Statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk: Some investigations and applications of neural networks

Alok Sinha

doi:10.1115/GT2006-90088

Statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk: Some investigations and applications of neural networks

Alok Sinha

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

6 Scopus citations

Abstract

This paper examines the nature of the statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk. Monte Carlo simulations are performed for a range of values of the structural coupling between blades and the standard deviation of mistuning. First, it is determined if the statistical distribution of a peak maximum amplitude can be called three-parameter Weibull in general. Next, using a neural network, a functional relationship between the statistics of the peak maximum amplitude ;e.g., parameters of Weibull distribution, statistical moments, 99 percentile amplitude, and input parameters (structural coupling between blades and standard deviation of mistuning) is developed.

Original language	English (US)
Title of host publication	Proceedings of the ASME Turbo Expo 2006 - Power for Land, Sea, and Air
Pages	739-747
Number of pages	9
DOIs	https://doi.org/10.1115/GT2006-90088
State	Published - Nov 14 2006
Event	2006 ASME 51st Turbo Expo - Barcelona, Spain Duration: May 6 2006 → May 11 2006

Publication series

Name	Proceedings of the ASME Turbo Expo
Volume	5 PART B

Other

Other	2006 ASME 51st Turbo Expo
Country/Territory	Spain
City	Barcelona
Period	5/6/06 → 5/11/06

All Science Journal Classification (ASJC) codes

General Engineering

Access to Document

10.1115/GT2006-90088

Cite this

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title = "Statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk: Some investigations and applications of neural networks",

abstract = "This paper examines the nature of the statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk. Monte Carlo simulations are performed for a range of values of the structural coupling between blades and the standard deviation of mistuning. First, it is determined if the statistical distribution of a peak maximum amplitude can be called three-parameter Weibull in general. Next, using a neural network, a functional relationship between the statistics of the peak maximum amplitude ;e.g., parameters of Weibull distribution, statistical moments, 99 percentile amplitude, and input parameters (structural coupling between blades and standard deviation of mistuning) is developed.",

author = "Alok Sinha",

year = "2006",

month = nov,

day = "14",

doi = "10.1115/GT2006-90088",

language = "English (US)",

isbn = "0791842401",

series = "Proceedings of the ASME Turbo Expo",

pages = "739--747",

booktitle = "Proceedings of the ASME Turbo Expo 2006 - Power for Land, Sea, and Air",

note = "2006 ASME 51st Turbo Expo ; Conference date: 06-05-2006 Through 11-05-2006",

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Sinha, A 2006, Statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk: Some investigations and applications of neural networks. in Proceedings of the ASME Turbo Expo 2006 - Power for Land, Sea, and Air. Proceedings of the ASME Turbo Expo, vol. 5 PART B, pp. 739-747, 2006 ASME 51st Turbo Expo, Barcelona, Spain, 5/6/06. https://doi.org/10.1115/GT2006-90088

Statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk: Some investigations and applications of neural networks. / Sinha, Alok.
Proceedings of the ASME Turbo Expo 2006 - Power for Land, Sea, and Air. 2006. p. 739-747 (Proceedings of the ASME Turbo Expo; Vol. 5 PART B).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

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N2 - This paper examines the nature of the statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk. Monte Carlo simulations are performed for a range of values of the structural coupling between blades and the standard deviation of mistuning. First, it is determined if the statistical distribution of a peak maximum amplitude can be called three-parameter Weibull in general. Next, using a neural network, a functional relationship between the statistics of the peak maximum amplitude ;e.g., parameters of Weibull distribution, statistical moments, 99 percentile amplitude, and input parameters (structural coupling between blades and standard deviation of mistuning) is developed.

AB - This paper examines the nature of the statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk. Monte Carlo simulations are performed for a range of values of the structural coupling between blades and the standard deviation of mistuning. First, it is determined if the statistical distribution of a peak maximum amplitude can be called three-parameter Weibull in general. Next, using a neural network, a functional relationship between the statistics of the peak maximum amplitude ;e.g., parameters of Weibull distribution, statistical moments, 99 percentile amplitude, and input parameters (structural coupling between blades and standard deviation of mistuning) is developed.

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Statistical distribution of the peak maximum amplitude of the forced response of a mistuned bladed disk: Some investigations and applications of neural networks

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