Autonomous Quadcopter Control System Design Using LQG Controller to Perform Obstacle Avoidance
- DOI
- 10.2991/978-94-6463-078-7_27How to use a DOI?
- Keywords
- Quadcopter; Autonomous; LQG; Obstacle Avoidance
- Abstract
This research presents the implementation of the Linear Quadratic Gaussian (LQG) Controller and LiDAR sensors on the quadcopter used to avoid obstacles. The LQG controller is a combination of a Linear Quadratic Regulator (LQR) with a Kalman Filter as a State Estimator. The results of the estimate by Kalman Filter are compared against the actual value of the measurement by reviewing the Mean Square Error value. Linear position and angular position are variables that are controlled in the LQG control system to perform obstacle avoidance. The variations used in this study are the Q and R matrix values in the LQG controller design. Some of the tests that have been carried out include the open loop test, the closed loop test, the quadcopter test without an obstacle and the quadcopter test with an obstacle. The test results show that the quadcopter is able to follow the flight reference path and that the obstacle avoidance algorithm designed produces a quadcopter that is able to avoid obstacles. The test results show that the Q and R matrices on the Gain Regulator and Kalman filters can affect the quadcopter in carrying out avoidance.
- Copyright
- © 2023 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - Purwadi Agus Darwito AU - Bima Dardaa Alfathrah AU - Hermawan Nugroho AU - Totok Ruki Biyanto PY - 2022 DA - 2022/12/26 TI - Autonomous Quadcopter Control System Design Using LQG Controller to Perform Obstacle Avoidance BT - Proceedings of the First Mandalika International Multi-Conference on Science and Engineering 2022, MIMSE 2022 (Mechanical and Electrical) (MIMSE-M-E-I-2022) PB - Atlantis Press SP - 284 EP - 298 SN - 2352-5401 UR - https://doi.org/10.2991/978-94-6463-078-7_27 DO - 10.2991/978-94-6463-078-7_27 ID - Darwito2022 ER -