STABLE SET-VALUED INTEGRATION OF NONLINEAR DYNAMIC SYSTEMS USING AFFINE SET-PARAMETERIZATIONS

被引:12
|
作者
Houska, Boris [1 ,2 ]
Villanueva, Mario E. [1 ]
Chachuat, Benoit [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Chem Engn, Ctr Proc Syst Engn, London SW7 2AZ, England
[2] ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 200031, Peoples R China
基金
英国工程与自然科学研究理事会; 美国国家科学基金会;
关键词
ordinary differential equations; reachability analysis; affine set-parameterization; set-valued integration; convergence analysis; stability analysis; ORDINARY DIFFERENTIAL-EQUATIONS; DETERMINISTIC GLOBAL OPTIMIZATION; INITIAL-VALUE PROBLEMS; VALIDATED SOLUTIONS; PARAMETRIC ODES; INEQUALITIES; RELAXATIONS; ALGORITHM;
D O I
10.1137/140976807
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Many set-valued integration algorithms for parametric ordinary differential equations (ODEs) implement a combination of Taylor series expansion with either interval arithmetic or Taylor model arithmetic. Due to the wrapping effect, the diameter of the solution-set enclosures computed with these algorithms typically diverges to infinity on finite integration horizons, even though the ODE trajectories themselves may be asymptotically stable. This paper starts by describing a new discretized set-valued integration algorithm that uses a predictor-validation approach to propagate generic affine set-parameterizations, whose images are guaranteed to enclose the ODE solution set. Sufficient conditions are then derived for this algorithm to be locally asymptotically stable, in the sense that the computed enclosures are guaranteed to remain stable on infinite time horizons when applied to a dynamic system in the neighborhood of a locally asymptotically stable periodic orbit (or equilibrium point). The key requirement here is quadratic Hausdorff convergence of function extensions in the chosen affine set-parameterization, which is proved to be the case, for instance, for Taylor models with ellipsoidal remainders. These stability properties are illustrated with the case study of a cubic oscillator system.
引用
收藏
页码:2307 / 2328
页数:22
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