cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14807727
title: Structural Nonlinearities for a Single Degree of Freedom System-MATLAB I

description: This repository contains part of a large collection of synthetic displacement time-series datasets developed for the study “Data-Driven Classification of Structural Nonlinearities Using Interpretable Deep Learning on Time Series.”The datasets represent the dynamic response of single-degree-of-freedom (SDOF) systems exhibiting a variety of nonlinear behaviors, including cubic stiffness, Coulomb friction, clearance effects, and quadratic damping.

Each sample consists of a 100,000-point univariate displacement time series, generated by numerically solving the nonlinear equations of motion under logarithmic sweep-sine excitation. The datasets were produced using both MATLAB (ode45) and Julia solvers, with systematic variation in forcing amplitudes, sweep rates, damping and stiffness parameters, and additive Gaussian noise.The suite includes both binary classification datasets (2 classes) and multi-class datasets (6 classes), enabling rigorous benchmarking of time-series classification and interpretability methods.



Reason for Multiple Zenodo Deposits

The complete dataset collection exceeds Zenodo’s maximum file-size limit for a single upload.To ensure full public accessibility, the benchmark suite has been divided into three coordinated Zenodo records, with each record hosting a separate subset of the datasets.Together, the three deposits constitute the full dataset release supporting the paper.



Dataset Overview

This deposit contains one subset of the following datasets (complete suite shown for reference):





LNM1, LNJ1 – Binary datasets (linear vs. cubic stiffness)




DM1, DJ1 – Six-class datasets (Duffing-type nonlinearities)




DJ19 – Six-class dataset with 19 distinct forcing amplitudes




ONM19, OWM19, ONJ19, OWJ19 – Reproductions and extensions of Ondra et al. (2017), with/without added noise



These datasets differ in complexity, solver type, and noise levels, enabling robust evaluation of classification accuracy, generalization, and post-hoc interpretability performance.



File Formats





CSV (.csv) — displacement time series stored as rows or columns




MATLAB (.mat) — MATLAB-compatible structured arrays for efficient loading




Every sample includes:





100,000-point displacement signal




Integer-encoded class label




Metadata: solver type, forcing parameters, SNR, dataset identifier







How to Cite

Please cite the associated research:



Abusalameh, B., Wei, J., & Mengaldo, G. (2025). Data-Driven Classification of Structural Nonlinearities Using Interpretable Deep Learning on Time Series.


and cite this Zenodo record using its DOI.
DOI: 10.5281/zenodo.14807726
title: Structural Nonlinearities for a Single Degree of Freedom System-MATLAB I

description: This repository contains part of a large collection of synthetic displacement time-series datasets developed for the study “Data-Driven Classification of Structural Nonlinearities Using Interpretable Deep Learning on Time Series.”The datasets represent the dynamic response of single-degree-of-freedom (SDOF) systems exhibiting a variety of nonlinear behaviors, including cubic stiffness, Coulomb friction, clearance effects, and quadratic damping.

Each sample consists of a 100,000-point univariate displacement time series, generated by numerically solving the nonlinear equations of motion under logarithmic sweep-sine excitation. The datasets were produced using both MATLAB (ode45) and Julia solvers, with systematic variation in forcing amplitudes, sweep rates, damping and stiffness parameters, and additive Gaussian noise.The suite includes both binary classification datasets (2 classes) and multi-class datasets (6 classes), enabling rigorous benchmarking of time-series classification and interpretability methods.



Reason for Multiple Zenodo Deposits

The complete dataset collection exceeds Zenodo’s maximum file-size limit for a single upload.To ensure full public accessibility, the benchmark suite has been divided into three coordinated Zenodo records, with each record hosting a separate subset of the datasets.Together, the three deposits constitute the full dataset release supporting the paper.



Dataset Overview

This deposit contains one subset of the following datasets (complete suite shown for reference):





LNM1, LNJ1 – Binary datasets (linear vs. cubic stiffness)




DM1, DJ1 – Six-class datasets (Duffing-type nonlinearities)




DJ19 – Six-class dataset with 19 distinct forcing amplitudes




ONM19, OWM19, ONJ19, OWJ19 – Reproductions and extensions of Ondra et al. (2017), with/without added noise



These datasets differ in complexity, solver type, and noise levels, enabling robust evaluation of classification accuracy, generalization, and post-hoc interpretability performance.



File Formats





CSV (.csv) — displacement time series stored as rows or columns




MATLAB (.mat) — MATLAB-compatible structured arrays for efficient loading




Every sample includes:





100,000-point displacement signal




Integer-encoded class label




Metadata: solver type, forcing parameters, SNR, dataset identifier







How to Cite

Please cite the associated research:



Abusalameh, B., Wei, J., & Mengaldo, G. (2025). Data-Driven Classification of Structural Nonlinearities Using Interpretable Deep Learning on Time Series.


and cite this Zenodo record using its DOI.
DOI: 10.15468/vhk5ya
title: JNCC/Cefas Barmade Bank MCZ Verification survey (CEND0412) - Seabed Still Analyses

description: The Joint Nature Conservation Committee (JNCC) and Centre for Environment, Fisheries and Aquaculture Science (Cefas) undertook an offshore seabed survey of Barmade Bank on the MRV Endeavour in March 2012 (Cruise Code: CEND0412) as part of a Cefas Marine Conservation Zone (MCZ) verification survey of Barmade Bank; Compass Rose; and Farnes East.

A total of 266 still images were collected across 16 stations at Barmade Bank.
DOI: 10.15468/dl.3x8zg3
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is ITA.15_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Equisetum ramosissimum"
 ]
}

 The dataset includes 61 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027895-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17711171
title: Supplementary data for the manuscript titled: "Low-carbon concrete has the potential to meet global urban housing needs by 2050"

description: This is a supplementary dataset for the Nature Communications Sustainability article titled: 

"Low-carbon concrete has the potential to meet global urban housing needs by 2050"

The dataset includes 9 sheets:

1- A description sheet

2- LCA results. This sheet calculates the cradle-to-2050 embodied carbon for the five material typologies.

3- LCA Annex. This sheet includes the litertaure-based background inventory data for the embodied carbon of all constituent materials.

4- Supply Demand Map. This sheet calculates the supply v. demand balance for biomaterials.

5- Land demand. This sheet calculates the land demand for forest area, for construction a single archetypal housing unit with the timber-CLT and bamboo-LVB material typologies.

6- Carbon Savings. This sheet calculates the potential regional carbon savings from using the ECO concrete, and maximum possible use of CLT and LVB.

7- Carbon Savings sensitivity. This sheet calculates the lower and upper bound values of the overall carbon reductions from the potential supply of each building archetype.

8- Annual production. This sheet includes an 'order of magnitude' estimate for the annual global production of the key materials used in the five material typologies. 

9- References. This sheet includes the references included in the dataset.
DOI: 10.5281/zenodo.17711172
title: Supplementary data for the manuscript titled: "Low-carbon concrete has the potential to meet global urban housing needs by 2050"

description: This is a supplementary dataset for the Nature Communications Sustainability article titled: 

"Low-carbon concrete has the potential to meet global urban housing needs by 2050"

The dataset includes 9 sheets:

1- A description sheet

2- LCA results. This sheet calculates the cradle-to-2050 embodied carbon for the five material typologies.

3- LCA Annex. This sheet includes the litertaure-based background inventory data for the embodied carbon of all constituent materials.

4- Supply Demand Map. This sheet calculates the supply v. demand balance for biomaterials.

5- Land demand. This sheet calculates the land demand for forest area, for construction a single archetypal housing unit with the timber-CLT and bamboo-LVB material typologies.

6- Carbon Savings. This sheet calculates the potential regional carbon savings from using the ECO concrete, and maximum possible use of CLT and LVB.

7- Carbon Savings sensitivity. This sheet calculates the lower and upper bound values of the overall carbon reductions from the potential supply of each building archetype.

8- Annual production. This sheet includes an 'order of magnitude' estimate for the annual global production of the key materials used in the five material typologies. 

9- References. This sheet includes the references included in the dataset.
DOI: 10.15468/dl.8qvr28
title: Occurrence Download

description: A dataset containing 462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Oman",
 "TaxonKey is Scorpiones"
 ]
}

 The dataset includes 462 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027896-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17105892
title: Index der Nachrichten aus der Brüdergemeine. Teil 1: Gemein-Nachrichten (ab 1765). Teil 2: Nachrichten aus der Brüder-Gemeine (1819-1894). Teil 3: Periodical Accounts (1790-1965). Teil 4: Beyträge zur Erbauung aus der Brüder-Gemeine (1817 und 1818). Teil 5: Mitteilungen aus der Brüdergemeine (1895-1941). Teil 6: Statistik.

description: Mit den Gemein-Nachrichten stellt das Unitätsarchiv Herrnhut der weltweiten Evangelischen Brüder-Unität - Herrnhuter Brüdergemeine (Unitas Fratrum / Moravian Church) das älteste und umfangreichste Mitteilungsblatt der Brüdergemeine digital zur Verfügung. Es enthält Berichte aus Gemeinden sowie dem Missions- und Diasporawerk der Brüdergemeine sowie Reden und Lebensläufe. Die Gemein-Nachrichten wurden ab 1765 in Fortsetzung des Jüngerhaus-Diariums (1747-1764) ausschließlich handschriftlich vervielfältigt.

In Druck gingen ab 1790 die englischsprachigen Periodical Accounts, zwischen 1817 und 1818 die Beyträge zur Erbauung aus der Brüder-Gemeine und zwischen 1819 und 1894 die Nachrichten aus der Brüder-Gemeine. Das Nachrichtenblatt fand in den Mitteilungen aus der Brüder-Gemeine zur Förderung christlicher Gemeinschaft ab 1895 bis 1941 seine Fortsetzung.

Der hier vorliegende Index schließt die Nachrichten aus der Brüdergemeine auf und verlinkt, wenn möglich, die Primärdigitalisate. Die Indizierung erfolgt im und für das Projekt #DigitalHerrnhut in virTUos (Virtuelles Lehren und Lernen an der TU Dresden im Open Source-Kontext), von 2021 bis 2025 gefördert von der Stiftung Innovation in der Hochschullehre, und im Rahmen des Moravian Knowledge Network.

Ab der Version v14 (12.09.2025) ist der Index gegliedert und deutlich erweitert und kann entsprechend zitiert werden:

Teil 1: Gemein-Nachrichten (ab 1765)Teil 2: Nachrichten aus der Brüder-Gemeine (1819-1894)Teil 3: Periodical Accounts (1790-1965) (in Bearbeitung)Teil 4: Beyträge zur Erbauung aus der Brüder-Gemeine (1817 und 1818)Teil 5: Mitteilungen aus der Brüdergemeine (1895-1941) (in Vorbereitung)Teil 6: Statistik
description: Deutliche Erweiterung und Ausdifferenzierung des Index.
DOI: 10.15468/dl.77jsvr
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prosobonia parvirostris"
 ]
}

 The dataset includes 107 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027898-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kartp3
title: Occurrence Download

description: A dataset containing 2645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cursorius cursor",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Spain",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "Month is not null"
 ]
}

 The dataset includes 2645 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027897-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpb6rb
title: Occurrence Download

description: A dataset containing 985829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-2.035581242515073 47.2779876210342, -2.035581242515073 48.21088365893234, -3.734829046805348 48.21088365893234, -3.734829046805348 47.2779876210342, -2.035581242515073 47.2779876210342))",
 "EventDate is 2015-11-01,2025-11-01"
 ]
}

 The dataset includes 985829 records from 411 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027840-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240941
title: HIFLD US Coast Guard (USCG) Captain of the Port Zones

description: This is a polygonal dataset representing the U.S. Coast Guard Captain of the Port Zones throughout the United States. This data was developed by USCG - OSC Enterprise GIS based on Title 33, Code of Federal Regulations Part 3.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.3886/e240941v1
title: HIFLD US Coast Guard (USCG) Captain of the Port Zones

description: This is a polygonal dataset representing the U.S. Coast Guard Captain of the Port Zones throughout the United States. This data was developed by USCG - OSC Enterprise GIS based on Title 33, Code of Federal Regulations Part 3.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.15468/dl.tbxw95
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dyacopterus brooksi",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027899-251120083545085/datasets/export for details.
DOI: 10.17026/ar/klelwu
title: PAN-00179680 - palstave

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00179680&lt;/p&gt;
description: Modified: 2025-09-16T11:55:23+02:00
DOI: 10.24403/jp.1514433
title: Studierende der FH Potsdam besuchten die ISI 2025 in Chemnitz
DOI: 10.24403/jp.1514436
title: Von Leuchttürmen lernen : Deichman Björvika revisited / Olaf Eigenbrodt
DOI: 10.24403/jp.1514432
title: »Beleben, Beachten, Beteiligen – Bibliotheken in den Mittelpunkt« / Alexander Budjan, Leitung Hessische Fachstelle für Öffentliche Bibliotheken
DOI: 10.24403/jp.1514430
title: Nachrichten
DOI: 10.24403/jp.1514431
title: Herausragende Abschlussarbeiten ausgezeichnet / red.
DOI: 10.24403/jp.1514427
title: Archiv – Korrektiv – Perspektiv(wechsel) : auf einen Espresso mit Professor Jan R. Krause zur Atmosphäre von Bibliotheken
DOI: 10.24403/jp.1514428
title: Volle Aufmerksamkeit auf die Bibliotheken gelenkt : über 250 000 Besucher/-innen kommen zur Ersten Bundesweiten Nacht der Bibliotheken / Kristin Bäßler, Pressesprecherin und Leiterin der Kommunikation des dbv
DOI: 10.24403/jp.1514429
title: Was wirkt? : Orientierungshilfen für nachhaltiges Engagement in Bibliotheken / Susanne Brandt
DOI: 10.24403/jp.1514426
title: Sterben, Tod, Abschied, Trauer und Weiterleben : ein Kooperationsprojekt zwischen der Stadtbibliothek Reutlingen und dem Ambulanten Hospizdienst Reutlingen / Tanja Schleyerbach, Stadtbibliothek Reutlingen, Sachgebietsleitung Vielfalt
DOI: 10.34810/data2662
title: Replication Data for: Optical and simulated visual outcomes of two presbyopia-correcting intraocular lenses tested in clinically relevant decentration and tilt conditions

description: This dataset comes from an experimental study using an optical bench and an artificial eye model. The aim was to evaluate the optical image quality and simulated visual acuity of two intraocular lenses (EDOF and Trifocal) under aligned and misaligned conditions. Two levels of decentration (0.2 mm and 0.4 mm) and two tilt angles (2° and 4°) were tested. Measurements were taken based on the Through-focus and modulation transfer function (MTF), considering average corneal spherical aberration and two pupil diameters (3.0 mm and 4.5 mm).
DOI: 10.15468/dl.78jstz
title: Occurrence Download

description: A dataset containing 7548 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Botanic Garden of the Finnish Museum of Natural History"
 ]
}

 The dataset includes 7548 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027902-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3j7c8z
title: Occurrence Download

description: A dataset containing 3306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Occurrence evidence)",
 "Geometry POLYGON((6.07277 42.86988,6.89024 42.86988,6.89024 43.28003,6.07277 43.28003,6.07277 42.86988))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Posidonia oceanica, Posidonia oceanica)",
 "Year 1963-2025"
 ]
}

 The dataset includes 3306 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027903-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3z2nxr
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dyacopterus rickarti",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027904-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/wwsttn
title: PAN-00003302 - coin/coin-related, Marcus Antonius; legioen XXI, denarius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00003302&lt;/p&gt;
description: Modified: 2025-09-29T17:17:41+02:00
DOI: 10.15468/dl.vghper
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bee Flies of Ireland"
 ]
}

 The dataset includes 110 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027906-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcf9tb
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Burhinus oedicnemus distinctus",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Country is Spain",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "DistanceFromCentroidInMeters is greater than or equal to 1000",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2015",
 "Month is not null"
 ]
}

 The dataset includes 37 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027905-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9394t
title: Occurrence Download

description: A dataset containing 147541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Material sample)"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (INTRODUCED)"
 ]
 }
 },
 "TaxonKey is Tremellomycetes"
 ]
}

 The dataset includes 147541 records from 699 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027818-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5t5oir
title: Occurrence Download

description: A dataset containing 20177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus norvegicus (Berkenhout, 1769)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 20177 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005309-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zpajf
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stelis rutrum Luer & R.Vásquez"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196533-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.reg6am
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria blanda Polhill"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0152848-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0i1jfe
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 4fd82480-ea1c-11da-8db4-b8a03c50a862",
 "TaxonKey is Pteropodidae"
 ]
}

 The dataset includes 302 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000411-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.