A Dynamic Grey-Stochastic Model for Creep Degradation Analysis of Ceramic Matrix Composites with Limited Data.
Saved in:
| Title: | A Dynamic Grey-Stochastic Model for Creep Degradation Analysis of Ceramic Matrix Composites with Limited Data. |
|---|---|
| Authors: | Zhang, Shiyun1,2, Fang, Zhigeng1,2 zhigengfang@163.com, Yang, Yifan1,2, Du, Yangyang1,2, Tao, Liangyan1,2, Song, Zhengyu3, Wang, Xiaowei3 |
| Source: | Journal of Grey System. 2026, Vol. 38 Issue 2, p70-81. 12p. |
| Subjects: | Ceramic-matrix composites, Stochastic processes, Uncertainty (Information theory), Strains & stresses (Mechanics) |
| Abstract: | Aiming at the problems of scarce data, poor dynamic adaptability of models, and difficulty in uncertainty quantification faced in the prediction of high-temperature creep performance of SiC/SiC ceramic matrix composites for aero-engines, this paper proposes a degradation trajectory model integrating the metabolic GM(1,1) model, stochastic process, and grey cloud theory. By dynamically updating the data sequence, the model captures the creep trend in real time, and uses the grey cloud model to quantify the randomness and fuzziness in the creep process, realizing the cloud droplet distribution characterization of the performance degradation range. Case analysis shows that the proposed model outperforms traditional methods in both prediction accuracy and uncertainty quantification capability, providing an effective tool for the life assessment and reliability design of blade materials under extreme environments. [ABSTRACT FROM AUTHOR] |
| Copyright of Journal of Grey System is the property of Research Information Ltd. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
|---|---|
| Header | DbId: egs DbLabel: Engineering Source An: 193832190 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
| IllustrationInfo | |
| Items | – Name: Title Label: Title Group: Ti Data: A Dynamic Grey-Stochastic Model for Creep Degradation Analysis of Ceramic Matrix Composites with Limited Data. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Zhang%2C+Shiyun%22">Zhang, Shiyun</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AR" term="%22Fang%2C+Zhigeng%22">Fang, Zhigeng</searchLink><relatesTo>1,2</relatesTo><i> zhigengfang@163.com</i><br /><searchLink fieldCode="AR" term="%22Yang%2C+Yifan%22">Yang, Yifan</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AR" term="%22Du%2C+Yangyang%22">Du, Yangyang</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AR" term="%22Tao%2C+Liangyan%22">Tao, Liangyan</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AR" term="%22Song%2C+Zhengyu%22">Song, Zhengyu</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AR" term="%22Wang%2C+Xiaowei%22">Wang, Xiaowei</searchLink><relatesTo>3</relatesTo> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Journal+of+Grey+System%22">Journal of Grey System</searchLink>. 2026, Vol. 38 Issue 2, p70-81. 12p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Ceramic-matrix+composites%22">Ceramic-matrix composites</searchLink><br /><searchLink fieldCode="DE" term="%22Stochastic+processes%22">Stochastic processes</searchLink><br /><searchLink fieldCode="DE" term="%22Uncertainty+%28Information+theory%29%22">Uncertainty (Information theory)</searchLink><br /><searchLink fieldCode="DE" term="%22Strains+%26+stresses+%28Mechanics%29%22">Strains & stresses (Mechanics)</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Aiming at the problems of scarce data, poor dynamic adaptability of models, and difficulty in uncertainty quantification faced in the prediction of high-temperature creep performance of SiC/SiC ceramic matrix composites for aero-engines, this paper proposes a degradation trajectory model integrating the metabolic GM(1,1) model, stochastic process, and grey cloud theory. By dynamically updating the data sequence, the model captures the creep trend in real time, and uses the grey cloud model to quantify the randomness and fuzziness in the creep process, realizing the cloud droplet distribution characterization of the performance degradation range. Case analysis shows that the proposed model outperforms traditional methods in both prediction accuracy and uncertainty quantification capability, providing an effective tool for the life assessment and reliability design of blade materials under extreme environments. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Journal of Grey System is the property of Research Information Ltd. and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=egs&AN=193832190 |
| RecordInfo | BibRecord: BibEntity: Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 12 StartPage: 70 Subjects: – SubjectFull: Ceramic-matrix composites Type: general – SubjectFull: Stochastic processes Type: general – SubjectFull: Uncertainty (Information theory) Type: general – SubjectFull: Strains & stresses (Mechanics) Type: general Titles: – TitleFull: A Dynamic Grey-Stochastic Model for Creep Degradation Analysis of Ceramic Matrix Composites with Limited Data. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Zhang, Shiyun – PersonEntity: Name: NameFull: Fang, Zhigeng – PersonEntity: Name: NameFull: Yang, Yifan – PersonEntity: Name: NameFull: Du, Yangyang – PersonEntity: Name: NameFull: Tao, Liangyan – PersonEntity: Name: NameFull: Song, Zhengyu – PersonEntity: Name: NameFull: Wang, Xiaowei IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 03 Text: 2026 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 09573720 Numbering: – Type: volume Value: 38 – Type: issue Value: 2 Titles: – TitleFull: Journal of Grey System Type: main |
| ResultId | 1 |