Control Schemes for Quadrotor UAV: Taxonomy and Survey

计算机科学 控制理论(社会学) PID控制器 线性二次调节器 强化学习 控制工程 背景(考古学) 控制器(灌溉) 人工神经网络 控制系统 模型预测控制 控制(管理) 人工智能 工程类 温度控制 古生物学 农学 电气工程 生物
作者
Adnan Khalid,Zohaib Mushtaq,Saad Arif,Kamran Zeb,Muhammad Attique Khan,Sambit Bakshi
出处
期刊:ACM Computing Surveys [Association for Computing Machinery]
卷期号:56 (5): 1-32 被引量:27
标识
DOI:10.1145/3617652
摘要

Quadrotor Unmanned Aerial Vehicle (UAV) is an unstable system, so it needs to be controlled efficiently and intelligently. Moreover, due to its non-linear, coupled, and under-actuated nature, the quadrotor has become an important research platform to study and validate various control theories. Different control approaches have been used to control the quadrotor UAV. In this context, a comprehensive study of different control schemes is presented in this research. First, an overview of the working and different applications of quadrotor UAVs is presented. Second, a mathematical model of the quadrotor is discussed. Later, the experimental results of various existing control techniques are discussed and compared. The various control schemes discussed and described for quadrotors are; Proportional Integral and Derivative (PID), Linear Quadratic Regulator (LQR), H-infinity ( H ∞ ), Sliding Mode Control (SMC), Feedback Linearization (FBL), Model Predictive Control (MPC), Fuzzy Logic Control (FLC), Artificial Neural Network (ANN), Iterative Learning Control (ILC), Reinforcement Learning Control (RLC), Brain Emotional Learning Control (BELC), Memory Based Control (MBC), Nested Saturation Control (NSC), and Hybrid Controllers (HC). Comparison is done among all the control techniques and it is concluded that the hybrid control method gives improved results. This survey presents a broad overview of the state-of-the-art in UAV design, control, and implementation for real-life applications.
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