We introduce a method to estimate the failure time of a class of weighted k-out-of-n systems using the idea of rational expectations, which to the best of our knowledge is a new approach, not found elsewhere in the existing literature. This paper explores the predictive power of several statistical indicators (variance, skewness, kurtosis, Gini coefficient, entropy) and shows how they perform differently as the system approaches global failure. The proposed method is shown to outperform a benchmark prediction model obtained without rational expectations, and our results offer a panoramic view of the predictive power of the statistical indicators under different assumptions about the initial weight distributions.

Statistical indicators for the optimal prediction of failure times of stochastic reliability systems: A rational expectations-based approach / Riccioni, Jessica; Andersen, Jorgen-Vitting; Cerqueti, Roy. - In: INFORMATION SCIENCES. - ISSN 0020-0255. - 689:(2024). [10.1016/j.ins.2024.121483]

Statistical indicators for the optimal prediction of failure times of stochastic reliability systems: A rational expectations-based approach

Cerqueti, Roy
2024

Abstract

We introduce a method to estimate the failure time of a class of weighted k-out-of-n systems using the idea of rational expectations, which to the best of our knowledge is a new approach, not found elsewhere in the existing literature. This paper explores the predictive power of several statistical indicators (variance, skewness, kurtosis, Gini coefficient, entropy) and shows how they perform differently as the system approaches global failure. The proposed method is shown to outperform a benchmark prediction model obtained without rational expectations, and our results offer a panoramic view of the predictive power of the statistical indicators under different assumptions about the initial weight distributions.
2024
Reliability; Statistical indicators; k-out-of-n weighted systems; System failure forecasting; Rational expectations
01 Pubblicazione su rivista::01a Articolo in rivista
Statistical indicators for the optimal prediction of failure times of stochastic reliability systems: A rational expectations-based approach / Riccioni, Jessica; Andersen, Jorgen-Vitting; Cerqueti, Roy. - In: INFORMATION SCIENCES. - ISSN 0020-0255. - 689:(2024). [10.1016/j.ins.2024.121483]
File allegati a questo prodotto
File Dimensione Formato  
Information Sciences Jessica Jorgen.pdf

solo gestori archivio

Tipologia: Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 4.31 MB
Formato Adobe PDF
4.31 MB Adobe PDF   Contatta l'autore

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1721697
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 0
  • ???jsp.display-item.citation.isi??? 0
social impact