cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16940080
title: Supplementary Data for: Digital Twins in Manufacturing: A Systematic Literature Review with Retrieval-Augmented Generation

description: Abstract

This paper presents a systematic literature review on the use of digital twins in manufacturing, with the goal of developing a comprehensive taxonomy that synthesizes existing categorizations. Given the increasing complexity and volume of literature in this domain, conventional review methods are becoming insufficient. To address this challenge, the study applies a novel approach named retrieval augmented generation. This is a technique that combines large language models with real-time information retrieval, enabling the automated identification and summarization of typologies across a broad corpus of publications. A total of 1,354 publications were initially screened, leading to 144 distinct categorizations relevant to digital twins in industrial contexts. The resulting taxonomy classifies digital twins along multiple dimensions, including life cycle stages, physical domain and hierarchy levels, model characteristics, digital thread connectivity and deployment strategies. This work provides both researchers and practitioners with a structured approach to understanding and implementing digital twins in manufacturing environments, as well as a guideline to completely describe a specific implementation. The taxonomy serves as a foundation for future research and as a practical tool for industrial applications, since it defines design decisions, which have to be made.

Supplementary Data

This Supplementary Data contains an .xlsx file, which gives Details about the Liteature Research. The Sheet "Summary" contains the AI Categorization and the AI Summary for every paper. Since four different hyperparameter combinations where used, this sheet summarizes the distinguished sheets, which where created by the RAG-Framework. Furthermore, it contains the results of the Summary Check, where the paper was checked by a human while only considering the AI-Summary. During the Detail Check, the complete paper was considered and a preliminary dimension and categories for the categorization created in the paper are stated. Both Checks contain inlude- and exclude criteria. The Column "Validation" contains a check, where 10 random papers in which the AI has not found a Categorization, whre checked in Detail if they really don´t contain a categorization. "Comparison to Fulltext" Contains the result of a fulltext-search for the keywords "Taxonomy", "Categorization", "Classification", and "Typology", while only papers not found by the AI are considered. It furthermore contains a detail check, if the paper contains a categorization of digital twins.

The Sheet "Include - Exclude" contains a Summary of the include- and exclude-criteria.

The Sheet "Inter Rater Agreement" contains the calculation of the inter rater agreement, which was used to evaluate the RAG-based literature research.

The Sheets "1. Iteration" and "2. Iteration" contain the classification of DT implementations, which where used to evaluate the Taxonomy in the 1. and 2. iteration.
DOI: 10.5281/zenodo.16940180
title: summary table of the bibliography of lunar nodes

description: The study Lunar cycles and earthquakes in Italy draws inspiration from these authors, who have already conducted similar studies in the past on the relationship between lunar node precession and earthquakes in other areas of the world. The following table summarizes the results and characteristics of their work.
DOI: 10.11588/duerer.online.68ac23529fc73
title: Bildnis des Albrecht Dürer, 178727
DOI: 10.15468/dl.5gagan
title: Occurrence Download

description: A dataset containing 1241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rehmannia glutinosa"
 ]
}

 The dataset includes 1241 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041848-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wam2ja
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abscondita terminalis"
 ]
}

 The dataset includes 64 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041850-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wk37hn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagenaria siceraria",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041852-250811113504898/datasets/export for details.
DOI: 10.15468/dl.gq6v6w
title: Occurrence Download

description: A dataset containing 881 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hordeum stenostachys"
 ]
}

 The dataset includes 881 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041853-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s25zes
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hordeum stenostachys"
 ]
}

 The dataset includes 427 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041855-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/bgvmi0
title: RPG2017_sol_climat.csv

description: :unav
DOI: 10.57745/vufk1g
title: RPG2017_sol_climat.parquet

description: :unav
DOI: 10.57745/ra82rb
title: DICTIONNAIRE_VARIABLES_RPG_SOL_CLIMAT.csv

description: :unav
DOI: 10.57745/qu6ddz
title: RPG sol et climat 2017

description: Information sur le sol et le climat des parcelles du RPG 2017Ce jeu de données contient, pour chaque parcelle du RPG, identifiée par son identifiant public source IGN : - la commune dans laquelle se situe la majeure partie de sa surface, le département, la région - son altitude (moyenne, min et max), sa pente moyenne et son orientation, source Bd-Alti de l'IGN - les coordonnées et le numéro de maille SAFRAN dont le centroïde est le plus proche de celui de la parcelle, source grille SAFRAN Météo-France - la ou les unités cartographiques de sols dans lesquelles se situent la parcelle, source European Soil Data Base (ESDB) . Ces données visent à faciliter le rapprochement entre les parcelles du RPG, les données climatiques passées ou futures, ainsi que les caractéristiques de sols.
DOI: 10.34740/kaggle/dsv/12861500
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.34740/kaggle/dsv/12861510
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.39jvc5
title: Occurrence Download

description: A dataset containing 44854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Leucojum vernum"
 ]
}

 The dataset includes 44854 records from 298 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041856-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.838hhy
title: Occurrence Download

description: A dataset containing 304 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Luffa aegyptiaca",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 304 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041861-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcu24v
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Luffa aegyptiaca",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041859-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrvbhc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Luffa aegyptiaca",
 "Country is Belize",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041860-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkzv4s
title: Occurrence Download

description: A dataset containing 24340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Leucojum aestivum"
 ]
}

 The dataset includes 24340 records from 367 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041858-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxnxcx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-106.3188 21.44913, -106.1688 21.44913, -106.1688 21.59913, -106.3188 21.59913, -106.3188 21.44913))"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040684-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636768
title: prodductividad
DOI: 10.5281/zenodo.17636769
title: prodductividad
DOI: 10.15468/dl.ufmquu
title: Occurrence Download

description: A dataset containing 356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enteropogon macrostachyus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 356 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040685-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/vy3u8l
title: CSR RL06 GRACE geofit and postfit dataset

description: This dataset is produced as an ancillary output during the production of the operational RL06 monthly gravity field solutions derived from GRACE observations. It provides time-series information of the observable residuals (“O–C”) in units of intersatellite range rate, separated into geofit residuals—representing the portion of the signal captured by the monthly averaged gravity field—and postfit residuals, which represent the portion not explained by the monthly gravity field or by other modeled orbital, dynamical, or spacecraft-related parameters. The postfit component contains sub-monthly gravity signals as well as remaining measurement noise and modeling errors. Satellite ground track information is included in the dataset as well.
DOI: 10.15468/dl.a5z3qr
title: Occurrence Download

description: A dataset containing 634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((74 8,78 8,78 13,74 13,74 8))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Asota"
 ]
}

 The dataset includes 634 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040686-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7mxzk6
title: Occurrence Download

description: A dataset containing 1535783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mentha aquatica, Dendrocalamus sinicus, Eriophorum vaginatum, Cienfuegosia australis, Gentiana straminea, Suaeda glauca, Rhodiola chrysanthemifolia, Nicotiana tomentosiformis, Malus baccata, Asparagus taliensis, Ampelocalamus luodianensis, Excoecaria cochinchinensis, Salix viminalis, Pterocarpus macrocarpus, Pterocarpus santalinus, Malus komarovii, Chrysosplenium macrophyllum, Senecio squalidus, Cissus rotundifolia, Carduus nutans, Gossypium mustelinum, Anthoxanthum nitens, Heritiera fomes, Leptodermis oblonga, Malus prunifolia, Alopecurus geniculatus, Cinchona pubescens, Asclepias curassavica, Bombax ceiba, Juglans mandshurica, Oropetium thomaeum, Antirrhinum linkianum, Eleocharis vivipara, Lagerstroemia speciosa, Dalbergia cultrata, Quillaja saponaria, Acacia acuminata, Actinidia hemsleyana, Aquilegia kansuensis, Thinopyrum elongatum, Nissolia brasiliensis, Capsella rubella, Lactuca sativa, Tamarix gallica, Rehmannia chingii, Lythrum hyssopifolia, Citrus cavaleriei, Eucalyptus regnans, Eutrema salsugineum, Limnanthes douglasii)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1535783 records from 3899 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040670-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110829002
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110828974
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110828834
title: Persepolis Fortification Elamite Tablet 0831, PF 0831

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0831 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Damage on left edge, cracks and damage on obverse. Crack on right edge, upper edge.
DOI: 10.25549/inscriptifact-ouc110829661
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829590
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829443
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829438
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.15468/dl.ngwgx2
title: Occurrence Download

description: A dataset containing 5767 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euphausia frigida Hansen, 1911"
 ]
}

 The dataset includes 5767 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002827-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28883006
title: Dataset of safety and lively scores on street views REALLOCATE Project

description: The dataset includes street view locations from Mapillary, annotated with calculated perceived safety and liveliness scores, in Barcelona, Bologna, Budapest, Gothenburg, Heidelberg, Lyon, Tampere, Utrecht, Warsaw, and Zagreb. The dataset is part of the REALLOCATE project, funded by the European Commission, grant number 101103924. <br>
DOI: 10.15468/dl.y8gzum
title: Occurrence Download

description: A dataset containing 154819 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Protected and Invasive Species Records Collected Through Environment Agency Survey 1995 - 2021"
 ]
}

 The dataset includes 154819 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002833-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf5e3n
title: Occurrence Download

description: A dataset containing 3233 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((113.7882 -7.234815, 116.265 -7.234815, 116.265 -4.182004, 113.7882 -4.182004, 113.7882 -7.234815))"
 ]
}

 The dataset includes 3233 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013156-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/486-f7d-mys
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f4m-qec-l40
title: Vaginulinopsis reniformis (d'Orbigny, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fyy-z4f-dfz
title: Eponides Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nqx-t84-3nh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6f6-l6g-nc9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gvm-jsc-hgq
title: Heterostegina depressa d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fcy-pyd-5qb
title: Soritidae Ehrenberg, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g6b-3wv-q85
title: Vaginulina peregrina Cushman, 1923

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pq9-647-lgl
title: †Vacuovalvulina keijzeri (van Bellen, 1946)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g89-8wv-pnx
title: Soritidae Ehrenberg, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v9e-r25-y85
title: Planoperculina heterosteginoides (Hofker, 1933)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/166-22s-ger
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pmn-435-rg6
title: †Rotalia trochidiformis (Lamarck, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qve-rkx-zwp
title: Cibicidoides umbonatus (Phleger & Parker, 1951)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g57-3qz-d21
title: Biloculinella labiata (Schlumberger, 1891)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ql2-90b-0q5
title: †Clavulina anglica (Cushman, 1936)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n75-ezt-h0g
title: †Monoceratina Roth, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6e-wpe-hvh
title: †Monoceratina Roth, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.njb2ka
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tawi Tawi, Reef Fishes, Philippines"
 ]
}

 The dataset includes 135 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023933-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/1je-8rc-3ns
title: Vaginulina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.