CNN-Based Intelligent Fault-Tolerant Control Design for Turbofan Engines With Actuator Faults
نویسندگان
چکیده
In this paper, the problem of fault-tolerant control is investigated for turbofan engines with actuator faults. The controller involvement has repressed effects faults on controlled outputs engines, making difficult. To solve problem, internal gas-path data introduced to provide conducive fault information. Besides, useful property convolution neural network (CNN) explored and utilized in control. Based analysis faults, by using Lyapunov stability L 2 -gain like theorems, a novel CNN-based intelligent system proposed, including diagnosis module nonlinear corresponding reconfiguration unit. advantages reducing accuracy requirements mathematical description engines. Furthermore, proposed can diagnose reduce adverse Finally, simulation results are presented demonstrate efficiency designed method.
منابع مشابه
Actuator Fault-tolerant Control Design Based on Reconfigurable Reference Input
The prospective work reported in this paper explores a new approach in order to enhance the performance of an Active Fault Tolerant Control System. This proposed technique is based on a modified recovery/trajectory control system which considered a reconfigurable reference input when performance degradation occurs on system due to faults in actuators dynamics. The added value of this work is to...
متن کاملDecentralized Adaptive Fault-Tolerant Control for Complex Systems with Actuator Faults
In this paper, an adaptive fault-tolerant control scheme is extended to large-scale interconnected systems with actuator failures and external disturbances. Based on Lyapunov stability theory, a state feedback decentralized controller is designed to compensate for the fault and the disturbance effects, using the overlapping decomposition method. Applying the inclusion principle, the interconnec...
متن کاملRobust Active Fault-tolerant Control for a Class of Uncertain Nonlinear Systems with Actuator Faults
For a class of uncertain nonlinear systems with actuator faults, robust active fault-tolerant control is investigated based on the adaptive observer, feedback linearization, and backstepping design theory. Time-varying faults and bounded uncertainty are simultaneously considered in the paper. An adaptive observer is firstly constructed to estimate the faults and then a backstepping-based active...
متن کاملAn advanced robust fault-tolerant tracking control for a doubly fed induction generator with actuator faults
Fault-tolerant controller (FTC) designs for doubly fed induction generators (DFIGs) with actuator faults have recently gained considerable attention due to their important role in maintaining the safety and reliability of DFIG-based wind turbines via configured redundancy. The objective of this paper is to propose a novel active fault-tolerant tracking control strategy for a DFIG subject to act...
متن کاملFault Tolerant Control of Hexacopter for Actuator Faults using Time Delay Control Method
A novel attitude tacking control method using Time Delay Control (TDC) scheme is developed to provide robust controllability of a rigid hexacopter in case of single or multiple rotor faults. When the TDC scheme is developed, the rotor faults such as the abrupt and/or incipient rotor faults are considered as model uncertainties. The kinematics, modeling of rigid dynamics of hexacopter, and desig...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Access
سال: 2021
ISSN: ['2169-3536']
DOI: https://doi.org/10.1109/access.2021.3058387