Title :
Frequency domain model validation in Wasserstein metric
Author :
Halder, Abhishek ; Bhattacharya, Rupen
Author_Institution :
Dept. of Aerosp. Eng., Texas A&M Univ., College Station, TX, USA
Abstract :
This paper connects the time-domain uncertainty propagation approach for model validation in Wasserstein distance 2W2, introduced by the authors in [1], with the frequency domain model validation in the same. To the best of our knowledge, this is the first frequency domain interpretation of Monge-Kantorovich optimal transport. It is shown that the asymptotic 2W2 can be written as functions of the ℌ2 norms of the system gains, which have intuitive meaning. A geometric interpretation for this newly derived frequency-domain formula is given. The geometric interpretation helps us in comparing Wasserstein distance with classical frequency-domain validation metrics like υ-gap.
Keywords :
frequency-domain analysis; υ-gap; Monge-Kantorovich optimal transport; Wasserstein distance; Wasserstein metric; frequency domain formula; frequency domain interpretation; frequency domain model validation; frequency domain validation metrics; geometric interpretation; time domain uncertainty propagation; Computational modeling; Frequency-domain analysis; MIMO; Transfer functions; Uncertainty; White noise;
Conference_Titel :
American Control Conference (ACC), 2013
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4799-0177-7
DOI :
10.1109/ACC.2013.6580754