no code implementations • 4 Aug 2023 • Xichen Shi, Yashwanth Kumar Nakka
The quadrotor is a $6$ degrees-of-freedom (DoF) system with underactuation.
1 code implementation • 13 May 2022 • Michael O'Connell, Guanya Shi, Xichen Shi, Kamyar Azizzadenesheli, Anima Anandkumar, Yisong Yue, Soon-Jo Chung
Last, our control design extrapolates to unseen wind conditions, is shown to be effective for outdoor flights with only onboard sensors, and can transfer across drones with minimal performance degradation.
no code implementations • 2 Mar 2021 • Michael O'Connell, Guanya Shi, Xichen Shi, Soon-Jo Chung
We validate our approach by flying a drone in an open air wind tunnel under varying wind conditions and along challenging trajectories.
no code implementations • 10 Dec 2020 • Guanya Shi, Wolfgang Hönig, Xichen Shi, Yisong Yue, Soon-Jo Chung
We present Neural-Swarm2, a learning-based method for motion planning and control that allows heterogeneous multirotors in a swarm to safely fly in close proximity.
2 code implementations • 19 Nov 2018 • Guanya Shi, Xichen Shi, Michael O'Connell, Rose Yu, Kamyar Azizzadenesheli, Animashree Anandkumar, Yisong Yue, Soon-Jo Chung
To the best of our knowledge, this is the first DNN-based nonlinear feedback controller with stability guarantees that can utilize arbitrarily large neural nets.