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Paper Citation Record · LEDGER

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

As of 15 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 0 inbound Pith citation observations for arXiv:2506.06580.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.06580 v2

Coverage vector

measured 84 of 84 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:58:08.560649Z

measured 84 of 84 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

84 of 84 outbound references displayed

  • verified exact7
  • verified fuzzy42
  • unresolved26
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation af55751c-b747-4992-a033-8c436e9f41a7 · outbound

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2bd58c93-5e7b-46f7-83b7-21b64278ab20 · outbound

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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Observation faf87499-e09d-4912-8b19-9fd924b49643 · outbound

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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Observation 4068da43-62a8-43ab-9d33-21a386813da9 · outbound

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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Unavailable: canonical work link unavailable.

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Observation 67474e4f-163e-4110-af89-0a7aef3ae31e · outbound

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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Source-reported events for the cited work

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Observation 3f173e34-26c2-44d3-b0a5-3067d0ffb27e · outbound

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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Unavailable: canonical work link unavailable.

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Observation 8387e013-f102-4e20-a778-84c7666d889b · outbound

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.244816Z digest=sha256:e168b4b2157ef559eb0795500a8200f17d5b51e9b98f516865e3c46be5438325

Observation dbf95708-6750-4df6-9369-49cfd4719617 · outbound

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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raw_fallback, observed 2026-08-07T05:58:10.816015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 2c139e89-0f6e-4220-ab5d-feee9c4360e8 · outbound

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 694310f8-8820-418d-896a-541720487f81 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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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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verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.776840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 6a0dd2ee-0774-47b3-ad28-7ee391e3625d · outbound

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation c4d6f233-c882-4577-88aa-d2df6d6525b7 · outbound

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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Source-reported events for the cited work

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Observation 7c7f2f75-6f29-448e-907f-d7c9c7435823 · outbound

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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raw_fallback, observed 2026-08-07T05:58:10.736597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 67f08730-d779-451b-b067-e0e289f44695 · outbound

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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raw_fallback, observed 2026-08-07T05:58:10.722989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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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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Source-reported events for the cited work

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Observation 652e33d2-dd80-4c5e-bcc7-a06deabbb90e · outbound

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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Unavailable: canonical work link unavailable.

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Observation 8d7aeb50-f328-49f4-bb67-558144ebd631 · outbound

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 503cf71d-3bcf-410b-a52e-0d0145fcf944 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 84c50d2e-6235-4117-8d25-3d0aa9297982 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation c501784e-91c9-4cab-b793-fc4ac6bcfd0b · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 0280506d-cf22-424c-86e1-9cf604e8af2d · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 100ceb5a-0e2d-4176-b749-42b8c21f071a · outbound

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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raw_fallback, observed 2026-08-07T05:58:10.642312Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation f8ee3dd2-c353-41c1-b938-e0c02e6620a4 · outbound

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation c0252566-4f86-4dd0-bc5d-965ef7767c52 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation d9733bd9-c3c6-4262-8877-6012025bbc16 · outbound

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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raw_fallback, observed 2026-08-07T05:58:10.602939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation cab93fd4-14cf-4cc3-a09f-84507c6a76c4 · outbound

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation fe137870-5cec-4cf4-82ee-3ee9783ca5e8 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.345551Z digest=sha256:3399ecad5a64a4583d4a2b68ea483c71c9ac324e94f82229b5ce85fe16d42a33

Observation 8c02e5c7-25e3-4e38-972d-284e7dfc6fcc · outbound

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 4e7d9a24-a914-4239-b22e-22d888ec83e5 · outbound

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 95b6406e-71c8-4b6b-af80-49a5b7d7b66f · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation cafd3dd9-d818-4c63-8dd9-c2444dd591e1 · outbound

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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no resolver link, observed 2026-08-07T05:58:08.365778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.365778Z digest=sha256:47ee4bef11c0e5de5afbab078a2ef36c0f7c5a5a3beaaef2f12ce2e9272860e2

Observation 1560aff9-ef5c-4bd8-86d8-81c20c891205 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.369910Z digest=sha256:705554732f75d5e01ea384eea15103f71c91cccfd6459bcb7413f2193c78cb78

Observation 50cb5343-235d-40f0-9669-8204be7898e3 · outbound

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.373629Z digest=sha256:173463de679a747ffefa6bd76d68674973df014e361f50d3fb6299976848e1a3

Observation fcc2892f-b5e9-4998-85ec-32dc3bf49895 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.377551Z digest=sha256:d86702e02fb522d37066f4ca9853e9fc040d6da18793de1be7c4ffa06be688d3

Observation fed48704-ebcd-4272-83c2-5c9e6ff2c2de · outbound

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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verified fuzzy
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.381495Z digest=sha256:91715653f9f26bb3f7ccddb12bd6035710fcb7d3850f4fb01cfe9c3e519d40d5

Observation 725bcf10-3f81-46ff-a616-b3373cfd9a62 · outbound

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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verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.470256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.385412Z digest=sha256:9df62484edd07cb8179bb3c05f2ff71ad7b11fca518034502cd467265d5dea43

Observation 583c729e-1573-4c2c-ad06-de8a0d655857 · outbound

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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verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.457353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.389553Z digest=sha256:f3745b2e9ca5ad8ce4920b0dd7ebf0b5fe23fe1abc851c6801a02aba3aad1de6

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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source=pdf_text observed=2026-08-07T05:58:08.393452Z digest=sha256:5ea0919834037f253b8ab717305f76c4d2eeeb0cf0faa63ed6e4b076e7ff4d38

Observation 66e9dd7f-2c24-4948-9dc3-4040a3575034 · outbound

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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source=pdf_text observed=2026-08-07T05:58:08.397262Z digest=sha256:b9f907964bea04fb0e26cdfce91a60eeca5a4ad2026d158905537fc2551d9fc4

Observation b3dc2f48-f6cc-455f-a5d8-9101b526f0e8 · outbound

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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no resolver link, observed 2026-08-07T05:58:08.401364Z

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source=pdf_text observed=2026-08-07T05:58:08.401364Z digest=sha256:684c12101f068683089e609aa05b3adc3b70c86fa374e9a4d1ba5c2ff0d915ba

Observation 5c76d6e6-53a4-4715-9637-afe4a0fcd998 · outbound

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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no resolver link, observed 2026-08-07T05:58:08.405292Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.405292Z digest=sha256:265114c91b310836ed182c55e4ccfb44947d487cd5ec9615d527a28bba40d086

Observation 51f7fbba-4556-496f-8ce7-177873b1a441 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.409299Z digest=sha256:3b95381a8335fdf7f7ceb86dc1a3ce6445905b312819874b82ac3d6b207794b2

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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no resolver link, observed 2026-08-07T05:58:08.413308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.413308Z digest=sha256:05e2fce0aaf170ed5f3400d48d9b81bca05b1084f02839142d0908f7f601c454

Observation aeb119e6-270d-48f4-ace6-736d22a9c815 · outbound

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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no resolver link, observed 2026-08-07T05:58:08.417352Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T05:58:08.417352Z digest=sha256:c101c55cbecf2a54ef91551ffa9c5b739da637d094e90b12e67dd7b25e0f2aec

Observation a7db1072-f113-42c9-af4c-625c52f22430 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.421628Z digest=sha256:2ebcd8e99f82123dfa4a50d27c01c6c3a157591ecc5eef66dd864c2e6dee4cd6

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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metadata mismatch
raw_fallback, observed 2026-08-07T05:58:09.499989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.425603Z digest=sha256:cb0989b1332b68249e04d5e6505a4ff6a149de9f4b59925937b32acf3449fa11

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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verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.431010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.429405Z digest=sha256:eb3c7eb90f620c8b08ef7d2b8a22324d28fa1b1c2df82fd9460572668fd3b34a

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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raw_fallback, observed 2026-08-07T05:58:10.417533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.433181Z digest=sha256:18b4203729c0b327339875279321bec3aed754b9f60201cdfbe7413ad2745613

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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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T05:58:08.437128Z digest=sha256:c613fc740a4b3990a726589e2a240f582b04696a6c880b15cf3f942a40725e94

Observation b2d5639d-2838-4580-b3c1-d9c0fef62cff · outbound

This paper cites COOCK project Smart Port 2025 D3.1: "To Twin Or Not To Twin".

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.440930Z digest=sha256:18efe8533b0b707c3dce03535ccae557144431fe1548ffa188f7f4f3a0d351f9

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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raw_fallback, observed 2026-08-07T05:58:09.332018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.445018Z digest=sha256:45c9a6dfb4bbd5dd480e3d2f013ac71cbb7ee48d590882c3eaadedc57f7e4bcb

Observation 43458504-47be-4e5d-b8c1-ce4c3d0b6058 · outbound

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.448884Z digest=sha256:88a4b03fd225c605ac878681c036a4e1b0023a811c9eb32b418da419ecc321c0

Observation 8c7d6c49-6d2b-4050-9beb-f13d23c3e193 · outbound

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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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.453219Z digest=sha256:4a2e3e00aa1812710c6e0db9406b29d459bec68b8a0372b5f916d39b8cdf5309

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.456956Z digest=sha256:9dc45a0994e8fcba00f8dc7bfc4bc1c6316bd82eb7e10fdfdd893dcb33cf9328

Observation 61998c47-85c0-45e0-bea2-07049b849306 · outbound

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.465001Z digest=sha256:a7c6eb203a733b167a4fa1b07843aee64fd80b405cee61af9a8ee4fca047ab5b

Observation 3cf12d63-9517-4af4-8462-921b99433bb5 · outbound

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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verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.376392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.469193Z digest=sha256:465645cd6346eaf269d9eafd7137c21578a2a8ecd63dd96f8023e5f876af144b

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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no resolver link, observed 2026-08-07T05:58:08.461050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.461050Z digest=sha256:5a0c2ee831dc27d4496c1eee7914372caeb4d0520dd5f56c7863927ba6fb4ee5

Observation 1a955e29-4737-424a-8487-1b172d151258 · outbound

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.481812Z digest=sha256:f22a8d31a7cb14f162539dd1297964e74f7fcee60cff8d701503d5709e06f4d7

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.486374Z digest=sha256:47ef1c71b8e99185af799665cf0e30a7efe28529ae8725b39fb88ad60756c07c

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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verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.362400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.473149Z digest=sha256:988797c7d294d010c781cef3da03c2b4e0c9e122f98336994cfe4c8d53682cbb

Observation 51f288ba-07a7-4d94-8800-e7fe77d0ceca · outbound

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.494074Z digest=sha256:a6ea19419aba842deac09fb810e4407302bbdfb6d206d0d02de28f347fca5585

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.498018Z digest=sha256:c2ecd8b2fce701155454f95ad41cb7b32feb9d995dbad67978c063b2e2907c01

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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unresolved
no resolver link, observed 2026-08-07T05:58:08.501813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.501813Z digest=sha256:ad24cdc866dad2a651e45608d5eb60396e25cf471a4431f19b8ab47287f2105b

Observation e9cfadca-f173-41ec-acaa-6b197ee1e4c2 · outbound

This paper cites A survey on image data augmentation for deep learning.

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T05:58:08.490342Z digest=sha256:8c1f4c7b9dee79c46cd97844529157f43c88b1ccef70b806dc18bbaae0fa7f39

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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unresolved
no resolver link, observed 2026-08-07T05:58:08.510160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.510160Z digest=sha256:e84b7733b538e97639e7c4b7b4eb5da7ce4eccacae0ca7dcf848203e45e1e231

Observation 5927f5d4-5015-457d-9718-496fb2de3b07 · outbound

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

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

This paper cites Challenges in Implementing Digital Twins – A Survey.

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

Reference 71

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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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Observation 5c90cbb0-1c33-49d7-b60d-71c12dc6d656 · outbound

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

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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

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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

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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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Observation fbe58d8f-76d3-41ec-9d51-87c36b578724 · outbound

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

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

This paper cites Theory of modeling and simulation: discrete event & iterative system computational foundations.

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

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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
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Unavailable: canonical work link unavailable.

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Observation 9f79754e-19f7-4449-82b5-6185d8851b6e · outbound

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
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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

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Unavailable: canonical work link unavailable.

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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

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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

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verified exact
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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

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Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.