Compositional Abstraction and Safety Synthesis Using Overlapping Symbolic Models
In this paper, we develop a compositional approach to abstraction and safety synthesis for a general class of discrete-time nonlinear systems. Our approach makes it possible to define a symbolic abstraction by composing a set of symbolic subsystems that are overlapping in the sense that they can sha...
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| Published in: | IEEE transactions on automatic control Vol. 63; no. 6; pp. 1835 - 1841 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
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IEEE
01.06.2018
Institute of Electrical and Electronics Engineers |
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| ISSN: | 0018-9286, 1558-2523, 1558-2523 |
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| Abstract | In this paper, we develop a compositional approach to abstraction and safety synthesis for a general class of discrete-time nonlinear systems. Our approach makes it possible to define a symbolic abstraction by composing a set of symbolic subsystems that are overlapping in the sense that they can share some common state variables. We develop compositional safety synthesis techniques using such overlapping symbolic subsystems. Comparisons, in terms of conservativeness and of computational complexity, between abstractions and controllers obtained from different system decompositions are provided. Numerical experiments show that the proposed approach for symbolic control synthesis enables a significant complexity reduction with respect to the centralized approach, while reducing the conservatism with respect to compositional approaches using nonoverlapping subsystems. |
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| AbstractList | In this paper, we develop a compositional approach to abstraction and safety synthesis for a general class of discrete-time nonlinear systems. Our approach makes it possible to define a symbolic abstraction by composing a set of symbolic subsystems that are overlapping in the sense that they can share some common state variables. We develop compositional safety synthesis techniques using such overlapping symbolic subsystems. Comparisons, in terms of conservativeness and of computational complexity, between abstractions and controllers obtained from different system decompositions are provided. Numerical experiments show that the proposed approach for symbolic control synthesis enables a significant complexity reduction with respect to the centralized approach, while reducing the conservatism with respect to compositional approaches using nonoverlapping subsystems. In this paper, we develop a compositional approach to abstraction and safety synthesis for a general class of discrete time nonlinear systems. Our approach makes it possible to define a symbolic abstraction by composing a set of symbolic subsystems that are overlapping in the sense that they can share some common state variables. We develop compositional safety synthesis techniques using such overlapping symbolic subsystems. Comparisons, in terms of conservativeness and of computational complexity, between abstractions and controllers obtained from different system decompositions are provided. Numerical experiments show that the proposed approach for symbolic control synthesis enables a significant complexity reduction with respect to the centralized approach, while reducing the conservatism with respect to compositional approaches using non-overlapping subsystems. |
| Author | Girard, Antoine Meyer, Pierre-Jean Witrant, Emmanuel |
| Author_xml | – sequence: 1 givenname: Pierre-Jean surname: Meyer fullname: Meyer, Pierre-Jean email: pjmeyer@kth.se organization: Dept. of Autom. Control, KTH R. Inst. of Technol., Stockholm, Sweden – sequence: 2 givenname: Antoine surname: Girard fullname: Girard, Antoine email: Antoine.Girard@l2s.centralesupelec.fr organization: Lab. des Signaux et Syst., Univ. Paris-Sud, Gif-sur-Yvette, France – sequence: 3 givenname: Emmanuel surname: Witrant fullname: Witrant, Emmanuel email: emmanuel.witrant@univ-grenoble-alpes.fr organization: GIPSA-Lab. Grenoble, Univ. Grenoble Alpes, Grenoble, France |
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| SubjectTerms | Aerospace electronics Automatic Automatic control Computational modeling Computer Science Concrete control design Control systems Electronic mail Engineering Sciences formal verification Integrated circuits Mathematics nonlinear control systems Optimization and Control Safety scalability Systems and Control temperature control |
| Title | Compositional Abstraction and Safety Synthesis Using Overlapping Symbolic Models |
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