AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture | Paper Citation Record

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This paper cites Data augmentation and deep learning methods in sound classification: A sys- tematic review.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Data augmentation and deep learning methods in sound classification: A sys- tematic review

Reference 1

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This paper cites Digital twin security: a perspective on efforts from standard- ization bodies.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital twin security: a perspective on efforts from standard- ization bodies

Reference 2

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This paper cites Amazon Mechanical Turk.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Amazon Mechanical Turk

Reference 3

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This paper cites AI-Assisted Human La- beling: Batching for Efficiency without Overre- liance.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture AI-Assisted Human La- beling: Batching for Efficiency without Overre- liance

Reference 4

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This paper cites Artifact Review and Badging Version 1.1.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Artifact Review and Badging Version 1.1

Reference 5

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This paper cites Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applications.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applications

Reference 6

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This paper cites Digital twin as risk-free experimentation aid for techno-socio-economic systems.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital twin as risk-free experimentation aid for techno-socio-economic systems

Reference 7

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This paper cites A survey on data augmenta- tion for text classification.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture A survey on data augmenta- tion for text classification

Reference 8

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Observation 61c9def4-f4b0-4d72-acc5-4e703176a89b · outbound

This paper cites Model-Driven Development of a Digital Twin for Injection Molding.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Model-Driven Development of a Digital Twin for Injection Molding

Reference 9

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This paper cites Model va- lidity and tolerance quantification for real-time adaptive approximation.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Model va- lidity and tolerance quantification for real-time adaptive approximation

Reference 10

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This paper cites Pytorch vs Tensorflow: A Head-to-Head Comparison.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Pytorch vs Tensorflow: A Head-to-Head Comparison

Reference 11

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Observation a4bbb622-85a0-4218-84cc-fe0a2ebdaf05 · outbound

This paper cites Digital twin–the simulation aspect.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital twin–the simulation aspect

Reference 12

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Observation a3c4987f-860a-4a52-91d8-958294bcf61b · outbound

This paper cites Closing the sim-to- real loop: Adapting simulation randomization with real world experience.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Closing the sim-to- real loop: Adapting simulation randomization with real world experience

Reference 13

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This paper cites Generative adversarial net- works: An overview.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Generative adversarial net- works: An overview

Reference 14

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This paper cites Opinion-Guided Reinforcement Learning.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Opinion-Guided Reinforcement Learning

Reference 15

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This paper cites A Cross-Domain Systematic Mapping Study on Software Engineering for Digital Twins.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture A Cross-Domain Systematic Mapping Study on Software Engineering for Digital Twins

Reference 16

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This paper cites Infonomics of Autonomous Digital Twins.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Infonomics of Autonomous Digital Twins

Reference 17

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Observation b73a0da2-812e-4415-955c-d1828b4575f2 · outbound

This paper cites Inference of Simulation Models in Digital Twins by Reinforcement Learning.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Inference of Simulation Models in Digital Twins by Reinforcement Learning

Reference 19

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This paper cites Automated Inference of Simulators in Digital Twins.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Automated Inference of Simulators in Digital Twins

Reference 20

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This paper cites Increasing the Speed and Accuracy of Data Labeling Through an AI Assisted Interface.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Increasing the Speed and Accuracy of Data Labeling Through an AI Assisted Interface

Reference 21

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This paper cites Sim2real transfer learning for 3D human pose estimation: AI Simulation by Digital Twins 27 motion to the rescue.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Sim2real transfer learning for 3D human pose estimation: AI Simulation by Digital Twins 27 motion to the rescue

Reference 22

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This paper cites Reference Archi- tectural Model Industrie 4.0 (RAMI4.0) – An Introduction.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Reference Archi- tectural Model Industrie 4.0 (RAMI4.0) – An Introduction

Reference 23

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This paper cites Awesome Digital Twins – In- teresting Papers.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Awesome Digital Twins – In- teresting Papers

Reference 24

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This paper cites A survey of data quality measurement and monitoring tools.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture A survey of data quality measurement and monitoring tools

Reference 25

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This paper cites What Is the Role of AI for Digital Twins?.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture What Is the Role of AI for Digital Twins?

Reference 26

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This paper cites Smart and collaborative industrial IoT: A federated learning and data space approach.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Smart and collaborative industrial IoT: A federated learning and data space approach

Reference 27

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This paper cites Standardisation in digital twin architectures in manufacturing.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Standardisation in digital twin architectures in manufacturing

Reference 28

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This paper cites Industry 4.0 Asset Ad- ministration Shell.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Industry 4.0 Asset Ad- ministration Shell

Reference 29

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This paper cites Big data preprocessing: methods and prospects.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Big data preprocessing: methods and prospects

Reference 30

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This paper cites Innovation Insight: AI Simulation.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Innovation Insight: AI Simulation

Reference 31

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This paper cites Ef- fectiveness and efficiency of search methods in systematic reviews of complex evidence: audit of primary sources.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Ef- fectiveness and efficiency of search methods in systematic reviews of complex evidence: audit of primary sources

Reference 32

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This paper cites 15 challenges for AI: or what AI (currently) can’t do.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture 15 challenges for AI: or what AI (currently) can’t do

Reference 33

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This paper cites Publish or Perish.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Publish or Perish

Reference 34

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This paper cites How Simulation Helps Autonomous Driving: A Survey of Sim2real, Digital Twins, and Parallel Intelligence.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture How Simulation Helps Autonomous Driving: A Survey of Sim2real, Digital Twins, and Parallel Intelligence

Reference 35

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This paper cites Digital Twins of Manufacturing Systems as a Base for Machine Learning.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital Twins of Manufacturing Systems as a Base for Machine Learning

Reference 36

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This paper cites Sim2Real Predictivity: Does Evaluation in Simulation Predict Real-World Performance?.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Sim2Real Predictivity: Does Evaluation in Simulation Predict Real-World Performance?

Reference 37

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This paper cites Edge Computing-Based Digital Twin Frame- work Based on ISO 23247 for Enhancing Data Processing Capabilities.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Edge Computing-Based Digital Twin Frame- work Based on ISO 23247 for Enhancing Data Processing Capabilities

Reference 38

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This paper cites Meta-sim: Learning to generate synthetic datasets.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Meta-sim: Learning to generate synthetic datasets

Reference 39

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This paper cites Guidelines for performing systematic literature reviews in software engineering.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Guidelines for performing systematic literature reviews in software engineering

Reference 40

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This paper cites Audio augmenta- tion for speech recognition.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Audio augmenta- tion for speech recognition

Reference 41

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Observation 819a6454-7c7d-479e-938b-71a3740b4487 · outbound

This paper cites Dig- 28 X. Liu and I. David ital Twin in manufacturing: A categorical literature review and classification.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Dig- 28 X. Liu and I. David ital Twin in manufacturing: A categorical literature review and classification

Reference 42

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This paper cites Constructing Neural Network Based Models for Simulating Dynamical Sys- tems.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Constructing Neural Network Based Models for Simulating Dynamical Sys- tems

Reference 43

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This paper cites AI Simulation by Digital Twins: Systematic Survey of the State of the Art and a Reference Framework.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture AI Simulation by Digital Twins: Systematic Survey of the State of the Art and a Reference Framework

Reference 44

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This paper cites Digital Twin Evolution for Sustain- able Smart Ecosystems.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital Twin Evolution for Sustain- able Smart Ecosystems

Reference 45

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This paper cites Digital Twins: A Survey on Enabling Technologies, Challenges, Trends and Future Prospects.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital Twins: A Survey on Enabling Technologies, Challenges, Trends and Future Prospects

Reference 46

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Observation 60a812ac-7694-4490-9553-03c99aa3ad11 · outbound

This paper cites Towards an Ontological Framework for Validity Frames.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Towards an Ontological Framework for Validity Frames

Reference 47

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This paper cites Current trends in digital twin development, maintenance, and operation: an in- terview study.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Current trends in digital twin development, maintenance, and operation: an in- terview study

Reference 48

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This paper cites Data augmentation: A comprehensive survey of mod- ern approaches.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Data augmentation: A comprehensive survey of mod- ern approaches

Reference 49

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Observation d0f406c2-0ac9-4979-9cc8-bc628c01cd36 · outbound

This paper cites Is Seeing Still Believ- ing? Leveraging Deepfake Technology for Livestock Farming.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Is Seeing Still Believ- ing? Leveraging Deepfake Technology for Livestock Farming

Reference 50

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Observation 94f45ded-d1f2-4ce6-8d25-614b9b9283a2 · outbound

This paper cites Semi-automatic semantic an- notation of PubMed queries: a study on quality, efficiency, satisfaction.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Semi-automatic semantic an- notation of PubMed queries: a study on quality, efficiency, satisfaction

Reference 51

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Observation fd1b057c-83a9-444a-8ff6-e48f9d8b9a3d · outbound

This paper cites ARIMA model building and the time series analysis approach to forecast- ing.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture ARIMA model building and the time series analysis approach to forecast- ing

Reference 52

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Observation 8dd2cc0c-d99d-4127-9001-9bcb3703cc7a · outbound

This paper cites Hu- man vs ChatGPT: Effect of Data Annotation in Interpretable Crisis-Related Microblog Classification.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Hu- man vs ChatGPT: Effect of Data Annotation in Interpretable Crisis-Related Microblog Classification

Reference 53

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AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture COOCK project Smart Port 2025 D3.1: "To Twin Or Not To Twin"

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:58:09.351562Z

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Observation fbe1723f-e0b8-4ea0-91d7-636c69447982 · outbound

This paper cites A sur- vey on hardware accelerators: Taxonomy, trends, challenges, and perspectives.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture A sur- vey on hardware accelerators: Taxonomy, trends, challenges, and perspectives

Reference 55

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This paper cites A generic model for sustainability with process- and product-specific instances.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture A generic model for sustainability with process- and product-specific instances

Reference 56

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T05:58:09.251340Z

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This paper cites Systematic mapping studies in software engineering.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Systematic mapping studies in software engineering

Reference 57

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Observation d5ad1f46-de9e-4921-bacc-ba2478dbcca8 · outbound

This paper cites Guidelines for conducting systematic mapping studies in software engineering: An up- date.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Guidelines for conducting systematic mapping studies in software engineering: An up- date

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.390264Z

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This paper cites Digital Twin and Big Data Towards Smart Manufacturing and Indus- try 4.0: 360 Degree Comparison.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital Twin and Big Data Towards Smart Manufacturing and Indus- try 4.0: 360 Degree Comparison

Reference 59

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T05:58:09.179476Z

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This paper cites Simulation.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Simulation

Reference 60

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Observation 1a8585db-a87d-4f34-bebb-9b71ee3d6c31 · outbound

This paper cites doi: https : / / doi.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture doi: https : / / doi

Reference 61

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This paper cites Use case scenarios for digital twin implementation based on ISO 23247.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Use case scenarios for digital twin implementation based on ISO 23247

Reference 62

Resolution: verified exact; doi, observed 2026-08-07T05:58:08.651711Z

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Observation a17ad702-d7c8-4f79-8a3f-44386742e736 · outbound

This paper cites Digital Twins for Advanced Manu- facturing: The Standardized Approach.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital Twins for Advanced Manu- facturing: The Standardized Approach

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.348268Z

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Observation 95daccc3-3a5c-4276-a980-8f3b4d345b7a · outbound

This paper cites Bridging the Si- los of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Bridging the Si- los of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review

Reference 64

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This paper cites Connectionist AI, symbolic AI, and the brain.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Connectionist AI, symbolic AI, and the brain

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.319066Z

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Observation 819dfb99-e074-4ae2-8f63-3621a91ce7a3 · outbound

This paper cites Rein- forcement learning: An introduction.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Rein- forcement learning: An introduction

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.305078Z

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Observation ba281ee2-d4ba-4ad7-9740-58f8db820186 · outbound

This paper cites Assessing the Ability of ChatGPT to Screen Articles for Systematic Reviews.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Assessing the Ability of ChatGPT to Screen Articles for Systematic Reviews

Reference 67

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AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture A survey on image data augmentation for deep learning

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.333020Z

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Observation 394e59ec-138e-4cd3-a4c0-921a5195c6f8 · outbound

This paper cites Sim-to-Real: Learning Agile Locomotion For Quadruped Robots.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Sim-to-Real: Learning Agile Locomotion For Quadruped Robots

Reference 69

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This paper cites Development of Digital Twin for Load Center on the Example of Distribution Network of an Ur- ban District.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Development of Digital Twin for Load Center on the Example of Distribution Network of an Ur- ban District

Reference 70

Resolution: verified exact; raw_fallback, observed 2026-08-07T05:58:08.997969Z

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Observation 5df0f4fd-b7fc-4610-8a79-93df7ed75bc6 · outbound

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AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Challenges in Implementing Digital Twins – A Survey

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.289717Z

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Observation a02f62d1-d6fc-4c50-89f7-4b6eae917b47 · outbound

This paper cites Screening articles for systematic reviews with ChatGPT.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Screening articles for systematic reviews with ChatGPT

Reference 72

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This paper cites An introduction to multi- paradigm modelling and simulation.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture An introduction to multi- paradigm modelling and simulation

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.276425Z

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Observation 0e8f1d9d-8b2b-4664-a7e6-0a39aff3380f · outbound

This paper cites Digital Twin Development and Operation of a Flexible Man- ufacturing Cell using ISO 23247.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Digital Twin Development and Operation of a Flexible Man- ufacturing Cell using ISO 23247

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.262581Z

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Observation 4ed2c575-61bb-4e2e-b0a2-745e629c1311 · outbound

This paper cites Six strate- gies for generalizing software engineering the- ories.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Six strate- gies for generalizing software engineering the- ories

Reference 75

Resolution: verified exact; doi, observed 2026-08-07T05:58:08.626790Z

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Observation ce48dbe6-47a3-4f66-afb0-6ccb6e734819 · outbound

This paper cites Validity Frame–enabled model-based en- gineering processes.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Validity Frame–enabled model-based en- gineering processes

Reference 76

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This paper cites Guidelines for the search strategy to update systematic liter- ature reviews in software engineering.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Guidelines for the search strategy to update systematic liter- ature reviews in software engineering

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.248728Z

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Observation ca5933c5-31e3-4389-bda2-a2d5628fd5d0 · outbound

This paper cites An Adapted Model of Cognitive Digital Twins for Building Lifecycle Management.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture An Adapted Model of Cognitive Digital Twins for Building Lifecycle Management

Reference 78

Resolution: verified exact; doi, observed 2026-08-07T05:58:08.612732Z

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Observation 9d0f92ac-247d-4f3c-901d-96c39fc6325a · outbound

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AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Theory of modeling and simulation: discrete event & iterative system computational foundations

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:58:10.234348Z

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Observation f981ee62-1cbc-4193-bd00-c05dc8092556 · outbound

This paper cites Guidelines for snowballing in systematic literature studies and a replication in software engineering.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Guidelines for snowballing in systematic literature studies and a replication in software engineering

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:08.540243Z

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This paper cites Machine learn- ing on big data: Opportunities and chal- lenges.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Machine learn- ing on big data: Opportunities and chal- lenges

Reference 81

Resolution: verified exact; doi, observed 2026-08-07T05:58:08.598224Z

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Observation 0e1c2eb4-8dc8-46eb-ab10-37314c502926 · outbound

This paper cites Sim-to-Real Transfer in Deep Re- inforcement Learning for Robotics: a Survey.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Sim-to-Real Transfer in Deep Re- inforcement Learning for Robotics: a Survey

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:08.556620Z

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Observation 99bccea4-dc84-434a-8f6a-86f99a550203 · outbound

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AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Unresolved cited work

Reference 365

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:58:10.536522Z

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Observation bf8c2931-482c-468b-99ec-7b9338f20074 · outbound

This paper cites doi: 10.3390/ai4030038.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture doi: 10.3390/ai4030038

Reference 728

Resolution: verified exact; doi, observed 2026-08-07T05:58:08.705452Z

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Observation d3b6adf9-28f2-42f1-9756-6b3e086f4a8c · outbound

This paper cites Bridging the Silos of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review.

AI Simulation by Digital Twins: Systematic Survey, Reference Framework, and Mapping to a Standardized Architecture Bridging the Silos of Digitalization and Sustainability by Twin Transition: A Multivocal Literature Review

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T05:58:08.477322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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