PPO-Based Attitude Controller Design for a Tilt Rotor UAV in Transition Process
The complex aerodynamic changes of the tilt-rotor UAV (TRUAV) in the transition process show strong nonlinearity, which brings a great impact on the stability of the vehicle attitude. This study aims to design a PPO-based RL controller for attitude control in the transition process. A reinforcement-...
| Published in: | Drones |
|---|---|
| Main Authors: | Rui Yang, Changping Du, Yao Zheng, Huzhen Gao, Yuean Wu, Tianrui Fang |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-07-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2504-446X/7/8/499 |
Similar Items
Establishment and Verification of the UAV Coupled Rotor Airflow Backward Tilt Angle Controller
by: Han Wu, et al.
Published: (2024-04-01)
by: Han Wu, et al.
Published: (2024-04-01)
Development of Multimode Flight Transition Strategy for Tilt-Rotor VTOL UAVs
by: Huimin Zhao, et al.
Published: (2023-09-01)
by: Huimin Zhao, et al.
Published: (2023-09-01)
Pigeon-Inspired Transition Trajectory Optimization for Tilt-Rotor UAVs
by: Jinlai Deng, et al.
Published: (2025-06-01)
by: Jinlai Deng, et al.
Published: (2025-06-01)
An Over-Actuated Hexacopter Tilt-Rotor UAV Prototype for Agriculture of Precision: Modeling and Control
by: Gabriel Oliveira Pimentel, et al.
Published: (2025-01-01)
by: Gabriel Oliveira Pimentel, et al.
Published: (2025-01-01)
Flight Mechanics and Control of Tilt Rotor/Tilt Wing Unmanned Aerial Vehicles: A Review
by: Seyed Amin Bagherzadeh, et al.
Published: (2021-06-01)
by: Seyed Amin Bagherzadeh, et al.
Published: (2021-06-01)
A Deep Learning Approach for Trajectory Control of Tilt-Rotor UAV
by: Javensius Sembiring, et al.
Published: (2024-01-01)
by: Javensius Sembiring, et al.
Published: (2024-01-01)
Tilting Path Optimization of Tilt Quad Rotor in Conversion Process Based on Ant Colony Optimization Algorithm
by: Zhichao Lyu, et al.
Published: (2020-01-01)
by: Zhichao Lyu, et al.
Published: (2020-01-01)
Design, Modeling, and Control of a Composite Tilt-Rotor Unmanned Aerial Vehicle
by: Zhuang Liang, et al.
Published: (2024-03-01)
by: Zhuang Liang, et al.
Published: (2024-03-01)
Mathematical Modelling of Gimballed Tilt-Rotors for Real-Time Flight Simulation
by: Anna Abà, et al.
Published: (2020-08-01)
by: Anna Abà, et al.
Published: (2020-08-01)
Design and Implementation of a Dual-Axis Tilting Quadcopter
by: Ali Bin Junaid, et al.
Published: (2018-10-01)
by: Ali Bin Junaid, et al.
Published: (2018-10-01)
Dynamic Modeling and Control for Tilt-Rotor UAV Based on 3D Flow Field Transient CFD
by: Hongpeng Wang, et al.
Published: (2022-11-01)
by: Hongpeng Wang, et al.
Published: (2022-11-01)
Analysis on controllability and stability of quad-tilt-rotor aircraft in helicopter mode
Published: (2021-06-01)
Published: (2021-06-01)
Improving Control Performance of Tilt-Rotor VTOL UAV with Model-Based Reward and Multi-Agent Reinforcement Learning
by: Muammer Ugur, et al.
Published: (2025-09-01)
by: Muammer Ugur, et al.
Published: (2025-09-01)
Design and Validation of a New Tilting Rotor VTOL Drone: Structural Optimization, Flight Dynamics, and PID Control
by: Haixia Gong, et al.
Published: (2025-06-01)
by: Haixia Gong, et al.
Published: (2025-06-01)
Neural Network Design and Training for Longitudinal Flight Control of a Tilt-Rotor Hybrid Vertical Takeoff and Landing Unmanned Aerial Vehicle
by: Guillaume Ducard, et al.
Published: (2024-12-01)
by: Guillaume Ducard, et al.
Published: (2024-12-01)
Particle swarm optimization based proportional-derivative parameters for unmanned tilt-rotor flight control and trajectory tracking
by: Nada El Gmili, et al.
Published: (2020-04-01)
by: Nada El Gmili, et al.
Published: (2020-04-01)
Tri-Copter UAV With Individually Tilted Main Wings for Flight Maneuvers
by: Kyung-Jae Nam, et al.
Published: (2020-01-01)
by: Kyung-Jae Nam, et al.
Published: (2020-01-01)
Aerodynamic Analysis of Rotor Spacing and Attitude Transition in Tilt-Powered Coaxial Rotor UAV
by: Wei Wu, et al.
Published: (2024-11-01)
by: Wei Wu, et al.
Published: (2024-11-01)
Temporal-Sequence Offline Reinforcement Learning for Transition Control of a Novel Tilt-Wing Unmanned Aerial Vehicle
by: Shiji Jin, et al.
Published: (2025-05-01)
by: Shiji Jin, et al.
Published: (2025-05-01)
Design and implementation of a spliced tilting dual rotor and its LADRC flight control
by: LIU Kun, et al.
Published: (2025-02-01)
by: LIU Kun, et al.
Published: (2025-02-01)
Flight control of tilt-rotor unmanned aerial vehicle based on two-level control allocation
by: LIAO Wenan, et al.
Published: (2025-03-01)
by: LIAO Wenan, et al.
Published: (2025-03-01)
Flight control of tilt-rotor unmanned aerial vehicle based on two-level control allocation
by: LIAO Wenan, et al.
Published: (2025-03-01)
by: LIAO Wenan, et al.
Published: (2025-03-01)
Aerodynamic Analysis of a Hexacopter with an Inner Tilted-Rotor Configuration During Hovering
by: Yao Lei, et al.
Published: (2025-04-01)
by: Yao Lei, et al.
Published: (2025-04-01)
Numerical calculation and analysis of aero-acoustic characteristics of tilt rotor in different tilt angles
by: YUAN Mingchuan, et al.
Published: (2024-04-01)
by: YUAN Mingchuan, et al.
Published: (2024-04-01)
Nonlinear Control of a Single Tail Tilt Servomotor Tri-Rotor Ducted VTOL-UAV
by: Yanpeng Hu, et al.
Published: (2022-05-01)
by: Yanpeng Hu, et al.
Published: (2022-05-01)
Effects of Wake Separation on Aerodynamic Interference Between Rotors in Urban Low-Altitude UAV Formation Flight
by: Cong Liu, et al.
Published: (2024-10-01)
by: Cong Liu, et al.
Published: (2024-10-01)
Study of Modeling and Optimal Take-Off Scheme for a Novel Tilt-Rotor UAV
by: Zelong Yu, et al.
Published: (2022-12-01)
by: Zelong Yu, et al.
Published: (2022-12-01)
A Fuzzy Backstepping Attitude Control Based on an Extended State Observer for a Tilt-Rotor UAV
by: Suiyuan Shen, et al.
Published: (2022-11-01)
by: Suiyuan Shen, et al.
Published: (2022-11-01)
Sensitivity Analysis for Design Parameters of Electric Tilt-Rotor Aircraft
by: Yu Wang, et al.
Published: (2024-04-01)
by: Yu Wang, et al.
Published: (2024-04-01)
Experimental Investigation of Rotor Noise in Reverse Non-Axial Inflow
by: Liam Hanson, et al.
Published: (2024-09-01)
by: Liam Hanson, et al.
Published: (2024-09-01)
Design and Performance Analysis of a Triphibious Robot With Tilting-Rotor Structure
by: Guoliang Zhong, et al.
Published: (2021-01-01)
by: Guoliang Zhong, et al.
Published: (2021-01-01)
Finite element study of a vertical rotor with tilting pads supported by an elastic structure
by: Simon Pääjärvi, et al.
Published: (2025-09-01)
by: Simon Pääjärvi, et al.
Published: (2025-09-01)
Instability Threshold of a Rigid Rotor-Tilting Pad
Journal Bearings System
by: Stefano Pagano, et al.
Published: (1997-01-01)
by: Stefano Pagano, et al.
Published: (1997-01-01)
Hurdle-Hop Simulation of Tilt-Rotor Aircraft Based on Optimal Control Theory
Published: (2020-12-01)
Published: (2020-12-01)
CFD Aerodynamic Analysis of Tandem Tilt-Wing UAVs in Cruise Flight and Tilt Transition Flight
by: Bin Xiang, et al.
Published: (2025-07-01)
by: Bin Xiang, et al.
Published: (2025-07-01)
Cat-Inspired Gaits for a Tilt-Rotor—From Symmetrical to Asymmetrical
by: Zhe Shen, et al.
Published: (2022-05-01)
by: Zhe Shen, et al.
Published: (2022-05-01)
Thrust Vectoring Control of a Novel Tilt-Rotor UAV Based on Backstepping Sliding Model Method
by: Zelong Yu, et al.
Published: (2023-01-01)
by: Zelong Yu, et al.
Published: (2023-01-01)
A Study on the Aerodynamic Impact of Rotors on Fixed Wings During the Transition Phase in Compound-Wing UAVs
by: Longjin Ai, et al.
Published: (2024-11-01)
by: Longjin Ai, et al.
Published: (2024-11-01)
Research on Pilot Control Strategy and Workload for Tilt-Rotor Aircraft Conversion Procedure
by: Xufei Yan, et al.
Published: (2023-08-01)
by: Xufei Yan, et al.
Published: (2023-08-01)
Wind Tunnel Investigation of the Icing of a Drone Rotor in Forward Flight
by: Derek Harvey, et al.
Published: (2024-08-01)
by: Derek Harvey, et al.
Published: (2024-08-01)
Similar Items
-
Establishment and Verification of the UAV Coupled Rotor Airflow Backward Tilt Angle Controller
by: Han Wu, et al.
Published: (2024-04-01) -
Development of Multimode Flight Transition Strategy for Tilt-Rotor VTOL UAVs
by: Huimin Zhao, et al.
Published: (2023-09-01) -
Pigeon-Inspired Transition Trajectory Optimization for Tilt-Rotor UAVs
by: Jinlai Deng, et al.
Published: (2025-06-01) -
An Over-Actuated Hexacopter Tilt-Rotor UAV Prototype for Agriculture of Precision: Modeling and Control
by: Gabriel Oliveira Pimentel, et al.
Published: (2025-01-01) -
Flight Mechanics and Control of Tilt Rotor/Tilt Wing Unmanned Aerial Vehicles: A Review
by: Seyed Amin Bagherzadeh, et al.
Published: (2021-06-01)
