Identyfikatory
Warianty tytułu
Języki publikacji
Abstrakty
The work presented in this paper concerns selected results obtained in the search for a parametric model of the movement of the end of PR-02 robot arm. The research performed involved a critical review of the literature on the subject, design and implementation of a parametric robot model, and carrying out simulations and a comparative study. First of all, it was necessary to obtain data for identification-based modeling, which result from the assumptions and experiments on the functioning of the analytical model of the movement of the end of PR-02 robot arm. Therefore, based on the functioning of the analytical model, a set of numerical data needed to identify the movement of the end of PR-02 robot arm was generated. Using the input and output data of the analytical model of the PR-02 robot arm end-motion system, additional data were generated from the environment of individual parameter values as input quantities and the coordinates of points on the motion trajectory as output quantities, within the limits of the permissible accuracy error of the individual data, in order to obtain sufficiently large amounts of data for the purposes of obtaining a parametric model of the system by identification. The obtained data were then used in identification using the ARX method to generate an identification-based model. In the preparatory research process for the research experiment, three sets of data were generated, differing in the length of the experiment duration, but always for 3 output quantities representing the coordinates of the position of the point on the trajectory of the end of the PR-02 robot arm. The data set, for which the most accurate ARX model was obtained, was adopted in the identification experiment, conducted on the simulation model in Simulink. Then, an appropriate model was built to perform the necessary simulations and comparative tests, meant to determine whether and to what extent the parametric model is sufficiently accurate. The comparative studies used absolute and relative errors between the analytical model and the parametric model. Moreover, the discrepancies between the trajectory plotted by the analytical model and the one plotted by the parametric model were examined, and the obtained results were discussed and conclusions and directions for further research were formulated.
Czasopismo
Rocznik
Tom
Strony
475--497
Opis fizyczny
Bibliogr. 38 poz., rys., tab.
Twórcy
autor
- University of Siedlce, Computer Science Institute, 3-Maja 54, 08-110 Siedlce, Poland
autor
- PhD Student at Computer Science Institute, Faculty of Exact and Natural Sciences, University of Siedlce, 3-Maja 54, 08-110 Siedlce, Poland
Bibliografia
- Banga, V. K., Kaur, J., Kumar, R. and Singh, Y. (2011) Modeling and Simulation of Robotic Arm Movement using Soft Computing. Engineering and Technology. International Journal of Mechanical and Mechatronics Engineering, 5, 3, 644-647.
- Borowik, B. (2015) Analiza kinematyki manipulatorów na przykładzie robota liniowego o czterech stopniach swobody [Analysis of manipulator kinematics on the example of a four-degree-of-freedom linear robot; in Polish]. XIX Międzynarodowa Szkoła Komputerowego Wspomagania Projektowania, Wytwarzania i Eksploatacji, MECHANIK 7, 45-50.
- Craig, J. J. (1995) Wprowadzenie do robotyki, Mechanika i sterowanie (Introduction to Robotics, Mechanics and Control; Polish translation). WNT, Warszawa.
- Dindorf, E. (2007) Modernizacja układu sterowania robota przemysłowego PR-02 z napędem pneumatycznym [Modernization of the control system of the PR-02 industrial robot with a pneumatic drive; in Polish]. Pomiary Automatyka Robotyka, 11, 12, 48-51.
- Dokumentacja techniczno-ruchowa robota PR-02 (1979) Technical and operational documentation of the PR-02 robot (in Polish). WSK, Kalisz 1979.
- Guide for Simulink, Guide for System Identification Toolbox, Guide for Control System Toolbox, Guide for Neural Network Toolbox (Deep Learning Toolbox). The MathWorks R . Getting Started Guide, 1992-2024b.
- Hayati, Z. et al. (2021) Parameter estimation of MIMO two-dimensional ARMAX model based on IGLS method. Control and Cybernetics, 50, 3, 303-322.
- Kaczorek, T., Dzieliński, A., Dąbrowski, W. and Lopatka R. (2021) Podstawy teorii sterowania (Fundamentals of control theory; in Polish). PWN WNT, Warszawa.
- Kacprzyk, J., Korbicz, J. and Kulczycki, P., eds. (2020) Automatyka, robotyka i przetwarzanie informacji (Automation, robotics and information processing; in Polish). PWN, Warszawa.
- Kocurek, L. and Góra, M. (2013) Model manipulatora o strukturze szeregowej w programach Catia i Matlab (Model of a serial structure manipulator in Catia and Matlab programs; in Polish). Politechnika Krakowska, Kraków, 16-18.
- Kozłowski, K., Dudkiewicz, P. and Wróblewski, W. (2012) Modelowanie i sterowanie robotów (Robot modeling and control; in Polish). PWN. Warszawa.
- Labuda, A., Pomirski, J. and Rak, A. (2009) Model manipulatora o dwóch stopniach swobody (Two-degree-of-freedom manipulator model; in Polish). Zeszyty Naukowe Akademii Morskiej w Gdyni, 62, 51-57.
- Marlęga, R. (2022) Correction of the parametric model of the Day-Ahead Market system using the Artificial Neural Network. Studia Informatica. Systems and Information Technology, 1(26), 85-105.
- Marlęga, R. and Tchórzewski, J. (2022) Hourly Identification and simulation of the TGE S.A. Day-Ahead Market system. Control and Cybernetics, 51, 4, 523-555.
- Morecki, A. and Knapczyk, J. (1999) Podstawy robotyki. Teoria i elementy manipulatorów i robotów (Fundamentals of Robotics. Theory and Elements of Manipulators and Robots; in Polish). WNT, Warszawa 1993, 1999.
- Niderla, K. and Kłosowski, G. (2024) Środowisko nauki ze wzmocnieniem do sterowania ramieniem robota przemysłowego (A learning environment with reinforcement for controlling an industrial robot arm; in Polish). Przegląd Elektrotechniczny, 100, 4, 233-236.
- Okubanjo, A. A. et al. (2017) Modeling of 2-DOF Robot Arm and Control. Futo Journal Series, 3, 2, 80–92.
- Osowski, S. (2007) Modelowanie układów i procesów dynamicznych z zastosowaniem języka Simulink (Modeling of dynamic systems and processes using the Simulink language; in Polish). OW PW, Warszawa.
- Służałek, G., Kapica, M. and Będek, P. (2013) Trójwymiarowy animowany model ramienia robota edukacyjnego (3D animated model of an educational robot arm; in Polish). Mechanik, 86, 2. CD, XI Forum In˙zynierskie ProCAx 2012, 2-4 X, Sosnowiec, 15-16 X. Kraków, 1-8
- Söderström, T. and Stoica, P. (1997) Identyfikacja systemów (Systems Identification; Polish translation). WNT, Warszawa.
- Szkodny, T. (2004a) Kinematyka robotów przemysłowych (Kinematics of Industrial Robots, Modeling and simulation of the movement of industrial robot manipulators; in Polish). WPŚl, Gliwice.
- Szkodny, T. (2004b) Modelowanie i symulacja ruchu manipulatorów robotów przemys lowych (Modeling and simulation of the movement of industrial robot manipulators; in Polish). Politechnika Śląska, Gliwice.
- Szpura, W. (2023) Model identyfikacyjny i symulacja ruchu robota PR-02 w środowisku MATLABA i Simulinka (Identification model and simulation of the movement of PR-02 robot in the MATLAB and Simulink environment; in Polish). Engineering thesis written at the Institute of Computer Science, Faculty of Science and Natural Sciences, University of Siedlce, Siedlce.
- Tabor, J. et al. (2022) Głębokie uczenie. Wprowadzenie (Deep Learning. An Introduction; in Polish). Helion.
- Tadeusiewicz, R. (1993) Sieci neuronowe (Neural networks; in Polish). AOW RM, Warszawa.
- Tchoń, K., Mazur, A., Dulęba, I., Hossa, R. and Muszyński, R. (2000) Manipulatory i roboty mobilne: modele, planowanie ruchu, sterowanie (Manipulators and mobile robots: models, motion planning, control; in Polish). Akademicka Oficyna Wydawnicza PLJ, Warszawa.
- Tchórzewski, J. (1990) Inżynieria rozwoju systemów (Systems development engineering, in Polish). Wydawnictwo WSR-P, Siedlce.
- Tchórzewski, J. (1992) Cybernetyka życia i rozwoju systemów (Cybernetics of life and systems development; in Polish). Wydawnictwo WSR-P, Siedlce.
- Tchórzewski, J. (2013) Rozwój systemu elektroenergetycznego w ujęciu teorii sterowania i systemów (Development of the power system in terms of control and systems theory; in Polish). Oficyna Wydawnicza Politechniki Wrocławskiej, Wrocław.
- Tchórzewski, J. (2013) Rozwój systemu elektroenergetycznego w ujęciu teorii sterowania i systemów (Development of the power system in terms of control and systems theory; in Polish). Oficyna Wydawnicza Politechniki Wrocławskiej, Wrocław.
- Tchórzewski, J. (2021) Metody sztucznej inteligencji i informatyki kwantowej w ujęciu teorii sterowania i systemów (Methods of artificial intelligence and quantum computing in terms of control and systems theory; in Polish). Wydawnictwo Uniwersytetu Przyrodniczo-Humanistycznego w Siedlcach, Siedlce.
- Tchórzewski, J. and Domański, P. (2018) Kwantowa Sztuczna Sieć Neuronowa. Część 2. Model ruchu ramienia robota PR-02 (Quantum Artificial Neural Network. Part 2. Model of the PR-02 robot arm movement; in Polish). Poznan University of Technology Academic Journals. Electrical Engineering, Wydawnictwo Politechniki Poznańskiej, 96, 33-44.
- Tchórzewski, J. and Lewandowski, P.(2014) Systemowy algorytm ewolucyjny do poprawy parametrów robota przemysłowego PR-02 Systemic Evolutionary Algorithm for the improvement of the parameters of the PR-02 industrial robot; in Polish). Poznan University of Technology Academic Journals. Electrical Engineering, Wydawnictwo Politechniki Poznańskiej, Poznań, 217-226.
- Tchórzewski, J. and Marlęga, R. (2019) The Management System of the Polish Electricity Exchange from the Viewpoint of the Control and Systems Theory. 2019 16th International Conference on the European Energy Market (EEM). IEEE Digital Library, 1-5.
- Tchórzewski, J. and Tymoszuk, P. (2023) Comparative Studies of the Neural and Analytical Model of the PR-02 Arm End Movement. 2023 Progress in Applied Electrical Engineering (PAEE), IEEE Digital Library, 1-4.
- Tchórzewski, J. and Wielgo, A. (2021) Neural model of human gait and its implementation in MATLAB and Simulink Environemt usung Deep Learning Toolbox. Studia Informatica. Systems and Information Technology, 25(1-2), 39-66.
- Trusz, M. and Tserakh, U. (2017) GARCH(1,1) models with stable residuals. Studia Informatica. Systems and Information Technology, 1-2 (22), 47-57.
- Zimmer, A. and Englot, A. (2005) Identyfikacja obiektów i sygnałów. Teoria i praktyka dla użytkowników MATLABA (Identification of objects and signals. Theory and practice for MATLAB users; Polish translation). Wydawnictwo Politechniki Krakowskiej, Kraków.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-3291beff-d584-40bc-8ea4-f23129a9ceaa
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