[HTML][HTML] Advanced predictive control for GRU and LSTM networks

K Zarzycki, M Ławryńczuk - Information Sciences, 2022 - Elsevier
This article is concerned with Model Predictive Control (MPC) algorithms that use Short
Term Memory (LSTM) and Gated Recurrent Unit (GRU) neural networks for prediction. For …

LSTM and GRU neural networks as models of dynamical processes used in predictive control: A comparison of models developed for two chemical reactors

K Zarzycki, M Ławryńczuk - Sensors, 2021 - mdpi.com
This work thoroughly compares the efficiency of Long Short-Term Memory Networks
(LSTMs) and Gated Recurrent Unit (GRU) neural networks as models of the dynamical …

[HTML][HTML] A comprehensive survey of space robotic manipulators for on-orbit servicing

M Alizadeh, ZH Zhu - Frontiers in Robotics and AI, 2024 - frontiersin.org
On-Orbit Servicing (OOS) robots are transforming space exploration by enabling vital
maintenance and repair of spacecraft directly in space. However, achieving precise and safe …

Intelligent Neural Integral Sliding-mode Controller for a space robotic manipulator mounted on a free-floating satellite

JE Lavín-Delgado, S Chávez-Vázquez… - Advances in Space …, 2023 - Elsevier
In this paper, a fractional neural integral sliding-mode controller based on the Caputo-
Fabrizio derivative and Riemann–Liouville integral for a robot manipulator mounted on a …

In-orbit control of floating space robots using a model dependant learning based methodology

R Srivastava, R Lima, R Sah… - 2023 IEEE Aerospace …, 2023 - ieeexplore.ieee.org
Use of autonomous space robots show promising potential for precise in-orbit proximity
operations like in-orbit servicing and debris capture. However, manipulators mounted on …

[PDF][PDF] Nonlinear model predictive control of rover robotics system

S Kalaycioglu, A de Ruiter - Adv. Sci. Technol. Eng. Syst. J, 2023 - academia.edu
The paper presents two robust and efficient control algorithms based on (i) Optimal Control
Allocation (OCA) and (ii) Nonlinear Model Predictive Control (NMPC). The robotics system …

Model predictive control of floating space robots for close proximity on-orbit operations

R Srivastava, R Sah, K Das - AIAA SCITECH 2023 Forum, 2023 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2023-0157. vid Autonomous space
robots are and will be essential for future space missions like on-orbit satellite servicing, on …

Identification and high-precision trajectory tracking control for space robotic manipulator

Y Li, Z Xu, X Yang, Z Zhao, L Zhuang, J Zhao, H Liu - Acta Astronautica, 2024 - Elsevier
In this paper, an effective control and parameters identification scheme was proposed for
high-precision trajectory tracking of space robotic manipulators. Our proposed control …

Free floating and rotation floating approaches for control of space robots: A comparative study

R Srivastava, R Sah, K Das - 2022 IEEE Aerospace …, 2022 - ieeexplore.ieee.org
Autonomous space robots are and will be essential for future space missions like on-orbit
satellite servicing, on-orbit assembly, active debris removal etc. Such missions require a …

Design and Implementation of a Ball-Plate Control System and Python Script for Educational Purposes in STEM Technologies

V Tudić, D Kralj, J Hoster, T Tropčić - Sensors, 2022 - mdpi.com
This paper presents the process of designing, fabricating, assembling, programming and
optimizing a prototype nonlinear mechatronic Ball-Plate System (BPS) as a laboratory …