Araştırma Makalesi

An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method

Cilt: 11 Sayı: 2 4 Haziran 2023
PDF İndir
EN

An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method

Öz

In the literature, interest in automatic control systems that do not require human intervention and perform at the desired level increases day by day. In this study, a Twin Delay Deep Deterministic Policy Gradient (TD3), a reinforcement learning algorithm, automatically controls a DC motor system. A reinforcement learning method is an approach that learns what should be done to reach the goal and observes the results that come out with the interaction of both itself and the environment. The proposed method aims to adjust the voltage value applied to the input of the DC motor in order to reach output with single input and single output structure to the desired speed.

Anahtar Kelimeler

Kaynakça

  1. R.S. Sutton, "Reinforcement Learning: Past, Present and Future", Lect. Notes Comput. Sci. (including Subser. Lect. Notes Artif. Intell. Lect. Notes Bioinformatics), Vol. 1585, 1998, 195–197.
  2. L.P. Kaelbling, M.L. Littman, A.W. Moore, "Reinforcement Learning: A Survey", J. Artif. Intell. Res., Vol. 4, 1996, pp. 237–285.
  3. R.S. Sutton, A.G. Barto, "Reinforcement Learning: An Introduction", 1998.
  4. J. Xue, Q. Gao, W. Ju, "Reinforcement learning for engine idle speed control", 2010 Int. Conf. Meas. Technol. Mechatronics Autom. ICMTMA 2010, Vol. 2, 2010, pp. 1008–1011.
  5. E. Uchibe, M. Asada, K. Hosoda, "Behavior coordination for a mobile robot using modular reinforcement learning", IEEE Int. Conf. Intell. Robot. Syst., Vol. 3, 1996, pp. 1329–1336.
  6. Z. Linan, Y. Peng, C. Lingling, Z. Xueping, T. Yantao, "Obstacle avoidance of multi mobile robots based on behavior decomposition reinforcement learning", 2007 IEEE Int. Conf. Robot. Biomimetics, ROBIO, 2007, pp. 1018–1023.
  7. N.J. Van Eck, M. Van Wezel, "Application of reinforcement learning to the game of Othello", Comput. Oper. Res., Vol. 35, 2008, pp. 1999–2017.
  8. C.J.C.H. Watkins, "Learning from delayed rewards", 1989.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Bilgisayar Yazılımı, Yazılım Mimarisi

Bölüm

Araştırma Makalesi

Erken Görünüm Tarihi

30 Mayıs 2023

Yayımlanma Tarihi

4 Haziran 2023

Gönderilme Tarihi

10 Mayıs 2022

Kabul Tarihi

30 Mayıs 2023

Yayımlandığı Sayı

Yıl 2023 Cilt: 11 Sayı: 2

Kaynak Göster

APA
Tüfenkçi, S., Kavuran, G., & Yeroğlu, C. (2023). An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method. Balkan Journal of Electrical and Computer Engineering, 11(2), 184-189. https://doi.org/10.17694/bajece.1114868
AMA
1.Tüfenkçi S, Kavuran G, Yeroğlu C. An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method. Balkan Journal of Electrical and Computer Engineering. 2023;11(2):184-189. doi:10.17694/bajece.1114868
Chicago
Tüfenkçi, Sevilay, Gürkan Kavuran, ve Celaleddin Yeroğlu. 2023. “An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method”. Balkan Journal of Electrical and Computer Engineering 11 (2): 184-89. https://doi.org/10.17694/bajece.1114868.
EndNote
Tüfenkçi S, Kavuran G, Yeroğlu C (01 Haziran 2023) An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method. Balkan Journal of Electrical and Computer Engineering 11 2 184–189.
IEEE
[1]S. Tüfenkçi, G. Kavuran, ve C. Yeroğlu, “An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method”, Balkan Journal of Electrical and Computer Engineering, c. 11, sy 2, ss. 184–189, Haz. 2023, doi: 10.17694/bajece.1114868.
ISNAD
Tüfenkçi, Sevilay - Kavuran, Gürkan - Yeroğlu, Celaleddin. “An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method”. Balkan Journal of Electrical and Computer Engineering 11/2 (01 Haziran 2023): 184-189. https://doi.org/10.17694/bajece.1114868.
JAMA
1.Tüfenkçi S, Kavuran G, Yeroğlu C. An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method. Balkan Journal of Electrical and Computer Engineering. 2023;11:184–189.
MLA
Tüfenkçi, Sevilay, vd. “An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method”. Balkan Journal of Electrical and Computer Engineering, c. 11, sy 2, Haziran 2023, ss. 184-9, doi:10.17694/bajece.1114868.
Vancouver
1.Sevilay Tüfenkçi, Gürkan Kavuran, Celaleddin Yeroğlu. An Approach for DC Motor Speed Control with Off-Policy Reinforcement Learning Method. Balkan Journal of Electrical and Computer Engineering. 01 Haziran 2023;11(2):184-9. doi:10.17694/bajece.1114868

Cited By

All articles published by BAJECE are licensed under the Creative Commons Attribution 4.0 International License. This permits anyone to copy, redistribute, remix, transmit and adapt the work provided the original work and source is appropriately cited.Creative Commons Lisans