Generative AI-Empowered Digital Twin: A Comprehensive Survey With Taxonomy

Generative artificial intelligence (GenAI) and digital twin (DT) technologies have individually demonstrated valuable capabilities across a range of fields. Their integration, however, offers a unique synergy with the potential to bring meaningful advancements in various sectors. In this survey, we explore the fusion of GenAI and DT, highlighting their combined ability to enhance insights, optimizations, and innovative solutions. We begin by clarifying the core principles of each technology and then outline their collaborative applications. Furthermore, we provide a detailed taxonomy of areas where GenAI has been leveraged within the realm of DT, and conversely, where DT technology has been enhanced through GenAI techniques. By systematically categorizing these applications, we aim to offer a clear perspective on the interplay between GenAI and DT across different sectors.

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Publication Details

Journal
IEEE Transactions on Industrial Informatics
Published
2025-03-22
DOI
https://doi.org/10.1109/tii.2025.3540473
Citations
11
Primary Topic
Digital Transformation in Industry
Type
article
Field-Weighted Citation Impact
13.67
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article

Generative AI-Empowered Digital Twin: A Comprehensive Survey With Taxonomy

Francesco Piccialli, Diletta Chiaro, Antonio Pescapè, Pian Qi
11 citations
IEEE Transactions on Industrial Informatics
Digital Transformation in Industry
13.67
article

Generative AI-Empowered Digital Twin: A Comprehensive Survey With Taxonomy

Francesco Piccialli, Diletta Chiaro, Antonio Pescapè, Pian Qi
article en
11 citations

Abstract

Generative artificial intelligence (GenAI) and digital twin (DT) technologies have individually demonstrated valuable capabilities across a range of fields. Their integration, however, offers a unique synergy with the potential to bring meaningful advancements in various sectors. In this survey, we explore the fusion of GenAI and DT, highlighting their combined ability to enhance insights, optimizations, and innovative solutions. We begin by clarifying the core principles of each technology and then outline their collaborative applications. Furthermore, we provide a detailed taxonomy of areas where GenAI has been leveraged within the realm of DT, and conversely, where DT technology has been enhanced through GenAI techniques. By systematically categorizing these applications, we aim to offer a clear perspective on the interplay between GenAI and DT across different sectors.

IEEE Transactions on Industrial InformaticsVol. 21(6)
University of Naples Federico II (IT)
Openalex Percentile: Top 1%
Digital Transformation in Industry
13.67
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