zonoLAB: A MATLAB toolbox for set-based control systems analysis using hybrid zonotopes

التفاصيل البيبلوغرافية
العنوان: zonoLAB: A MATLAB toolbox for set-based control systems analysis using hybrid zonotopes
المؤلفون: Koeln, Justin, Bird, Trevor J., Siefert, Jacob, Ruths, Justin, Pangborn, Herschel, Jain, Neera
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Electrical Engineering and Systems Science - Systems and Control
الوصف: This paper introduces zonoLAB, a MATLAB-based toolbox for set-based control system analysis using the hybrid zonotope set representation. Hybrid zonotopes have proven to be an expressive set representation that can exactly represent the reachable sets of mixed-logical dynamical systems and tightly approximate the reachable sets of nonlinear dynamic systems. Moreover, hybrid zonotopes can exactly represent the continuous piecewise linear control laws associated with model predictive control and the input-output mappings of neural networks with piecewise linear activation functions. The hybrid zonotope set representation is also highly exploitable, where efficient methods developed for mixed-integer linear programming can be directly used for set operation and analysis. The zonoLAB toolbox is designed to make these capabilities accessible to the dynamic systems and controls community, with functionality spanning fundamental operations with hybrid zonotope, constrained zonotope, and zonotope set representations, powerful set analysis tools, and general-purpose algorithms for reachability analysis of open- and closed-loop systems.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2310.15426
رقم الأكسشن: edsarx.2310.15426
قاعدة البيانات: arXiv