4.6 Article

Power-Based Safety Layer for Aerial Vehicles in Physical Interaction Using Lyapunov Exponents

Journal

IEEE ROBOTICS AND AUTOMATION LETTERS
Volume 7, Issue 3, Pages 6774-6781

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/LRA.2022.3176959

Keywords

Aerial systems: mechanics and control; robot safety; force control

Categories

Funding

  1. AERO-TRAIN Project, European Union's Horizon 2020 Research and Innovation Programme under the Marie Sklodowska-Curie Grant [953454]
  2. NCCR Digital Fabrication
  3. NCCR Robotics
  4. armasuisse S+T

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In this work, a safety layer for mechanical systems is proposed to detect and respond to unstable dynamics caused by external disturbances. The system actively computes the Largest Lyapunov Exponent (LLE) to detect potentially dangerous behaviors and imposes power limit constraints using Control Barrier Functions (CBFs). The proposed architecture is experimentally validated on an Omnidirectional Micro Aerial Vehicle (OMAV).
As the performance of autonomous systems increases, safety concerns arise, especially when operating in non-structured environments. To deal with these concerns, this work presents a safety layer for mechanical systems that detects and responds to unstable dynamics caused by external disturbances. The safety layer is implemented independently and on top of already present nominal controllers, like pose or wrench tracking, and limits power flow when the system's response would lead to instability. This approach is based on the computation of the Largest Lyapunov Exponent (LLE) of the system's error dynamics, which represent a measure of the dynamics' divergence or convergence rate. By actively computing this metric, divergent and possibly dangerous system behaviors can be promptly detected. The LIE is then used in combination with Control Barrier Functions (CBFs) to impose power limit constraints on a jerk controlled system. The proposed architecture is experimentally validated on an Omnidirectional Micro Aerial Vehicle (OMAV) both in free flight and interaction tasks.

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