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RELIABILITY ANALYSIS BASED ON THE STATISTICAL MOMENTS CALCULATION AND FITTING OF THE PERFORMANCE FUNCTION'S PROBABILITY DENSITY FUNCTION


Pirić, Karlo
RELIABILITY ANALYSIS BASED ON THE STATISTICAL MOMENTS CALCULATION AND FITTING OF THE PERFORMANCE FUNCTION'S PROBABILITY DENSITY FUNCTION // Integrating Structural Analysis, Risk & Reliability, 6th International ASRANet Conference
Glasgow, 2012. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


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Naslov
RELIABILITY ANALYSIS BASED ON THE STATISTICAL MOMENTS CALCULATION AND FITTING OF THE PERFORMANCE FUNCTION'S PROBABILITY DENSITY FUNCTION

Autori
Pirić, Karlo

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Integrating Structural Analysis, Risk & Reliability, 6th International ASRANet Conference / - Glasgow, 2012

Skup
6th International ASRANet Conference

Mjesto i datum
Glasgow, Ujedinjeno Kraljevstvo, 02.07.2012. - 04.07.2012

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
analiza pouzdanosti; metoda smanjenja dimenzionalnosti; superpozicija normalnih distribucija
(reliability analysis; dimension reduction method; superposition of normal distributions)

Sažetak
This paper presents a reliability analysis approach which is composed of raw statistical moments calculation and fitting of performance function’s probability density function (PDF). Raw statistical moments are calculated using univariate dimension reduction method (DRM) with Gauss-Hermite integration points. After raw statistical moments are obtained, fitting of probability density function is performed by superposition of normal distributions (SND). Assuming that PDF can be decomposed on a number of different normal distributions, weight of each distribution can be obtained by solving linear system equations that is made of the raw statistical moments of each normal distribution. Nelder-Mead search algorithm is used for final refinement of the PDF. A few numerical examples are presented and obtained results are compared with the Monte Carlo simulation (MCS) and first order reliability method (FORM). The method, due to small number of system evaluations needed, can be very useful for the multicriterial design processes using reliability/risk based design attributes.

Izvorni jezik
Engleski

Znanstvena područja
Brodogradnja



POVEZANOST RADA


Projekti:
120-1201829-1671 - Višekriterijski projektni modeli u osnivanju i konstrukciji broda i zrakoplova (Žanić, Vedran, MZOS ) ( CroRIS)

Ustanove:
Fakultet strojarstva i brodogradnje, Zagreb

Profili:

Avatar Url Karlo Pirić (autor)


Citiraj ovu publikaciju:

Pirić, Karlo
RELIABILITY ANALYSIS BASED ON THE STATISTICAL MOMENTS CALCULATION AND FITTING OF THE PERFORMANCE FUNCTION'S PROBABILITY DENSITY FUNCTION // Integrating Structural Analysis, Risk & Reliability, 6th International ASRANet Conference
Glasgow, 2012. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Pirić, K. (2012) RELIABILITY ANALYSIS BASED ON THE STATISTICAL MOMENTS CALCULATION AND FITTING OF THE PERFORMANCE FUNCTION'S PROBABILITY DENSITY FUNCTION. U: Integrating Structural Analysis, Risk & Reliability, 6th International ASRANet Conference.
@article{article, author = {Piri\'{c}, Karlo}, year = {2012}, keywords = {analiza pouzdanosti, metoda smanjenja dimenzionalnosti, superpozicija normalnih distribucija}, title = {RELIABILITY ANALYSIS BASED ON THE STATISTICAL MOMENTS CALCULATION AND FITTING OF THE PERFORMANCE FUNCTION'S PROBABILITY DENSITY FUNCTION}, keyword = {analiza pouzdanosti, metoda smanjenja dimenzionalnosti, superpozicija normalnih distribucija}, publisherplace = {Glasgow, Ujedinjeno Kraljevstvo} }
@article{article, author = {Piri\'{c}, Karlo}, year = {2012}, keywords = {reliability analysis, dimension reduction method, superposition of normal distributions}, title = {RELIABILITY ANALYSIS BASED ON THE STATISTICAL MOMENTS CALCULATION AND FITTING OF THE PERFORMANCE FUNCTION'S PROBABILITY DENSITY FUNCTION}, keyword = {reliability analysis, dimension reduction method, superposition of normal distributions}, publisherplace = {Glasgow, Ujedinjeno Kraljevstvo} }




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