Artificial intelligence in real-time diagnostics and prognostics of composite materials and its uncertainties - A review (Record no. 55373)

MARC details
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control field MX-MdCICY
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control field 20250625164352.0
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Transcribing agency CICY
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Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) B-21306
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Title Artificial intelligence in real-time diagnostics and prognostics of composite materials and its uncertainties - A review
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Series statement Smart Materials and Structures. 30(8), 83001, 2021, DOI: 10.1088/1361-665X/ac099f
520 3# - SUMMARY, ETC.
Summary, etc. In the era of the 4th industrial revolution of big data, artificial intelligence (AI) is widely used in each and every field of composite materials which includes design and analysis, material storage, manufacturing, non-destructive testing, structural health monitoring (SHM) and prognostics of its remaining useful life, material state (MS) and damage modes. While these AI models are rapidly developed and integrated into the industrial internet of things to keep track of the health of a composite material from its birth to death, these integrations remain uncertain for prognostics without the certainty of its previous MS. This article is a comprehensive review of the AI models being developed over the past few decades in the field of SHM and prognostics health management of polymer matrix composites. It further analyzes the real gaps between these developments and the nature of uncertainty of these methods. Finally, the pipeline for the real-time prognostics from birth to death, hybrid approaches, uncertainty quantification of data-driven and physics-based systems, and its reliability standards to such complex advanced composite materials are discussed. This paper will be focused as a basic guide for researchers implementing AI in composites for diagnosis, prognosis, and control. © 2021 IOP Publishing Ltd.
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element ARTIFICIAL INTELLIGENCE
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element COMPOSITE MATERIALS
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Topical term or geographic name entry element CONDITION BASED MAINTENANCE
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element DAMAGE
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element MACHINE LEARNING
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element PROGNOSTICS HEALTH MANAGEMENT
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element STRUCTURAL HEALTH MONITORING
700 12 - ADDED ENTRY--PERSONAL NAME
Personal name Elenchezhian M.R.P.
700 12 - ADDED ENTRY--PERSONAL NAME
Personal name Vadlamudi V.
700 12 - ADDED ENTRY--PERSONAL NAME
Personal name Raihan R.
700 12 - ADDED ENTRY--PERSONAL NAME
Personal name Reifsnider K.
700 12 - ADDED ENTRY--PERSONAL NAME
Personal name Reifsnider E.
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://drive.google.com/file/d/1BgzQLbZrCpm8arOnY9gH3ySepilz3P3g/view?usp=drivesdk">https://drive.google.com/file/d/1BgzQLbZrCpm8arOnY9gH3ySepilz3P3g/view?usp=drivesdk</a>
Public note Para ver el documento ingresa a Google con tu cuenta @cicy.edu.mx
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Source of classification or shelving scheme Clasificación local
Koha item type Documentos solicitados
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  Clasificación local     Ref1 CICY CICY Documento préstamo interbibliotecario 25.06.2025   B-21306 25.06.2025 25.06.2025 Documentos solicitados