Fat-tailed failure strength distributions and manufacturing defects in advanced composites
Abstract This study investigates how manufacturing defects transform the statistical distribution of failure in carbon fiber-reinforced polymer composites under tension and compression loading. The analysis of tension and compression specimens reveals that defect-free composites exhibit relatively n...
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| Format: | Article |
| Language: | English |
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Nature Portfolio
2025-07-01
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| Series: | Scientific Reports |
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| Online Access: | https://doi.org/10.1038/s41598-025-06693-4 |
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| author | Rani Elhajjar |
| author_facet | Rani Elhajjar |
| author_sort | Rani Elhajjar |
| collection | DOAJ |
| description | Abstract This study investigates how manufacturing defects transform the statistical distribution of failure in carbon fiber-reinforced polymer composites under tension and compression loading. The analysis of tension and compression specimens reveals that defect-free composites exhibit relatively narrow, unimodal strength distributions. In contrast, specimens with porosity or fiber waviness develop more complex multimodal probability densities with fat-tailed distributions and substantially higher variability. Applying Jensen’s inequality demonstrates that this increased variability can be assessed to identify higher risk profiles. These findings indicate that defects in composites don’t simply reduce mean strength values but alter the statistical nature of composite failure, transforming thin-tailed, unimodal, well-behaved distributions into multimodal, fat-tailed ones. Such transformation necessitates more sophisticated probabilistic approaches for reliable design and strength prediction in safety-critical applications where understanding tail risk becomes crucial to proper risk management. |
| format | Article |
| id | doaj-art-b518dd2ec3f04a8b84c035abdd0fe0b2 |
| institution | Kabale University |
| issn | 2045-2322 |
| language | English |
| publishDate | 2025-07-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Scientific Reports |
| spelling | doaj-art-b518dd2ec3f04a8b84c035abdd0fe0b22025-08-20T03:45:56ZengNature PortfolioScientific Reports2045-23222025-07-0115111010.1038/s41598-025-06693-4Fat-tailed failure strength distributions and manufacturing defects in advanced compositesRani Elhajjar0College of Engineering and Applied Science, University of Wisconsin-MilwaukeeAbstract This study investigates how manufacturing defects transform the statistical distribution of failure in carbon fiber-reinforced polymer composites under tension and compression loading. The analysis of tension and compression specimens reveals that defect-free composites exhibit relatively narrow, unimodal strength distributions. In contrast, specimens with porosity or fiber waviness develop more complex multimodal probability densities with fat-tailed distributions and substantially higher variability. Applying Jensen’s inequality demonstrates that this increased variability can be assessed to identify higher risk profiles. These findings indicate that defects in composites don’t simply reduce mean strength values but alter the statistical nature of composite failure, transforming thin-tailed, unimodal, well-behaved distributions into multimodal, fat-tailed ones. Such transformation necessitates more sophisticated probabilistic approaches for reliable design and strength prediction in safety-critical applications where understanding tail risk becomes crucial to proper risk management.https://doi.org/10.1038/s41598-025-06693-4Fiber wavinessPorosityDefectsMultimodal distributionsFat-tailed risk |
| spellingShingle | Rani Elhajjar Fat-tailed failure strength distributions and manufacturing defects in advanced composites Scientific Reports Fiber waviness Porosity Defects Multimodal distributions Fat-tailed risk |
| title | Fat-tailed failure strength distributions and manufacturing defects in advanced composites |
| title_full | Fat-tailed failure strength distributions and manufacturing defects in advanced composites |
| title_fullStr | Fat-tailed failure strength distributions and manufacturing defects in advanced composites |
| title_full_unstemmed | Fat-tailed failure strength distributions and manufacturing defects in advanced composites |
| title_short | Fat-tailed failure strength distributions and manufacturing defects in advanced composites |
| title_sort | fat tailed failure strength distributions and manufacturing defects in advanced composites |
| topic | Fiber waviness Porosity Defects Multimodal distributions Fat-tailed risk |
| url | https://doi.org/10.1038/s41598-025-06693-4 |
| work_keys_str_mv | AT ranielhajjar fattailedfailurestrengthdistributionsandmanufacturingdefectsinadvancedcomposites |