Linear vs Nonlinear MPC for Trajectory Tracking Applied to Rotary Wing Micro Aerial Vehicles
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Abstract (arXiv)
Precise trajectory tracking is a crucial property for acpMAV to operate in cluttered environment or under disturbances. In this paper we present a detailed comparison between two state-of-the-art model-based control techniques for acMAV trajectory tracking. A classical acLMPC is presented and compared against a more advanced acNMPC that considers the full system model. In a careful analysis we show the advantages and disadvantages of the two implementations in terms of speed and tracking performance. This is achieved by evaluating hovering performance, step response, and aggressive trajectory tracking under nominal conditions and under external wind disturbances.
Key facts. Cited by 10 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Nov 2016.
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Citing papers per year: 2021: 2; 2022: 2; 2023: 1; 2024: 2; 2025: 3.
10 papers.
- 2024Learning Quadrotor Control From Visual Features Using Differentiable Simulationcited by 19
- 2021Demonstration-Efficient Guided Policy Search via Imitation of Robust Tube MPCcited by 11
- 2022Robust, High-Rate Trajectory Tracking on Insect-Scale Soft-Actuated Aerial Robots with Deep-Learned Tube MPCcited by 3
- 2022Output Feedback Tube MPC-Guided Data Augmentation for Robust, Efficient Sensorimotor Policy Learningcited by 2
- 2023Tube-NeRF: Efficient Imitation Learning of Visuomotor Policies from MPC using Tube-Guided Data Augmentation and NeRFscited by 1
- 2025Non-Equilibrium MAV-Capture-MAV via Time-Optimal Planning and Reinforcement Learningcited by 1
- 2025Decentralized Real-Time Planning for Multi-UAV Cooperative Manipulation via Imitation Learningcited by 1
- 2021Autonomous Aerial Robot for High-Speed Search and Intercept Applicationscited by 0
- 2024Custom Non-Linear Model Predictive Control for Obstacle Avoidance in Indoor and Outdoor Environmentscited by 0
- 2025Planning-Query-Guided Model Generation for Model-Based Deformable Object Manipulationcited by 0
- 2025Decentralized Real-Time Planning for Multi-UAV Cooperative Manipulation via Imitation Learning20 Oct 2025
- 2025Planning-Query-Guided Model Generation for Model-Based Deformable Object Manipulation26 Aug 2025
- 2025Non-Equilibrium MAV-Capture-MAV via Time-Optimal Planning and Reinforcement Learning9 Mar 2025
- 2024Learning Quadrotor Control From Visual Features Using Differentiable Simulation21 Oct 2024
- 2024Custom Non-Linear Model Predictive Control for Obstacle Avoidance in Indoor and Outdoor Environments3 Oct 2024
- 2023Tube-NeRF: Efficient Imitation Learning of Visuomotor Policies from MPC using Tube-Guided Data Augmentation and NeRFs23 Nov 2023
- 2022Output Feedback Tube MPC-Guided Data Augmentation for Robust, Efficient Sensorimotor Policy Learning18 Oct 2022
- 2022Robust, High-Rate Trajectory Tracking on Insect-Scale Soft-Actuated Aerial Robots with Deep-Learned Tube MPC20 Sep 2022
- 2021Autonomous Aerial Robot for High-Speed Search and Intercept Applications10 Dec 2021
- 2021Demonstration-Efficient Guided Policy Search via Imitation of Robust Tube MPC21 Sep 2021