DocumentCode
50273
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
Volume
59
Issue
2
fYear
2014
fDate
Feb. 2014
Firstpage
371
Lastpage
383
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;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.2013.2285751
Filename
6632887
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