Neural network control system of UAV altitude dynamics and its comparison with the PID control system

J Muliadi, B Kusumoputro - Journal of Advanced Transportation, 2018 - Wiley Online Library
This article proposes a comparative method to assess the performance of artificial neural
network's direct inverse control (DIC‐ANN) with the PID control system. The comparison …

Genetic algorithm-based tuning of backstepping controller for a quadrotor-type unmanned aerial vehicle

O Rodríguez-Abreo, JM Garcia-Guendulain… - Electronics, 2020 - mdpi.com
Backstepping is a control technique based on Lyapunov's theory that has been successfully
implemented in the control of motors and robots by several nonlinear methods. However …

Elman recurrent neural networks based direct inverse control for quadrotor attitude and altitude control

B Kamanditya, B Kusumoputro - 2020 International Conference …, 2020 - ieeexplore.ieee.org
The controller system for quadrotor is a challenging research topic due to various
application purposes. The usually used controller for quadrotor is developed based on a PID …

Development of autonomous UAV quadcopters using pixhawk controller and its flight data acquisition

K Priandana, M Hazim… - … on Computer Science …, 2020 - ieeexplore.ieee.org
Unmanned Aerial Vehicle (UAV) quadcopter is a copter with four driving motors. It is widely
used in various applications including agriculture because the design is simple and the …

Attitude and altitude control of a quadcopter using neural network based direct inverse control scheme

M Heryanto, H Suprijono, BY Suprapto… - Advanced Science …, 2017 - ingentaconnect.com
This paper proposes the application of Neural Network based Direct Inverse Control (DIC)
for the attitude and altitude control of quadcopter unmanned aerial vehicle (UAV). The …

Direct inverse control based on neural network for unmanned small helicopter attitude and altitude control

H Suprijono, B Kusumoputro - Journal of Telecommunication …, 2017 - jtec.utem.edu.my
This paper describes the development of inner loop control of a small helicopter using
artificial neural network. A Direct Inverse Control (DIC) based on Neural Network is …

Development of an attitude control system of a heavy-lift hexacopter using Elman recurrent neural networks

B Kusumoputro, H Suprijono… - … on Automation and …, 2016 - ieeexplore.ieee.org
Hexacopter is a type of multicopter that can be used to lift a heavy load, hence very
convenient to be utilised in agricultural fields. As the consequence, however, the attitude …

Development of computational intelligence-based control system using backpropagation neural network for wheeled robot

K Priandana, I Abiyoga, S Wahjuni… - 2018 International …, 2018 - ieeexplore.ieee.org
This study aims to develop an optimal autonomous control system for a three-wheeled robot
with two motors. The focus of this research is a neural network direct inverse controller …

Altitude control of heavy-lift hexacopter using direct inverse control based on elman recurrent neural network

BY Suprapto, MA Heryanto, H Suprijono… - Proceedings of the 8th …, 2017 - dl.acm.org
This paper proposes the use of Direct Inverse Control (DIC) with Elman Recurrent Neural
Network (ERNN) learning algorithm for the altitude control of a heavy-lift hexacopter. The …

Mackey-Glass chaotic time series prediction using modified RBF neural networks

A Faqih, AP Lianto, B Kusumoputro - Proceedings of the 2nd …, 2019 - dl.acm.org
The characteristics of a nonlinear dynamical system within chaotic system is more intensely
studied recently, due to many real-world applications of the nonlinear chaotic system are …