Optimized Neural Networks-PID Controller with Wind Rejection Strategy for a Quad-Rotor
نویسندگان
چکیده
In this paper a full approach of modeling and intelligent control four rotor unmanned air vehicle (UAV) known as quad-rotor aircraft is presented. fact, PID on-line optimized Neural Networks Approach (PID-NN) developed to be applied angular trajectories quad-rotor. Whereas, classical controllers are dedicated for the positions, altitude speed control. The goal work concept smart Self-Tuning controller, attitude angles control, based on neural networks able supervise an behavior while tracking desired trajectory. Many challenges could arise if navigating in hostile environments presenting irregular disturbances form wind modeled overall system. has quickly perform tasks ensuring stability accuracy must behave rapidly with regards decision making facing disturbances. This technique o?ers some advantages over conventional methods such controller. Simulation results founded comparative study between PID-NN These later several degrees strength test stability. simulation satisfactory have demonstrated effectiveness proposed PD-NN approach. controller relatively smaller errors than PD better capability reject addition, it proven highly robust efficient face turbulences
منابع مشابه
Design of Self-tuning PID Controller Parameters Using Fuzzy Logic Controller for Quad-rotor Helicopter
This paper presents the design of a Fuzzy PID controller (FPID) based on fuzzy logic with a PID structure with many valued logic and reasoning. The self-turning Fuzzy PID control take in an error and the rate of change of error of the altitude and attitude of the quadrotor as the input to the fuzzy controller and use the fuzzy rules to adjust the PID parameter automatically. Simulations have be...
متن کاملGain Scheduling Based PID Controller for Fault TolerantControl of Quad-Rotor UAV
In this paper, in view of the advantages of widely used Proportional-Integral-Derivative (PID) controller and gain scheduling control strategy in aerospace and industrial applications, a control strategy by using gain scheduling based PID controller is proposed for fault tolerant control (FTC) of a quad-rotor Unmanned Aerial Vehicle (UAV). The nonlinear dynamic equations of motion of the quad-r...
متن کاملPID controller with improved load-disturbance rejection
In this paper a two-degree-of-freedom (2DOF) IMC structure is considered for integrating process with deadtime to achieve improved load-disturbance response along with the set-point response. Set-point controller is designed considering desired speed of response of the closed-loop system. The load-disturbance controller is designed through direct synthesis approach and both the controllers are ...
متن کاملDesign of a Neural Network Controller for a Slung-Load System Lifted by 1 Quad-Rotor
This paper deals with the design of neural network controller for the slung-load system. There are many methods for modeling the slung-load system, we developed the entire system model based on the UKE (Udwadia-Kalaba Equations) in order to account for multiconstraints. Neural network was adapted to the attitude controller. Finally, considering all matters in the design process, numerical simul...
متن کاملPosition Controller Design for Quad-rotor under Perturbed Condition
There are number of failures are recorded in UAV projects because of its non-linearity nature. In Quad-rotor type Unmanned Aerial Vehicles, position controlling is one of the most critical tasks and suitable Position stabilization controller is the essential part of these types of unmanned systems. In this paper a position stabilization (i.e. x and y axes) control with noise rejection system is...
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: Journal of Robotics and Control (JRC)
سال: 2021
ISSN: ['2715-5056', '2715-5072']
DOI: https://doi.org/10.18196/jrc.v3i1.11660