Title :
Barrier functionals for output functional estimation of PDEs
Author :
Ahmadi, Mohamadreza ; Valmorbida, Giorgio ; Papachristodoulou, Antonis
Author_Institution :
Dept. of Eng. Sci., Univ. of Oxford, Oxford, UK
Abstract :
We propose a method for computing bounds on output functionals of a class of time-dependent PDEs. To this end, we introduce barrier functionals for PDE systems. By defining appropriate unsafe sets and optimization problems, we formulate an output functional bound estimation approach based on barrier functionals. In the case of polynomial data, sum of squares (SOS) programming is used to construct the barrier functionals and thus to compute bounds on the output functionals via semidefinite programs (SDPs). An example is given to illustrate the results.
Keywords :
estimation theory; mathematical programming; partial differential equations; polynomials; SDPs; SOS programming; barrier functionals; optimization problems; output functional bound estimation approach; partial differential equations; polynomial data; semidefinite programs; sum of squares programming; time-dependent PDEs; Approximation methods; Estimation; Handheld computers; Polynomials; Safety; Upper bound;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7171125