LEARNING WITH AUTOMATIC DETERMINATION OF MODEL TRAINING PARAMETERS | 2023 |
|
RU2818858C1 |
| SYSTEM OF FORMATION OF TECHNOLOGICAL SCHEDULE AND ROUTE-TECHNOLOGICAL MAPS FOR PERFORMANCE OF OPERATIONAL MAINTENANCE OF GROUP OF AIRCRAFT | 2023 |
|
RU2825239C1 |
| RESERVATION METHOD OF CHANNELS OF STRUCTURAL AND FUNCTIONAL MODULES OF AIRBORNE DIGITAL COMPUTERS ON THE BASIS OF INTELLIGENT DIAGNOSTIC SYSTEM UNDER CONDITIONS OF INTEGRATED MODULAR AVIONICS | 2021 |
|
RU2778366C1 |
| METHOD FOR ADAPTIVE FORECASTING OF RESIDUAL OPERATING LIFE OF COMPLEX OBJECTS, AND DEVICE FOR ITS IMPLEMENTATION | 2013 |
|
RU2533321C1 |
| HARDWARE-SOFTWARE COMPLEX DESIGNED FOR TRAINING AND (OR) RE-TRAINING OF PROCESSING ALGORITHMS FOR AERIAL PHOTOGRAPHS OF THE TERRITORY FOR DETECTION, LOCALIZATION AND CLASSIFICATION UP TO TYPE OF AVIATION AND GROUND EQUIPMENT | 2020 |
|
RU2747044C1 |
| AUTOMATED SYSTEM FOR IDENTIFICATION AND PREDICTION OF COMPLICATIONS IN THE PROCESS OF CONSTRUCTION OF OIL AND GAS WELLS | 2020 |
|
RU2745136C1 |
| AUTOMATED SYSTEM FOR IDENTIFICATION AND PREDICTION OF COMPLICATIONS IN THE PROCESS OF CONSTRUCTION OF OIL AND GAS WELLS | 2020 |
|
RU2745137C1 |
| HARDWARE-SOFTWARE COMPLEX DESIGNED FOR TRAINING AND (OR) RE-TRAINING OF PROCESSING ALGORITHMS FOR AERIAL PHOTOGRAPHS IN VISIBLE AND FAR INFRARED BAND FOR DETECTION, LOCALIZATION AND CLASSIFICATION OF BUILDINGS OUTSIDE OF LOCALITIES | 2020 |
|
RU2747214C1 |
