References & Citations
Electrical Engineering and Systems Science > Systems and Control
Title: A Robust, Efficient Predictive Safety Filter
(Submitted on 14 Nov 2023 (v1), last revised 26 Apr 2024 (this version, v2))
Abstract: In this paper, we propose a novel predictive safety filter that is robust to bounded perturbations and is implemented in an even-triggered fashion to reduce online computation. The proposed safety filter extends upon existing work to reject disturbances for discrete-time, time-varying nonlinear systems with time-varying constraints. The safety filter is based on novel concepts of robust, discrete-time barrier functions and can be used to filter any control law. Here, we use the safety filter in conjunction with Differentiable Predictive Control (DPC) as a promising offline learning-based policy optimization method. The approach is demonstrated on a two-tank system, building, and single-integrator example.
Submission history
From: Wenceslao Shaw Cortez [view email][v1] Tue, 14 Nov 2023 19:42:00 GMT (5025kb,D)
[v2] Fri, 26 Apr 2024 17:46:09 GMT (5294kb,D)
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