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Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics
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| Published in: | Advanced Intelligent Systems |
|---|---|
| Format: | Online Article RSS Article |
| Published: |
2026
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| _version_ | 1870116637981540352 |
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| collection | WordPress RSS FRELIP Feed Integration |
| container_title | Advanced Intelligent Systems |
| description | |
| discipline_display | Artificial Intelligence |
| discipline_facet | Artificial Intelligence |
| format | Online Article RSS Article |
| genre | Journal Article |
| id | rss_article:100870 |
| institution | FRELIP |
| journal_source_facet | Advanced Intelligent Systems |
| last_indexed | 2026-07-08T03:43:26.021Z |
| publishDate | 2026 |
| publishDateSort | 2026 |
| record_format | rss_article |
| spellingShingle | Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics Artificial Intelligence General Artificial Intelligence |
| sub_discipline_display | General |
| sub_discipline_facet | General |
| subject_display | Artificial Intelligence General Artificial Intelligence |
| subject_facet | Artificial Intelligence General Artificial Intelligence |
| title | Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics |
| title_alt | Desenredando la incertidumbre aleatoria y epistémica en redes neuronales informadas por la física: aplicación a la prognosis de degradación de materiales aislantes Démêler l'incertitude aléatoire et épistémique dans les réseaux de neurones informés par la physique : application au pronostic de dégradation des matériaux isolants Desembaraçando Incerteza Aleatória e Epistêmica em Redes Neurais Informadas pela Física: Aplicação à Prognóstica de Degradação de Materiais Isolantes |
| title_auth | Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics |
| title_es_txt | Desenredando la incertidumbre aleatoria y epistémica en redes neuronales informadas por la física: aplicación a la prognosis de degradación de materiales aislantes |
| title_fr_txt | Démêler l'incertitude aléatoire et épistémique dans les réseaux de neurones informés par la physique : application au pronostic de dégradation des matériaux isolants |
| title_full | Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics |
| title_fullStr | Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics |
| title_full_unstemmed | Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics |
| title_pt_txt | Desembaraçando Incerteza Aleatória e Epistêmica em Redes Neurais Informadas pela Física: Aplicação à Prognóstica de Degradação de Materiais Isolantes |
| title_short | Disentangling Aleatoric and Epistemic Uncertainty in Physics‐Informed Neural Networks: Application to Insulation Material Degradation Prognostics |
| title_sort | disentangling aleatoric and epistemic uncertainty in physics‐informed neural networks: application to insulation material degradation prognostics |
| topic | Artificial Intelligence General Artificial Intelligence |
| url | https://advanced.onlinelibrary.wiley.com/doi/10.1002/aisy.202501502?af=R |