7 citations · 13 across the 9 of their papers we have counts for
4 papers · 1 filter
DiffTune: Hyperparameter-Free Auto-Tuning using Auto-Differentiation
Sheng Cheng, Lin Song, Minkyung Kim +2
Controller tuning is a vital step to ensure the controller delivers its designed performance. DiffTune has been proposed as an automatic tuning method that unrolls the dynamical sy…
Safety Embedded Stochastic Optimal Control of Networked Multi-Agent Systems via Barrier States
Lin Song, Pan Zhao, Neng Wan +1
This paper presents a novel approach for achieving safe stochastic optimal control in networked multi-agent systems (MASs). The proposed method incorporates barrier states (BaSs) i…
DiffTune: Auto-Tuning through Auto-Differentiation
Sheng Cheng, Minkyung Kim, Lin Song +4
The performance of robots in high-level tasks depends on the quality of their lower-level controller, which requires fine-tuning. However, the intrinsically nonlinear dynamics and…
Simplified Analysis on Filtering Sensitivity Trade-offs in Continuous- and Discrete-Time Systems
Neng Wan, Dapeng Li, Lin Song +1
A simplified analysis is performed on the Bode-type filtering sensitivity trade-off integrals, which capture the sensitivity characteristics of the estimate and estimation error wi…