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A Novel Credibility Quantification Method for Welch’s Periodogram Analysis Result in Model Validation

Yuchen Zhou
Control and Simulation Center, Harbin Institute of Technology, Harbin, P.R. China

Ke Fang
Control and Simulation Center, Harbin Institute of Technology, Harbin, P.R. China

Kaibin Zhao
Control and Simulation Center, Harbin Institute of Technology, Harbin, P.R. China

Ping Ma
Control and Simulation Center, Harbin Institute of Technology, Harbin, P.R. China

Ladda ner artikelhttp://dx.doi.org/10.3384/ecp17142783

Ingår i: Proceedings of The 9th EUROSIM Congress on Modelling and Simulation, EUROSIM 2016, The 57th SIMS Conference on Simulation and Modelling SIMS 2016

Linköping Electronic Conference Proceedings 142:114, s. 783-788

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Publicerad: 2018-12-19

ISBN: 978-91-7685-399-3

ISSN: 1650-3686 (tryckt), 1650-3740 (online)

Abstract

Welch’s periodogram is widely used in frequency domain model validation. However, Welch’s analysis results just reveals whether the time series passed the consistency test in each discrete frequency point, which is not a quantitative credibility evaluation result and may not help the evaluation expert to grade credibility level of simulation system. Based on Welch’s periodogram and consistency test approach, a novel credibility quantification method using weight density function is proposed. Furthermore, the frequency analysis and credibility quantification process is provided. Finally, the credibility quantification of radiated noise in ship acoustic feature simulation indicates the method proposed is effective for periodic time series with complicated spectrum.

Nyckelord

Welch’s Periodogram, credibility quantification, line spectrum; periodic time series, model validation

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