cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xunabw
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Locality is Ligné",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062795-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/xs3-ygk-j48
title: Carex elongata L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs3-za2-4ec
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-1kk-s66
title: Cerastium alpinum L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-3ty-z94
title: Lathyrus pratensis L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-95b-7zw
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-97t-th5
title: Lolium perenne L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-9av-3jv
title: Juncus L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs3-v2g-ze5
title: Avenula pubescens (Huds.) Dumort.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-b63-9qc
title: Cystopteris dickieana R. Sim

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-n75-ygl
title: Salix phylicifolia L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-qws-887
title: Avenella flexuosa (L.) Drejer

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs4-weh-br0
title: Spergula morisonii Boreau

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-0xq-fbl
title: Ranunculus propinquus subsp. subborealis (Tzvelev) Kuvaev

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-8qr-4cd
title: Poa remota Forselles

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-8qt-2qh
title: Fragaria moschata Duchesne

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-9eq-y03
title: Viscaria vulgaris Röhl.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-9zn-7xv
title: Descurainia sophia (L.) Webb ex Prantl

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-a0f-vqq
title: Corallorhiza trifida Châtel.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-e1e-2pc
title: Carex flava L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-l3j-01m
title: Spirodela polyrhiza (L.) Schleid.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-n58-4qk
title: Poa alpigena Lindm.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-nh2-q6p
title: Helictochloa pratensis (L.) Romero Zarco

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-tpf-q6y
title: Carex mackenziei V.I.Krecz.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-v0y-h84
title: Carex loliacea L.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xs5-flk-n9k
title: Calamagrostis purpurea (Trin.) Trin.

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.jxngk2
title: Occurrence Download

description: A dataset containing 82500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GenusKey is Nothofagus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 82500 records from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062776-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15159834
title: TABLE 1 in Nylanderia of the World, Part IV: Taxonomic contributions to the American Clade I of New World Nylanderia (Hymenoptera: Formicidae)

description: TABLE 1. Ultraconserved element sequencing statistics.
Extract conc. (ng/μL)Post-PCR conc. (ng/μL)ContigsTotal bpMean lengthMin lengthMax lengthMedian lengthMean0.6626.702249.152277599.59999.965.90181.332572.63Min0.110.30309.0090372.00292.472.8456.00563.00Max2.0357.702366.002841873.001232.927.20247.005853.00SD0.3311.83226.07546186.79210.751.0150.27676.8795% CI0.062.2743.45104971.7940.500.199.66130.09
description: Published as part of Williams, Jason L., Williams, John F., Lapolla, John S. & Lucky, Andrea, 2025, Nylanderia of the World, Part IV: Taxonomic contributions to the American Clade I of New World Nylanderia (Hymenoptera: Formicidae), pp. 551 in Zootaxa 5569 (3) on page 551, DOI: 10.11646/zootaxa.5569.3.10, http://zenodo.org/record/14734270
DOI: 10.5281/zenodo.15159835
title: TABLE 1 in Nylanderia of the World, Part IV: Taxonomic contributions to the American Clade I of New World Nylanderia (Hymenoptera: Formicidae)

description: TABLE 1. Ultraconserved element sequencing statistics.
Extract conc. (ng/μL)Post-PCR conc. (ng/μL)ContigsTotal bpMean lengthMin lengthMax lengthMedian lengthMean0.6626.702249.152277599.59999.965.90181.332572.63Min0.110.30309.0090372.00292.472.8456.00563.00Max2.0357.702366.002841873.001232.927.20247.005853.00SD0.3311.83226.07546186.79210.751.0150.27676.8795% CI0.062.2743.45104971.7940.500.199.66130.09
description: Published as part of Williams, Jason L., Williams, John F., Lapolla, John S. & Lucky, Andrea, 2025, Nylanderia of the World, Part IV: Taxonomic contributions to the American Clade I of New World Nylanderia (Hymenoptera: Formicidae), pp. 551 in Zootaxa 5569 (3) on page 551, DOI: 10.11646/zootaxa.5569.3.10, http://zenodo.org/record/14734270
DOI: 10.5281/zenodo.15159836
title: TABLE 1 in Caudal autotomy in Mesosaurus tenuidens Gervais, 1865 under scrutiny and a surprising new pattern of vertebral organization in the mesosaur tail

description: TABLE 1. — List of studied specimens in this work.
SMF-R 391GP/2E 444FC-DPV 1467SMF-R 387GP/2E 449FC-DPV 1461SMF-R 396GP/2E 480FC-DPV 2534SMF-R 397GP/2E 486FC-DPV 2037SMF-R 402GP/2E 5423FC-DPV 2061SMF-R 4470GP/2E 5603FC-DPV 2116SMF-R 4473GP/2E 5610FC-DPV 2242SMF-R 4476GP/2E 5633FC-DPV 2280SMF-R 4477GP/2E 5637FC-DPV 2318SMF-R 4478GP/2E 5647FC-DPV 2481SMF-R 4479GP/2E 5714FC-DPV 2506SMF-R 4480GP/2E 5740FC-DPV 2504SMF-R 4482GP/2E 5764FC-DPV 1006SMF-R 4484GP/2E 5796FC-DPV 1100SMF-R 4485GP/2E 5812aFC-DPV 1441SMF-R 4488GP/2E 5862FC-DPV 2231SMF-R 4490GP/2E 596FC-DPV 2232SMF-R 4493GP/2E 62FC-DPV S/NSMF-R 4496GP/2E 63 bigFC-DPV S/NSMF-R 4497GP/2E 63 littleFC-DPV S/NSMF-R 4512GP/2E 639FC-DPV S/NSMF-R 4513 1 adultGP/2E 644FC-DPV 2483SMF-R 4513 1 youngGP/2E 646FC-DPV 2489SMF-R 4528GP/2E 65FC-DPV 1219SMF-R 4710GP/2E 653aFC-DPV 2074SMF-R 4712GP/2E 657bFC-DPV 1742SMF-R 4921GP/2E 660FC-DPV 1745SMF-R 5040cGP/2E 666FC-DPV 2414SMF-R-4934GP/2E 664FC-DPV 2526SMF-R-4935GP/2E 669a, b, cFC-DPV 2307AMNH 23794GP/2E 670FC-DPV 2046AMNH 23795GP/2E 674aFC-DPV 2035AMNH 23796GP/2E 674bFC-DPV 2282AMNH 23799GP/2E 675FC-DPV 2281PIMUZ A-III 192GP/2E 680FC-DPV 2480PIMUZ A-III 513GP/2E 683FC-DPV 2517PIMUZ A-III 591GP/2E exhibition S/N AFC-DPV 3622PIMUZ A-III 801GP/2E exhibition S/N BFC-DPV 3623MN 4741GP/2E exhibition S/N CFC-DPV 3620MCN-PV 0048GP/2E exhibition S/N DFC-DPV 1427MCN-PV 0049GP/2E exhibition S/N EFC-DPV 2397MCN-PV 2158GP/2E exhibition S/N FFC-DPV 3621MCN-PV 2214GP/2E exhibition S/N GFC-DPV 2396MCN-PV S/NGP/2E exhibition S/N HFC-DPV 1061DNPM 4816GP/2E S/NFC-DPV 1347GP/2E 114aGP/2E S/NFAGRO 0004GP/2E 232GP/2E S/NFAGRO 0002GP/2E 26639MG 9639FAGRO 0005GP/2E 272PF 3530FAGRO 0006GP/2E 284PF IPL 220011/04 770FAGRO 0007GP/2E 296PF (0407)-3528GP/2E 3579PF_3529
description: Published as part of Piñeiro, Graciela, Ferigolo, Jorge, Farias, Brodsky Dantas Macedo de, Demarco, Pablo Núñez & Laurin, Michel, 2025, Caudal autotomy in Mesosaurus tenuidens Gervais, 1865 under scrutiny and a surprising new pattern of vertebral organization in the mesosaur tail, pp. 22 in Geodiversitas 47 (2) on page 22, DOI: 10.5252/geodiversitas2025v47a2, http://zenodo.org/record/14846145
DOI: 10.5281/zenodo.15159837
title: TABLE 1 in Caudal autotomy in Mesosaurus tenuidens Gervais, 1865 under scrutiny and a surprising new pattern of vertebral organization in the mesosaur tail

description: TABLE 1. — List of studied specimens in this work.
SMF-R 391GP/2E 444FC-DPV 1467SMF-R 387GP/2E 449FC-DPV 1461SMF-R 396GP/2E 480FC-DPV 2534SMF-R 397GP/2E 486FC-DPV 2037SMF-R 402GP/2E 5423FC-DPV 2061SMF-R 4470GP/2E 5603FC-DPV 2116SMF-R 4473GP/2E 5610FC-DPV 2242SMF-R 4476GP/2E 5633FC-DPV 2280SMF-R 4477GP/2E 5637FC-DPV 2318SMF-R 4478GP/2E 5647FC-DPV 2481SMF-R 4479GP/2E 5714FC-DPV 2506SMF-R 4480GP/2E 5740FC-DPV 2504SMF-R 4482GP/2E 5764FC-DPV 1006SMF-R 4484GP/2E 5796FC-DPV 1100SMF-R 4485GP/2E 5812aFC-DPV 1441SMF-R 4488GP/2E 5862FC-DPV 2231SMF-R 4490GP/2E 596FC-DPV 2232SMF-R 4493GP/2E 62FC-DPV S/NSMF-R 4496GP/2E 63 bigFC-DPV S/NSMF-R 4497GP/2E 63 littleFC-DPV S/NSMF-R 4512GP/2E 639FC-DPV S/NSMF-R 4513 1 adultGP/2E 644FC-DPV 2483SMF-R 4513 1 youngGP/2E 646FC-DPV 2489SMF-R 4528GP/2E 65FC-DPV 1219SMF-R 4710GP/2E 653aFC-DPV 2074SMF-R 4712GP/2E 657bFC-DPV 1742SMF-R 4921GP/2E 660FC-DPV 1745SMF-R 5040cGP/2E 666FC-DPV 2414SMF-R-4934GP/2E 664FC-DPV 2526SMF-R-4935GP/2E 669a, b, cFC-DPV 2307AMNH 23794GP/2E 670FC-DPV 2046AMNH 23795GP/2E 674aFC-DPV 2035AMNH 23796GP/2E 674bFC-DPV 2282AMNH 23799GP/2E 675FC-DPV 2281PIMUZ A-III 192GP/2E 680FC-DPV 2480PIMUZ A-III 513GP/2E 683FC-DPV 2517PIMUZ A-III 591GP/2E exhibition S/N AFC-DPV 3622PIMUZ A-III 801GP/2E exhibition S/N BFC-DPV 3623MN 4741GP/2E exhibition S/N CFC-DPV 3620MCN-PV 0048GP/2E exhibition S/N DFC-DPV 1427MCN-PV 0049GP/2E exhibition S/N EFC-DPV 2397MCN-PV 2158GP/2E exhibition S/N FFC-DPV 3621MCN-PV 2214GP/2E exhibition S/N GFC-DPV 2396MCN-PV S/NGP/2E exhibition S/N HFC-DPV 1061DNPM 4816GP/2E S/NFC-DPV 1347GP/2E 114aGP/2E S/NFAGRO 0004GP/2E 232GP/2E S/NFAGRO 0002GP/2E 26639MG 9639FAGRO 0005GP/2E 272PF 3530FAGRO 0006GP/2E 284PF IPL 220011/04 770FAGRO 0007GP/2E 296PF (0407)-3528GP/2E 3579PF_3529
description: Published as part of Piñeiro, Graciela, Ferigolo, Jorge, Farias, Brodsky Dantas Macedo de, Demarco, Pablo Núñez & Laurin, Michel, 2025, Caudal autotomy in Mesosaurus tenuidens Gervais, 1865 under scrutiny and a surprising new pattern of vertebral organization in the mesosaur tail, pp. 22 in Geodiversitas 47 (2) on page 22, DOI: 10.5252/geodiversitas2025v47a2, http://zenodo.org/record/14846145
DOI: 10.5281/zenodo.15159840
title: Table 1 in Island biodiversity conservation needs palaeoecology

description: Table 1 | The set of biological proxies, management questions and informed conservation actions used within the text to track back human impacts on island ecosystems.
ImpactBiological proxyManagement questionsInformed conservation actionInvasive and non-native speciesPlant microfossils,plant macrofossils, ancient DNA(1) Timing of species introductionEradication,restoration, monitoring(2) Resolving the species provenance(3) Rate and pattern of spread(4) Assessment of the impact on native ecosystemsFirePlant microfossils,charcoal (macro-and micro),tree ring fire-scars*,charred plant macrofossils*(5) Determine natural versus human-induced fire regimesFire suppression,fire prevention,restoration(6) Determine ecosystem thresholds in response to fire(7) Assessing the interaction with other anthropogenic disturbancesHerbivoryFungal spores (for example, Sporormiella),(8) Determine the origin and presence of herbivoresEradication,restoration, monitoringplant microfossils,ancient DNA,faunal(9) Analyse the rate and pattern of the introductionremains (for example,bones)(10) Assessment of the impact on native ecosystems
Note that some biological proxies can be used to characterize different impacts.*Not discussed in the text.
description: Published as part of Nogué, Sandra, de Nascimento, Lea, Froyd, Cynthia A., Wilmshurst, Janet M., de Boer, Erik J., Coffey, Emily E. D., Whittaker, Robert J., Fernández-Palacios, José María & Willis, Kathy J., 2017, Island biodiversity conservation needs palaeoecology, pp. 3 in Nature Ecology & amp; Evolution (0181) 1 (7) on page 3, DOI: 10.1038/s41559-017-0181, http://zenodo.org/record/14757181
DOI: 10.5281/zenodo.15159841
title: Table 1 in Island biodiversity conservation needs palaeoecology

description: Table 1 | The set of biological proxies, management questions and informed conservation actions used within the text to track back human impacts on island ecosystems.
ImpactBiological proxyManagement questionsInformed conservation actionInvasive and non-native speciesPlant microfossils,plant macrofossils, ancient DNA(1) Timing of species introductionEradication,restoration, monitoring(2) Resolving the species provenance(3) Rate and pattern of spread(4) Assessment of the impact on native ecosystemsFirePlant microfossils,charcoal (macro-and micro),tree ring fire-scars*,charred plant macrofossils*(5) Determine natural versus human-induced fire regimesFire suppression,fire prevention,restoration(6) Determine ecosystem thresholds in response to fire(7) Assessing the interaction with other anthropogenic disturbancesHerbivoryFungal spores (for example, Sporormiella),(8) Determine the origin and presence of herbivoresEradication,restoration, monitoringplant microfossils,ancient DNA,faunal(9) Analyse the rate and pattern of the introductionremains (for example,bones)(10) Assessment of the impact on native ecosystems
Note that some biological proxies can be used to characterize different impacts.*Not discussed in the text.
description: Published as part of Nogué, Sandra, de Nascimento, Lea, Froyd, Cynthia A., Wilmshurst, Janet M., de Boer, Erik J., Coffey, Emily E. D., Whittaker, Robert J., Fernández-Palacios, José María & Willis, Kathy J., 2017, Island biodiversity conservation needs palaeoecology, pp. 3 in Nature Ecology & amp; Evolution (0181) 1 (7) on page 3, DOI: 10.1038/s41559-017-0181, http://zenodo.org/record/14757181
DOI: 10.15468/dl.nu63q4
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Okapia johnstoni (P.L.Sclater, 1901)"
 ]
}

 The dataset includes 301 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006471-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2zbtt
title: Occurrence Download

description: A dataset containing 7576769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry MULTIPOLYGON(((16.63449 47.68105,16.93411 47.68105,16.93411 47.97139,16.63449 47.97139,16.63449 47.68105)),((16.46731 48.10792,17.07013 48.10792,17.07013 48.72381,16.46731 48.72381,16.46731 48.10792)),((9.56149 47.47985,9.67638 47.47985,9.67638 47.52509,9.56149 47.52509,9.56149 47.47985)),((-4.79339 37.08154,-4.73557 37.08154,-4.73557 37.14395,-4.79339 37.14395,-4.79339 37.08154)),((7.63209 52.02107,7.65642 52.02107,7.65642 52.04703,7.63209 52.04703,7.63209 52.02107)),((8.97659 52.40587,9.09762 52.40587,9.09762 52.49864,8.97659 52.49864,8.97659 52.40587)),((5.95372 51.62846,6.61031 51.62846,6.61031 51.90353,5.95372 51.90353,5.95372 51.62846)),((14.64281 52.54301,14.91912 52.54301,14.91912 52.67193,14.64281 52.67193,14.64281 52.54301)),((14.3418 53.53886,14.38332 53.53886,14.38332 53.58336,14.3418 53.58336,14.3418 53.53886)),((19.45551 53.54044,19.49877 53.54044,19.49877 53.57691,19.45551 53.57691,19.45551 53.54044)),((21.53933 54.28185,21.63073 54.28185,21.63073 54.32668,21.53933 54.32668,21.53933 54.28185)),((4.71556 52.88768,7.21118 52.88768,7.21118 53.5749,4.71556 53.5749,4.71556 52.88768)),((-6.43156 52.3557,-6.40134 52.3557,-6.40134 52.36805,-6.43156 52.36805,-6.43156 52.3557)),((27.43908 42.51255,27.50499 42.51255,27.50499 42.59985,27.43908 42.59985,27.43908 42.51255)),((28.50754 43.6458,28.56658 43.6458,28.56658 43.70108,28.50754 43.70108,28.50754 43.6458)),((10.68168 45.15622,10.74392 45.15622,10.74392 45.20114,10.68168 45.20114,10.68168 45.15622)),((8.70614 45.76703,8.73412 45.76703,8.73412 45.79811,8.70614 45.79811,8.70614 45.76703)),((-3.40228 53.21432,-3.02836 53.21432,-3.02836 53.39175,-3.40228 53.39175,-3.40228 53.21432)),((0.73419 51.3202,1.02589 51.3202,1.02589 51.40418,0.73419 51.40418,0.73419 51.3202)),((-2.62121 50.57543,-2.46925 50.57543,-2.46925 50.65806,-2.62121 50.65806,-2.62121 50.57543)),((-0.95321 53.78169,-0.83994 53.78169,-0.83994 53.94485,-0.95321 53.94485,-0.95321 53.78169)),((-2.53743 55.01912,-2.39635 55.01912,-2.39635 55.11234,-2.53743 55.11234,-2.53743 55.01912)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "Year 2001-2020"
 ]
}

 The dataset includes 7576769 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002205-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76kgvb
title: Occurrence Download

description: A dataset containing 3079329 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Year is 2018"
 ]
}

 The dataset includes 3079329 records from 643 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002206-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14688384
title: data and code about

description: The data and code were generated using MATLAB 2019b.
DOI: 10.5281/zenodo.14688385
title: data and code about

description: The data and code were generated using MATLAB 2019b.
DOI: 10.34740/kaggle/dsv/10554977
title: All FDA Drugs (United States, 1939-Present)
DOI: 10.15468/dl.92a3mz
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Picea martinezii T.F.Patt."
 ]
}

 The dataset includes 39 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002220-250121130708018/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14538548
title: Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice: Replication Package

description: Title: Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice: Replication Package

Authors: Stephen John Warnett; Uwe Zdun

About: This is the replication package artefact for the paper entitled "Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice".Paper Abstract: In the domain of Industry 4.0 Cyber-Physical Production Systems (CPPSs), Reinforcement Learning (RL) has gained momentum as an effective strategy for training intelligent agents in digital twins. Whilst the practice of Machine Learning Operations (MLOps) has become established as a holistic approach to automating workflows in supervised and unsupervised Machine Learning (ML), the extent to which MLOps practices are applicable to RL, particularly due to major differences between ML and RL concerning model deployment and model training, are not currently well-understood. The literature on RLOps as a paradigm is scarce. We tackle this open question by conducting an exploratory, qualitative, deductive-inductive industry case study on a CPPS, performing content analysis of CPPS artefacts, such as architectural schematics and source code, and understanding their relation to 22 known Architectural Design Decisions and 86 associated decision options through classification into four distinct emergent categories. Our findings help bridge the gap between MLOps and RLOps architectures, contributing novel insights into understanding the application of MLOps to RL and providing practical insights and inspiration for further research.
description: This work was supported by the FFG (Austrian Research Promotion Agency) project MODIS (no. FO999895431).
DOI: 10.5281/zenodo.14538547
title: Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice: Replication Package

description: Title: Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice: Replication Package

Authors: Stephen John Warnett; Uwe Zdun

About: This is the replication package artefact for the paper entitled "Bridging the Gap Between MLOps and RLOps: An Industry 4.0 Case Study on Architectural Design Decisions in Practice".Paper Abstract: In the domain of Industry 4.0 Cyber-Physical Production Systems (CPPSs), Reinforcement Learning (RL) has gained momentum as an effective strategy for training intelligent agents in digital twins. Whilst the practice of Machine Learning Operations (MLOps) has become established as a holistic approach to automating workflows in supervised and unsupervised Machine Learning (ML), the extent to which MLOps practices are applicable to RL, particularly due to major differences between ML and RL concerning model deployment and model training, are not currently well-understood. The literature on RLOps as a paradigm is scarce. We tackle this open question by conducting an exploratory, qualitative, deductive-inductive industry case study on a CPPS, performing content analysis of CPPS artefacts, such as architectural schematics and source code, and understanding their relation to 22 known Architectural Design Decisions and 86 associated decision options through classification into four distinct emergent categories. Our findings help bridge the gap between MLOps and RLOps architectures, contributing novel insights into understanding the application of MLOps to RL and providing practical insights and inspiration for further research.
description: This work was supported by the FFG (Austrian Research Promotion Agency) project MODIS (no. FO999895431).