Title :
Reachability Analysis of Nonlinear Differential-Algebraic Systems
Author :
Althoff, Matthias ; Krogh, Bruce H.
Author_Institution :
Dept. of Comput. Sci., Tech. Univ. Munchen, Garching, Germany
Abstract :
This paper presents a numerical procedure for the reachability analysis of systems with nonlinear, semi-explicit, index-1 differential-algebraic equations. The procedure computes reachable sets for uncertain initial states and inputs in an overapproximative way, i.e. it is guaranteed that all possible trajectories of the system are enclosed. Thus, the result can be used for formal verification of system properties that can be specified in the state space as unsafe or goal regions. Due to the representation of reachable sets by zonotopes and the use of highly scalable operations on them, the presented approach scales favorably with the number of state variables. This makes it possible to solve problems of industry-relevant size, as demonstrated by a transient stability analysis of the IEEE 14-bus benchmark problem for power systems.
Keywords :
differential algebraic equations; formal verification; nonlinear systems; reachability analysis; stability; state-space methods; IEEE 14-bus benchmark problem; formal verification; goal region; index-1 differential-algebraic equations; industry-relevant size; nonlinear differential-algebraic equations; nonlinear differential-algebraic systems; numerical procedure; power systems; reachability analysis; reachable sets; semiexplicit differential-algebraic equations; state space; state variables; system property; system trajectory; transient stability analysis; unsafe region; zonotopes; Differential equations; Equations; Indexes; Linear systems; Mathematical model; Reachability analysis; Vectors; Formal safety verification; nonlinear differential-algebraic equations (DAEs); power systems; reachability analysis; zonotopes;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2285751