DDPG, DQN and PD Controller for VTOL Model

版本 1.1.0 (7.3 MB) 作者: Mahmut Ağralı
Official repository of Deep Reinforcement Learning Based Controller Design for Model of The Vertical Take off and Landing System
326.0 次下载
更新时间 2021/12/10

DDPG-DQN-PD-Controller-for-VTOL

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If you use this code, please cite with:

@conference paper { ejosat957216, 
journal = {Avrupa Bilim ve Teknoloji Dergisi},
eissn = {2148-2683}, 
publisher = {Osman SAĞDIÇ}, 
key = {cite}, 
year = {2021}, 
pages = {358 - 363},
doi = {10.31590/ejosat.957216}, 
title = {Deep Reinforcement Learning Based Controller Design for Model of The Vertical Take off and Landing System}, 
author = {Ağralı, Mahmut and Soydemir, Mehmet Uğur and Gökçen, Alkım and Sahin, Savas} }
  • You can see the code that compares DQN, DDPG and PD based controller for the study in "compare_plot.m".

  • You can see the MATLAB code that finds metrics for DQN based controller in "DQN_find_metrics.m".

  • You can see the MATLAB code that trains DQN based agent in "DQN_VTOL_Plant_Matlab.m".

  • You can see the Simulink model that contains DQN based controller and VTOL plant in "DQN_VTOL_Plant_Simulink.slx".

  • You can see the trained agent for DQN in "DQN_Agent120".

  • You can see the MATLAB code that finds metrics for DDPG based controller in "DDPG_find_metrics.m".

  • You can see the MATLAB code that trains DQN based agent in "v_1_VTOL_Plant_DDPG_Matlab.m".

  • You can see the Simulink model that contains DQN based controller and VTOL plant in "DDPG_VTOL_PLANT_Simulink.mdl".

  • You can see the trained agent for DQN in "DDPG_Agent701".

  • You can see the MATLAB code that finds metrics for PID based controller in "PID_find_metrics.m".

  • You can see the Simulink model that contains PID based controller and VTOL plant in "PID_VTOL.slx".

引用格式

Mahmut Ağralı (2024). DDPG, DQN and PD Controller for VTOL Model (https://github.com/MahmutAgrali/DDPG-DQN-PD-Controller-for-VTOL/releases/tag/1.1.0), GitHub. 检索来源 .

Ağralı, M., Soydemir, M. U., Gökçen, A. & Şahin, S. (2021). Deep Reinforcement Learning Based Controller Design for Model of The Vertical Take-off and Landing System. European Journal of Science and Technology, (26), 358-363.

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1.1.0

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要查看或报告此来自 GitHub 的附加功能中的问题,请访问其 GitHub 仓库