CREATING COMPUTER SIMULATION OF MOVEMENT CONTROL PROCESSES OF ROBOT-MANIPULATORS
CREATING COMPUTER SIMULATION OF MOVEMENT CONTROL PROCESSES OF ROBOT-MANIPULATORS
Keywords:
: robot-manipulator, control algorithms, reverse kinematics, modeling, PID-controllers machine learning, technical vision, Simulink software package, Optics 2.Issue
Section
Abstract
This article presents a study of algorithms using technical vision to control a robotic arm. With the increasing number of robots used in industry and other industries, the need for reliable and accurate control algorithms has increased. Thus, the relevance of the topic increases, and research in this area can significantly improve the efficiency and safety of robotic systems. The purpose of this article is a comprehensive study of various control algorithms, as well as the integration of technical vision into control systems.
Robot manipulator control algorithms are a set of mathematical procedures and methods that allow robots to perform certain movements and tasks with the required efficiency and accuracy. To do this, the robot receives important data about the world around it using technical vision. The article discusses three main types of algorithms: inverse kinematics, PID controllers, and machine learning algorithms. Inverse kinematics determines the angles of rotation of the joints of the robot, which are necessary to achieve a given position and orientation of the working tool. The PID controller controls the movements of the robot's joints. By controlling the speed and force, it corrects errors between the actual and set position. Using machine learning methods allows you to learn new tasks and adapt your behavior to changing conditions.
Within the framework of this study, the theoretical aspects of algorithms and technical vision will be considered. The research was carried out on the Optima 2 manipulator from ZARNITZA and in the Simulink and MATLAB software package.
Published
How to Cite
Most read articles by the same author(s)
- Карлыгаш Алибеккызы, RISK ASSESSMENT OF CONTROL AND DECISION-MAKING IN THE AIRCRAFT CONTROL SYSTEM , Вестник ВКТУ: No. 1 (2023): "Vestnik D. Serikbayev of EKTU"
- Карлыгаш Алибеккызы, ALGORITHM FOR DESIGNING VR APPLICATIONS FOR TECHNOLOGICAL PROCESSES OF AVIATION EQUIPMENT REPAIR , Вестник ВКТУ: No. 3 (2022): "Vestnik D. Serikbayev of EKTU"
- Карлыгаш Алибеккызы, GEOSPATIAL DIGITAL TWIN OF THE NEAR-AIRDROME ECOLOGICAL ENVIRONMENT , Вестник ВКТУ: No. 2 (2023): "Vestnik D. Serikbayev of EKTU"
- Карлыгаш Алибеккызы, FORMAL METHODS FOR ASSESSING THE LEVEL OF DIGITAL MATURITY OF THE AVIATION INDUSTRY , Вестник ВКТУ: No. 4 (2022): "Vestnik D. Serikbayev of EKTU"
- Карлыгаш Алибеккызы, SMART TECHNOLOGIES IN RISK MANAGEMENT CONTROL AND DECISION-MAKING SYSTEMS IN A FUZZY DATA ENVIRONMENT , Вестник ВКТУ: No. 3 (2022): "Vestnik D. Serikbayev of EKTU"
- Карлыгаш Алибеккызы, ONTOLOGICAL ENGINEERING TO DETERMINE REVEAL INTER-SUBJECT RELATIONS BETWEEN MATHEMATICS AND COMPUTER STUDIES , Вестник ВКТУ: No. 4 (2022): "Vestnik D. Serikbayev of EKTU"
- Карлыгаш Алибеккызы, MULTI-PASS QUALITY CONTROL MANAGEMENT PARADIGM IN STOCHASTICALLY PROGRAMMABLE MULTI-AGENT SYSTEMS , Вестник ВКТУ: No. 4 (2021): "Vestnik D. Serikbayev of EKTU"