Pith. sign in

Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.218506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.218506Z digest=sha256:4dc1d6891e66e103b26a52581e84f2d8c16eeb4651ddfcdcd3bf921e869a7ac3

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.222963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.222963Z digest=sha256:6bc51e3af1fa18a0a5b9b75d7b25e226cf840dd759d1de8f263e505d122ca609

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.227421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.227421Z digest=sha256:0f649ff9a0ab79bd717208c3b91fed1b982e61d72a81dbc5f997a53e7ff7591e

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.231634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.231634Z digest=sha256:e5f97c69c3228c433f70c91160b5f83faaf488ae2d890d83c0c1e2556461d22f

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.235918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.235918Z digest=sha256:c71c486f78ccdc84ca868446d9eae054c930dc19f459fca60a0076500ddf1f96

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.240094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.240094Z digest=sha256:cf3eb0baeee843dffd69c9ca77671b4036464100e9b5cda720b8d6fca48a0f06

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.244816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.244816Z digest=sha256:15f8939942017d243c3e4ab09d7c279b0c5659f639c7c38e99458d3a179573af

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.248807Z digest=sha256:e878008a0a5f7b0f89d9de90cc2f351515c5b6862302657eea919a5faad8959e

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.802958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.252658Z digest=sha256:bd4ed9782c91a9feb917b9dd3948c8239ccbde4185380271c08495b7b398efe3

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

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T05:58:10.085532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.256373Z digest=sha256:ef15c3ad7db9aedaddfc9994e38865819b82be1a4819d99d2e609b7f05b07ba1

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.789849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.260581Z digest=sha256:904b57136898af66951061dc94c42f2a7ebf43366d4f3823505183f6330a24a2

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.264316Z digest=sha256:f2a1da81f3f25980ed4e18f072b56c0d87d632adc09432d395ee2e997ae653fc

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.763134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.268157Z digest=sha256:c7557589a01b1b3664fc8ca5be8c5b46c62ad71c318cf5c6c74cc7c76e493934

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.749996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.271877Z digest=sha256:50aebfbe62d9c61bc059a14f427e033d6f6b9da50165af4f7eedcfa57f2d039d

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.275776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.275776Z digest=sha256:c5badb01696fe49134b713d2146ff4b7bed6981492d416a75782fdb3ceaebba5

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.280079Z digest=sha256:076923e9572b7c1b8b7f6a230800268f73ffe155016d779967a38694a56851d6

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.284136Z digest=sha256:40dc67933af341c0e0d3bf93a36370285a91710f52b5390b0c370482f99c6ede

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.292453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.292453Z digest=sha256:40db45bbf76a0529dad099a1ba0364f9734a88a2a395244b11a7db166ce40e8d

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.296407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.296407Z digest=sha256:9b20146ceaa3e2e7a1fc969fb3e38538bcc45ba51fbb4e857eb8d38303e09b89

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.709522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.300395Z digest=sha256:9d2c13b2a6421047e571910076967274121d8c784ff3c1a0be8a2daee008c133

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.695635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.304130Z digest=sha256:f9ca357b3046c20162e45fdba2e8d1f7ec22f6a31fa99fd7fb884f9e3b0165fb

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.682214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.308211Z digest=sha256:85e6cdcbea98d9a45cc47bf02ff80b1aab7cb77d63b46844e64b1ff087122a69

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.669485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.312377Z digest=sha256:0327dc90f689b5d37966dd32f790afed602c2d3992063027abbbeee5b6c0cc32

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.655742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.316490Z digest=sha256:f1d8a00b849278ea4b4f50f3763fd5de598289623678e4ce2ba3fef0839654c9

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.320532Z digest=sha256:7e6a05b52ea1c47e65c2ebe00e67832ff61eda1c22e2bccfad63e8ae6f1eda7d

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.629499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.329451Z digest=sha256:60c75ccba95d3e37a1352b5b955bd3d56075a51e1f8ba5df37768764181a3ef2

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.616285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.333387Z digest=sha256:f5e9ba7781a8f5fb0642920c75f9d6473294a169b76d41131e34235bca40e1da

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.337374Z digest=sha256:cfd76f4a1bb9cbf9c68540c101efa77cb8244f13327255911d6b6e897991311a

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.589700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.341477Z digest=sha256:ad5ca6653a11a3f044c9d95dd0ea62771f8bb4de92b8da3754a6f3f048211009

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.576117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.345551Z digest=sha256:9c25a261052c6838417ef44676d52de5ad994a764bd8d4c30e4f6b67498806c4

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.563176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.349542Z digest=sha256:e1ab73f56794e829d07bd4907af365fd63dee4ef56e78259f7ce1837b8e1699c

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.549719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.353508Z digest=sha256:369f81635f5fb758c4fa9a704d2662b588a96fa691d2dad97aed62099335fe5f

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.523650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.361694Z digest=sha256:333550fe0a6c2016e3aaf9dd0e47d50f74cb7c5fa029a43f22b53b58ddf6cd90

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

Resolution
unresolved
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=sha256:36cb123ccb3d7949bcd79bf78f99bd17ae11d06105ab798a85ccac49035b5e17

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.510393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.369910Z digest=sha256:8b6c2e3fd538c2fc40a418ef28d54dd0d82e16a4a8ef45f290e1fadf5018bbe1

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.373629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.373629Z digest=sha256:e8e8f8d331a7270c718c326d267e7811660b056d1d6172362d285b8b119b103b

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.497321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.377551Z digest=sha256:a093d2e25224dcb19bc351cad0c47f65e2e9b57fd1cf6669520fb24e90f3c300

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.483780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.381495Z digest=sha256:47a674faf665ad3cef4d6db4fd74b2427e87ec85fe178dc24cbcc8e64713219c

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.385412Z digest=sha256:6e081687d4ef3993a1018b94bd3cd71aa058fa192acfb817a5c38c2a43e69a5c

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.389553Z digest=sha256:53af84b6445dd6184c3f2fce3084e0cc7350c556f34ec7177287758f9b12886c

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.393452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.393452Z digest=sha256:d1f88f8249f51e9f54a46dd20065c8749de7176897f9b8d8153bad7a9e91d2ec

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.397262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.397262Z digest=sha256:0af04cf247495a9dedd0f43e878f162fa3e29a11ef1d436abeec1fa51c8093b5

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.401364Z digest=sha256:f6df93f2f3ef0ed366212aac98187b474f90ede66ef74fc18e118342e76386c3

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.405292Z digest=sha256:efd50a95d20e1a2875a888514c8bf687c34f1200612af5f7b051e8dd4aa086c0

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

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T05:58:09.575455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.409299Z digest=sha256:dc508e9f110b08a8519986ea93872bb80f9fcde5edcecb1e885ddb3a42ca061c

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

Resolution
unresolved
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=sha256:9b15072a87737d5b9eaab8503c6f102e5bdcf6e4f8c598cf4c1e10ebae16ba4e

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.417352Z digest=sha256:20b00f9bcd8898bfdc4c12e4734da8fddda8c289280694ea50c7d5dbc4957e29

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.444211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.421628Z digest=sha256:1a44568ee307baa2477616394da1ea17d798c2c8fa63a8f4f4aed1cbd20b6c92

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.425603Z digest=sha256:f1e9923dd09084e2bc8aad7c641e9766c5a4d3ec191b75a73742f073c3cf0aa5

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.429405Z digest=sha256:54e224f69dcd988bf2e602557a86ca5ee3e543678ff8bc813a5984650a54e8a4

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

Resolution
malformed identifier
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.433181Z digest=sha256:76d9f85da73ef97de305675b4d20328407fb7453d9d03a4158083d24fbd063a9

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.437128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.437128Z digest=sha256:8028780f6893f4246395d4be25616b716d1a57f9e7098ce147cc6917971731f0

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.440930Z digest=sha256:75e79792416e7e177c1cf59d8d5c53068ce088228a567f0ff1930797c4520aee

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

Resolution
metadata mismatch
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.445018Z digest=sha256:b96217884057c54d232b268f36c580574139c8f8f56aec7756f6bb925528160a

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.448884Z digest=sha256:78fc8943e177ba46ad4256077ef42d09cf23e01711f6547a505b1efd2416053e

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:58:10.403699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.453219Z digest=sha256:3cbd9c5e6d8101d13a23128f173464d03d721282d5097f347522f2c026b4d93f

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.456956Z digest=sha256:b0c9f88ff12e69d1434af57fa9b38d866124b668ab4d37505a90cb522ba1eabf

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.465001Z digest=sha256:2dd3ea70e7419ab10884cc19556a68191eabc27dd940bae56c9b7b08c7603b7c

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.469193Z digest=sha256:9101e7d3f8399d754db45d8df5fb3576bd1d3db3f74a4737a25a74e18be1bcf4

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

Resolution
unresolved
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:db87c0ffbf215b42afb3b36b649429b97fddec84d3c2e834032dd3e64414932c

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.481812Z digest=sha256:afefa30c8c834a4690c33145d53aa82b67e21b92f2fef9af85757c305844f213

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.486374Z digest=sha256:a51355a71f837536525990e4e40b4432e483352d597f396e7fb53cdedac7c423

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.473149Z digest=sha256:90f5e6c54431ebd920138fefd4ab9eb273194bac8b1323e7e6c4c60223f0565e

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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.494074Z digest=sha256:2ac59c4dd09b638a1bb7d71e0337568c98d44f728fbd19153d04e9d18d3d777b

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.498018Z digest=sha256:9263af042cfe5c55966e0e5707f0fc0920df76abc239b0a562612eaced085bc8

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

Resolution
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=sha256:8d136c1637336a83fe0e847eb062c693382445b3b05eb9ff8b04165d018ccb96

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.490342Z digest=sha256:23a44abd03edf8a0d1545672b01b7868ed072504afbc3432b2f843e30f3ad45f

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

Resolution
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=sha256:5e175ec12498403f114c20cf02ea89de8e3e1750521f1d2bd1f48c30590f1bf4

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.514499Z digest=sha256:428aca66789184a1ae013638acbee22b7ddb5cee7985947d558bd22d3938d3bf

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.518980Z digest=sha256:e7d1df94c224d2b135ad8b3c77a16da74150cad0fcadbd944f4c873e6411df4c

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

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:58:08.506073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.506073Z digest=sha256:b747fd2a8cf086b17f63e7f8f08116c976d9751c84e6446d823c9ae647e3e136

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.527520Z digest=sha256:f93481a25253957d05a163fdc228e71076a4e327c1aba41e1af525fbb03b980a

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.531606Z digest=sha256:594e2d2ef1fecc9a263710cd153d480c7cddb855a0a78dcb3b265f2c97abbb50

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.535700Z digest=sha256:8092c2d07c7b6170770774ea1d61e002352ea396e179babfa5ef3b5213b2eed8

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

Resolution
unresolved
no resolver link, observed 2026-08-07T05:58:08.523248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.523248Z digest=sha256:734d8fafc5d33e596bff8217657e7d408ecce764c37ab7e933169ee0fa5d5b1a

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.544387Z digest=sha256:fb7961cd256cd5e3cda91c9f926e20d2cec127b40a3a8f06beb2405955e89f2c

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.548542Z digest=sha256:f45fdc4b7c6680ce2651e775070165a69ffb1ed4f9d3b5d3203a7c566417000c

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.552771Z digest=sha256:42821e9270faa1bfad062852ba6551ddee58b7d3307c304c2115ade65df40c73

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.540243Z digest=sha256:560776a095a8f86d1d374decaeed5bbf9dc75661ca6117b0c54b2a4df2bfb155

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
doi, observed 2026-08-07T05:58:08.598224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.560649Z digest=sha256:1333301edd9b4d4109f4af7f31cbac86ea1225674b67ba6a08f21dbe0d000bba

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:58:08.556620Z digest=sha256:5d87b040c36589adf11e30eceae57452d03bb8046d06ee0ca20b5628563e6d17

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

This paper cites an unresolved cited work.

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.357733Z digest=sha256:063cc74a5e5bc8185e48e9b754bf0b7d9cfe6340f487d0168f5936aecdd39345

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T05:58:08.324951Z digest=sha256:24a04bd68f567330392428023cd55bca68ae02893129215736bc66caffc02fa7

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.

source=pdf_text observed=2026-08-07T05:58:08.477322Z digest=sha256:6a21e9c388f679ed63778b39560704fe37a6eda8fd175c8ffc36c882d6c41916

Pith citing papers

No inbound Pith citation observations are available.