cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/50f-kaa-r73
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7a3-3sb-7gb
title: Buellia disciformis (Fr.) Mudd

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qty-drg-vq9
title: Anaptychia ciliaris (L.) Flot.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vbm-nke-eqc
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7sq-18w-qka
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ts0-mtw-btk
title: Rinodina bischoffii (Hepp) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/015-cn5-c0y
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w16-0vy-j2l
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7rd-dvb-3aa
title: Rinodina bischoffii (Hepp) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8xh-6wl-772
title: Rinodina bischoffii (Hepp) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c0s-qxx-af5
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qv8-bce-2zg
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7wz-808-2mh
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k3r-9a2-hdm
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zgc-cdh-gdy
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jtx-sat-m3g
title: Cystocoleus ebeneus (Dillwyn) Thwaites

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9js-kd7-8z6
title: Rinodina bischoffii (Hepp) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rk7-hal-stb
title: Evernia prunastri (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gxd-2td-den
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sar-sl4-6tv
title: Ramalina farinacea (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/98r-dm6-bwn
title: Melanohalea exasperatula (Nyl.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m6z-e1n-fwq
title: Ramalina fastigiata (Pers.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1la-7w0-0s7
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t1g-lch-n5q
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0dj-jw8-2kg
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hh8-l8p-9zy
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nzk-lm0-802
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l9q-e1d-t71
title: Phlyctis argena (Ach.) Flot.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/md1-gja-mst
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/lk6-x6a-qhy
title: Ropalospora viridis (Tønsberg) Tønsberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qs6-qd5-hex
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2gg-pj8-aet
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k4y-l1v-drt
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8nk-peb-9qk
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q34-tgs-tdf
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n4z-dpm-fhw
title: Cystocoleus ebeneus (Dillwyn) Thwaites

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m63-0hm-mh9
title: Cystocoleus ebeneus (Dillwyn) Thwaites

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hch-h82-lp4
title: Ramalina fastigiata (Pers.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e6q-l2q-q0g
title: Xanthoria parietina (L.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q6p-ykg-x5j
title: Peltigera degenii Gyeln.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.nrjv2g
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Halenia rhyacophila"
 ]
}

 The dataset includes 237 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048713-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/snq-ev3-sld
title: Lepraria lobificans Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1j1-6kc-b6a
title: Ochrolechia arborea (Kreyer) Almb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qs1-1qb-gey
title: Physconia enteroxantha (Nyl.) Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p2h-b28-vet
title: Cystocoleus ebeneus (Dillwyn) Thwaites

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w22-3yk-f6l
title: Melanelixia subaurifera (Nyl.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l8p-2f4-cq0
title: Cystocoleus ebeneus (Dillwyn) Thwaites

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sr1-d6j-tn6
title: Buellia griseovirens (Turner & Borrer ex Sm.) Almb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0ez-hpj-zng
title: Rinodina lecanorina (A. Massal.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/00n-54p-q9q
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wx7-qtj-9dv
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6cg-qxj-byj
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3t4-mg5-va2
title: Collema flaccidum (Ach.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s6b-88h-5rb
title: Parmelia saxatilis (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nd4-wzz-309
title: Melanohalea exasperatula (Nyl.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/va5-6qb-bfw
title: Physcia stellaris (L.) Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ndy-gqm-pnp
title: Homostegia piggotii (Berk. & Broome) P. Karst.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x75-zyd-k59
title: Collema nigrescens (Huds.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fp4-8q9-jsn
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vj6-ac4-xc3
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.nrua9q
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048715-250827131500795/datasets/export for details.
DOI: 10.3535/tat-at0-dge
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.wy8stj
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Romneya coulteri",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048714-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0df-pe0-p6v
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/151-s46-pg4
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4g4-08y-0rv
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8gg-46z-3fp
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9pe-qmr-72h
title: Melanelixia glabra (Schaer.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kzn-gjg-3fc
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d9f-6gr-fxv
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mj4-xb8-dk5
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.bebwch
title: Occurrence Download

description: A dataset containing 3034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eryngium amethystinum",
 "Country is one of (Albania, Bosnia and Herzegovina, Croatia, Cyprus, Egypt, Greece, Israel, Italy, Kosovo, Lebanon, Montenegro, North Macedonia, Palestine, State of, Serbia, Slovenia, Syrian Arab Republic, Tunisia, Türkiye)"
 ]
}

 The dataset includes 3034 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048718-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jz3z39
title: Occurrence Download

description: A dataset containing 1850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ajuga orientalis",
 "Country is one of (Albania, Armenia, Azerbaijan, Cyprus, Georgia, Greece, Israel, Italy, Jordan, Lebanon, Palestine, State of, Russian Federation, Syrian Arab Republic, Ukraine)"
 ]
}

 The dataset includes 1850 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048716-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/smt-g0h-l27
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.8pn73w
title: Occurrence Download

description: A dataset containing 641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cynoglottis barrelieri",
 "Country is one of (Albania, Belarus, Bosnia and Herzegovina, Croatia, Greece, Hungary, Italy, Kosovo, Moldova, Republic of, Montenegro, Romania, Russian Federation, Serbia, Slovakia, Ukraine)"
 ]
}

 The dataset includes 641 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048717-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2bq-wv9-fwz
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kt8-b85-7ms
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rs5-h37-w2k
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v39-ghk-cxc
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xzd-vq8-q85
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aex-94m-mf0
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tgm-tfz-hxh
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a75-g8y-cvp
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/awm-ld4-3b7
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bz9-n8b-5ae
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wx9-szg-796
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g83-176-vd9
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j8j-db2-vpy
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5yh-9gb-jwr
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fbn-mg7-l56
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jsa-x1h-5m6
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2em-ahe-tra
title: Squamarina cartilaginea (With.) P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v1q-nlh-p86
title: Scoliciosporum schadeanum (Erichsen) Vězda

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/za0-2yx-pw0
title: Squamarina cartilaginea (With.) P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c8r-wfb-gft
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16900633
title: Synthetic Transition Piece Dynamics and Stress Time Series
DOI: 10.5281/zenodo.16900634
title: Synthetic Transition Piece Dynamics and Stress Time Series
DOI: 10.3535/4bt-4ms-pmj
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jdf-ck3-73v
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w6n-ely-rkm
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/56g-95s-byk
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r5m-j48-7qz
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zps-0x9-941
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fha-jdr-g51
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5fw-d82-ar7
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qnj-3dc-89a
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vvt-jc9-1l8
title: Squamarina lentigera (Weber) Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hey-699-vzp
title: Squamarina lentigera (Weber) Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/131-zne-45c
title: Squamarina cartilaginea (With.) P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gdx-1hr-gf0
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bcd-p7n-grb
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2n3-t7z-tmk
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/d45-lc8-a5a
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vmg-t3c-dm6
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/565-8h4-ncr
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v6h-ajj-r7y
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ks8-hwx-ek3
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gae-8kn-sed
title: Squamarina cartilaginea (With.) P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tyx-alq-kd5
title: Squamarina cartilaginea (With.) P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y3p-v2p-yn7
title: Scoliciosporum curvatum Sérus.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4h8-zxn-d3s
title: Scoliciosporum curvatum Sérus.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16901415
title: Synthetic Transition Piece Dynamics and Stress Time Series modelling data

description: This dataset contains paired input–output sequences of structural response data.





Inputs (X): acceleration time series with dimensions N samples × N timesteps × 5 degrees of freedom (DoF).




Outputs (Y): stress values with dimensions N samples × N timesteps × 18 surface points.



The data have been downsampled to 4 Hz, corresponding to 120 seconds of input and 10 seconds of output.

All variables have been scaled using MinMaxScaler for consistency across features.

The original dataset can be accessed via the following link: https://doi.org/10.5281/zenodo.16900634
DOI: 10.5281/zenodo.16901416
title: Synthetic Transition Piece Dynamics and Stress Time Series modelling data

description: This dataset contains paired input–output sequences of structural response data.





Inputs (X): acceleration time series with dimensions N samples × N timesteps × 5 degrees of freedom (DoF).




Outputs (Y): stress values with dimensions N samples × N timesteps × 18 surface points.



The data have been downsampled to 4 Hz, corresponding to 120 seconds of input and 10 seconds of output.

All variables have been scaled using MinMaxScaler for consistency across features.

The original dataset can be accessed via the following link: https://doi.org/10.5281/zenodo.16900634
DOI: 10.3535/m2z-rv9-n2z
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aka-xfw-zs5
title: Scoliciosporum sarothamni (Vain.) Vězda

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/n25-nc0-9dc
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h7b-lva-a41
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wt4-8nt-42m
title: Solorina saccata (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.