Skip to main content
Powered by ShareScore

Find research datasets worth reusing

Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.

768

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

768 results for “reinforcement”

Learn how ShareScore rates datasets ↗
zenodo32/100

Database on 16 reinforced concrete walls with lap splices and 8 reference units with continuous reinforcement (V2 models included)

<p>Recent post-earthquake missions have shown that both old and code-compliant reinforced concrete wall buildings can experience critical damage due to lap splices, which led to a recent surge in experimental tests of walls with such constructional detail. Most of the 16 walls with lap splices described in the literature thus far were carried out in the last five years. A database with these wall tests, plus 8 reference unit walls with continuous reinforcement, is herein provided alongside with the shell element models developed in Vector2 to simulate their inelastic F-D response</p> <p><strong>If the experimental data or the models are used, please cite:</strong></p> <p>- J.P. Almeida, O. Prodan, D. Tarquini, K. Beyer, 2017. &quot;<em>Influence of lap-splices on the cyclic inelastic response of<br> reinforced concrete walls. I: Database assembly, recent experimental data, and findings for model development</em>&quot;, ASCE<br> Journal of Structural Engineering 143 (12), DOI: 10.1061/(ASCE)ST.1943-541X.0001853.</p> <p>- D. Tarquini, J.P. Almeida, O. K. Beyer, 2017. <em>&quot;Influence of lap-splices on the cyclic inelastic response of reinforced<br> concrete walls. II: Shell element simulation and equivalent uniaxial model</em>&quot;, ASCE Journal of Structural Engineering 143<br> (12), DOI: 10.1061/(ASCE)ST.1943-541X.0001859.</p>

openafl-3.0Jul 2015View details →
zenodo32/100

Assessing instantaneous stiffness of cracked reinforced concrete beams based on crack depths

<p>The crack presence changes the shape or size of sections in reinforced concrete beams, and greatly affects the section inertias and the beam stiffness. To assess the instantaneous stiffness of the cracked beams, a method is proposed based on the exact crack depth. The region affected by cracks is determined firstly, and different nonlinear strain distributions are modeled in the effect region to describe the change of concrete strains caused by cracks. The internal force equilibria are adopted to find a solution to the top strain and neutral axis, and according to the solution, the inertias of key sections are calculated to assess the beam stiffness. The proposed method has been validated using experimental results obtained from two-stage tests on five reinforced concrete beams. The dataset&nbsp;stores&nbsp;valuable results calculated by the proposed method.</p>

opencc-by-4.0Jun 2019View details →
zenodo32/100

FreeCiv games played by Knowledge-based Reinforcement Learning

<p>The dataset contains 600 fully played games of FreeCiv game.&nbsp;</p>

opencc-by-4.0Jul 2019View details →
zenodo32/100

FIGURE 2. Mimosa pabstiana. A in Phylogenetic placement of Mimosa pabstiana reinforces a biogeographic pattern of the Pleistocene Arc Theory in Mimosa (Leguminosae, Caesalpinoideae)

FIGURE 2. Mimosa pabstiana. A. Detail of flowering branches. B. Detail of flowering and fruiting branches. C. Detail of craspedia. (photographed by A.C. Sevilha).

opennotspecifiedJun 2024View details →
zenodo32/100

FIGURE 4. Mimosa paraibana. A in Phylogenetic placement of Mimosa pabstiana reinforces a biogeographic pattern of the Pleistocene Arc Theory in Mimosa (Leguminosae, Caesalpinoideae)

FIGURE 4. Mimosa paraibana. A. Detail of capitate inflorescences. B. Detail of craspedia. C. Detail of habit. D. Detail of spicate, paniculate inflorescences (A and C, photographed by Leonardo Jales Leitão; B, photographed by Dr. Rubens Queiroz; D, photographed by M.F. Simon).

opennotspecifiedJun 2024View details →
zenodo32/100

FIGURE 1 in Phylogenetic placement of Mimosa pabstiana reinforces a biogeographic pattern of the Pleistocene Arc Theory in Mimosa (Leguminosae, Caesalpinoideae)

FIGURE 1. Phylogeny of Mimosa based on DNA sequences of the trnD-trnT noncoding plastid locus. The 50% majority-rule consensus tree from a Bayesian analysis. Letters on nodes represent well-supported clades recognized by Simon et al. (2011). Numbers next to nodes are posterior probabilities. The lines in gray represent trimerous lineages.

opennotspecifiedJun 2024View details →
zenodo32/100

Simple, highly-stable transfer cavity for laser stabilization based on a carbon-fiber reinforced polymer spacer

<p>Data corresponding to the article "Simple, highly-stable transfer cavity for laser stabilization based on a carbon-fiber reinforced polymer spacer"</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

Reinforcement Learning in path-dependent, non-ergodic contexts

<p>Data and models for training reinforcement learning agents in path-dependent, non-ergodic context. Provided to support our paper (reference upon publication)</p>

opencc-by-4.0Jun 2024View details →
zenodo32/100

GEOLAB-PEBSTER-TU Darmstadt: Large-scale model test on Piled Embankments with Basal Steel Mesh Reinforcement - Measurements.

<h1><strong>Large-scale model test on basal steel-mesh reinforced piled embankments (PEBSTER, a transnational access project of GEOLAB)</strong></h1> <p>Welcome to the GEOLAB PEBSTER TU Darmstadt project on Zenodo! This repository contains the measurement data of the large-scale model test on Piled Embankments with a Basal Steel Reinforcement (PEBSTER). Pile-supported embankments with basal geosynthetic reinforcement are commonly built in soft soil areas. Steel mesh reinforcement is particularly appealing for high embankments (Topolnicki et al., 2019). Its high axial stiffness, compared to geosynthetics, reduces horizontal deformation at the embankment base, minimizes bending moments in the piles, and ultimately enhances embankment stability.</p> <h2>PEBSTER</h2> <p>This dataset includes measurements from a large-scale test on steel-reinforced piled embankments, conducted at the Institute of Geotechnics of the Technical University of Darmstadt (Schneider et al., 2024a,b,c). This test is part of a broader research initiative called Piled Embankments with Basal Steel Reinforcement (PEBSTER), which also includes four small-scale test (van Eekelen et al., 2024), conducted at Deltares, Delft, Netherlands.</p> <h2>GEOLAB</h2> <p>GEOLAB is a project of the European Union&rsquo;s Horizon 2020 research and innovation program under Grant Agreement No. 101006512, addressing Europe's Critical Infrastructure (CI) challenges in the water, energy, urban, and transport sectors.</p> <p>The GEOLAB Research Infrastructure (RI) consists of 11 unique installations across Europe to study subsurface behavior and its interaction with structural CI elements and the environment. During the GEOLAB Transnational Access (TA), users outside the consortium gained access to the GEOLAB installations to perform research and innovation.</p> <h2>PEBSTER Research group</h2> <p>The project was conducted by a research group that includes the Institute of Geotechnics of the Technical University of Darmstadt, Germany, Deltares, Netherlands, Keller (Germany, France, Poland), and SHM System, Poland.</p>

embargoedcc-by-4.0Sep 2024View details →
zenodo32/100

Replication Package for "Using Reinforcement Learning to Sustain the Performance of Version Control Repositories"

<p>The replication package is organized into two containers, each of which is responsible for reproducing figures and analyses for each RQ.</p> <p>## Decompress Package</p> <p>```<br>$ tar -xvJf rl4monorepos.tar.xz<br>```</p> <p>## RQ1</p> <p>1. Import the container</p> <p>```<br>$ docker import rq1.tar rq1<br>```</p> <p>2. Regenerate figures</p> <p>```<br>$ docker container run -v &lt;outputdir&gt;:/out -e R_SCRIPT=figures.R rq1&nbsp;<br>```</p> <p>3. Re-execute statistical tests</p> <p>```<br>$ docker container run -e R_SCRIPT=stats-test.R rq1<br>```</p> <p>## RQ2</p> <p>1. Import the container</p> <p>```<br>$ docker import rq2.tar rq2<br>```</p> <p>2. Regenerate figures and print AUC values</p> <p>```<br>$ docker container run -v &lt;outputdir&gt;:/out -e R_SCRIPT=figures.R rq2&nbsp;<br>```</p>

opencc-by-4.0Oct 2024View details →
zenodo32/100

Data and code for "Compulsivity is linked to suboptimal choice variability but unaltered reinforcement learning under uncertainty"

<p>Data and code for "Compulsivity is linked to suboptimal choice variability but unaltered reinforcement learning under uncertainty". See https://github.com/jlexternal/RLVOLUNP_CIT_ana for directory structure.&nbsp;</p>

opencc-by-4.0Jan 2023View details →
zenodo32/100

Supplementary Data "Robustness and Generalization in Quantum Reinforcement Learning via Lipschitz Regularization"

<p>Pe-computed data for re-producing the results of "Robustness and Generalization in Quantum<br>Reinforcement Learning via Lipschitz Regularization".</p> <p>See also the GitHub repository https://github.com/nicomeyer96/regularized-qpg&nbsp;</p>

openapache2.0Oct 2024View details →
zenodo32/100

code and datasets for "GP73 reinforces cytotoxic T-cell function by regulating HIF-1α and increasing antitumor efficacy"

<p>We utilized T-cell-specific GP73 knockout mice to establish MC38 and B16 tumor models to investigate the impact of GP73-deficient T cells on tumor growth. Single-cell sequencing was subsequently employed to classify tumor-infiltrating immune cells and assess changes in cytokines and metabolic genes. Through RNA sequencing, real-time quantitative PCR, western blotting, flow cytometry, seahorse analysis, glucose uptake, and lactate secretion assays, we explored how GP73 regulates HIF-1&alpha; to influence T-cell antitumor functionality. Furthermore, we established adoptive transfer experiments to study the ability of GP73-overexpressing T cells to combat tumors. Clinical tumor patient blood samples were collected to assess the relationship between immunotherapy efficacy and T-cell GP73 levels.</p>

opencc-by-4.0Nov 2024View details →
dryad32/100

Data from: Seeking signatures of reinforcement at the genetic level: a hitchhiking mapping and candidate gene approach in the house mouse

Reinforcement is the process by which prezygotic isolation is strengthened as a response to selection against hybridization. Most empirical support for reinforcement comes from the observation of its possible phenotypic signature: an accentuated degree of prezygotic isolation in the hybrid zone as compared to allopatry. Here, we implemented a novel approach to this question by seeking for the signature of reinforcement at the genetic level. In the house mouse, selection against hybrids and enhanced olfactory-based assortative mate preferences are observed in a hybrid zone between the two European subspecies Mus musculus musculus and M. m. domesticus, suggesting a possible recent reinforcement event. To test for the genetic signature of reinforcing selection and identify genes involved in sexual isolation, we adopted a hitchhiking mapping approach targeting genomic regions containing candidate genes for assortative mating in mice. We densely scanned these genomic regions in hybrid zone and allopatric samples using a large number of fast evolving microsatellite loci that allow the detection of recent selection events. We found a handful of loci showing the expected pattern of significant reduction in variability in populations close to the hybrid zone, showing assortative odour preference in mate choice experiments as compared to populations further away and displaying no such preference. These loci lie close to genes that we pinpoint as testable candidates for further investigation.

opencc-zeroDec 2014View details →
dryad32/100

Data from: Malaria infections reinforce competitive asymmetry between two Ficedula flycatchers in a recent contact zone

Parasites may influence the outcome of interspecific competition between closely related host species through lower parasite virulence in the host with which they share the longer evolutionary history. We tested this idea by comparing the prevalence of avian malaria (Haemosporidia) lineages and their association with survival in pied and collared flycatchers (Ficedula hypoleuca and F. albicollis) breeding in a recent contact zone on the Swedish island of Öland. A nested PCR protocol amplifying haemosporidian fragments of mtDNA was used to screen the presence of malaria lineages in 1048 blood samples collected during 6 years. Competitively inferior pied flycatchers had a higher prevalence of blood parasites, including the lineages that were shared between the two flycatcher species. Multistate mark–recapture models revealed a lower survival of infected versus uninfected female pied flycatchers, while no such effects were detected in male pied flycatchers or in collared flycatchers of either sex. Our results show that a comparatively new host, the collared flycatcher, appears to be less susceptible to a local northern European malarial lineage where the collared flycatchers have recently expanded their distribution. Pied flycatchers experience strong reproductive interference from collared flycatchers, and the additional impact of species-specific blood parasite effects adds to this competitive exclusion. These results support the idea that parasites can strongly influence the outcome of interspecific competition between closely related host species, but that the invading species need not necessarily be more susceptible to local parasites.

opencc-zeroDec 2012View details →
zenodo32/100

Figure 4 in Reinforcement as a conservation tool - assessing site fidelity and movement of the endangered elongated tortoise Indotestudo elongata (Blyth, 1854)

Figure 4. Example of a male tortoise's MCP and KDE home ranges. Habitat use intensity is displayed as a grid clipped with 95% KDE outline (red = high use intensity; green = low use intensity; grid cell size = 10 m), the 50% core area is displayed as a stippled polygon. (A) Total MCP and overall KDE home range; (B) RS MCP and KDE home range; (C) DS MCP and KDE home range. Map designed using ArcGis 9.3.

opennotspecifiedJun 2014View details →
zenodo32/100

Figure 3 in Reinforcement as a conservation tool - assessing site fidelity and movement of the endangered elongated tortoise Indotestudo elongata (Blyth, 1854)

Figure 3. MCP home ranges for all radio-telemetered tortoises; left = females; right = males. Map designed using ArcGis 9.3.

opennotspecifiedJun 2014View details →
zenodo32/100

Figure 2 in Reinforcement as a conservation tool - assessing site fidelity and movement of the endangered elongated tortoise Indotestudo elongata (Blyth, 1854)

Figure 2. Incremental area analysis plots for (A) MCPs; (B) 95% KDE; and (C) core areas. Grey bars represent ranges of mean MCP and KDE area.

opennotspecifiedJun 2014View details →
zenodo32/100

Figure 1 in Reinforcement as a conservation tool - assessing site fidelity and movement of the endangered elongated tortoise Indotestudo elongata (Blyth, 1854)

Figure 1. Map displaying the location of the KPWS in northern Cambodia as well as extent and location of the major habitat types. Map designed using ArcGis 9.3. Elevation data: CGIAR SRTM (Jarvis et al. 2008). Protected area shape file: IUCN and UNEP-WCMC (2010).

opennotspecifiedJun 2014View details →
dryad32/100

Data in support of: Biomineralization of plastic waste to improve the strength of plastic-reinforced cement mortar

<p></p><p>The development of methods to reuse large volumes of plastic waste is essential to curb the environmental impact of plastic pollution. Plastic-reinforced cementitious materials (PRCs), such as plastic-reinforced mortar (PRM), may be potential avenues to productively use large quantities of low-value plastic waste. However, poor bonding between the plastic and cement matrix reduces the strength of PRCs, limiting its viable applications. In this study, calcium carbonate biomineralization techniques were applied to coat plastic waste and improved the compressive strength of PRM. Two biomineralization treatments were examined: enzymatically induced calcium carbonate precipitation (EICP) and microbially induced calcium carbonate precipitation (MICP). MICP treatment of polyethylene terephthalate (PET) resulted in PRMs with compressive strengths similar to that of plastic-free mortar and higher than the compressive strengths of PRMs with untreated or EICP-treated PET. Based on the results of this study, MICP was used to treat hard-to-recycle types 3–7 plastic waste. No plastics investigated in this study inhibited the MICP process. PRM samples with 5% MICP-treated polyvinyl chloride (PVC) and mixed type 3–7 plastic had compressive strengths similar to plastic-free mortar. These results indicate that MICP treatment can improve PRM strength and that MICP-treated PRM shows promise as a method to reuse plastic waste.</p><p></p>

opencc-zeroOct 2021View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.