Find research datasets worth reusing

opencc-by-4.0Apr 2024View details →

Working at home from L3 Scientific Applications Consulting LLC

Photograph of home office space then passed through an 'edges' filter, shows three computer screens (one with MacOS logo, one with Fortran code, one with plot of Lake Michigan), a Blue Snowball, a keyboard, and some other peripherals.

Datasets used in the Paper of "Analysis of leading edge protection application on wind turbine performance through energy and power decomposition approaches"

These are the datasets used in the Wind Energy paper "Analysis of leading edge protection application on wind turbine performance through energy and power decomposition approaches."  The paper can be accessed <a href="https://onlinelibrary.wiley.com/doi/10.1002/we.2722">here</a>.  The computer code used to produce the results in the paper can be found <a href="../records/6321157">here</a>.

Data and analysis scripts for the submission "Seamlessly Scaling Applications with DAPHNE"

To regenerate the plots: You will need to install `R` (4.3.2) and the `tidyverse` package (2.0.0) We give a Nix flake that captures this environment (Install Nix: https://nixos.org/download/ and activate the flake feature: https://nixos.wiki/wiki/Flakes#Other_Distros.2C_without_Home-Manager) With Nix: `nix develop --command Rscript analysis_compas.R` Without Nix: `Rscript analysis_compas.R`

opencc-by-4.0Apr 2024View details →

Dataset related to "High-frequency optimally windowed chirp rheometry for rapidly evolving viscoelastic materials: Application to a crosslinking thermoset"

Knowledge of the evolution in the mechanical properties of a curing polymer matrix is of great importance in composite parts or structure fabrication. Conventional rheometry, based on small amplitude oscillatory shear, is limited by long interrogation times. In rapidly evolving materials, time sweeps can provide a meaningful measurement albeit at a single frequency. To overcome this constraint, we utilize a combined frequency- and amplitude-modulated chirped strain waveform in conjunction with a homemade sliding plate piezo-operated rheometer (PZR) and a dual-head commercial rotational rheometer (Anton Paar MCR 702) to probe the linear viscoelasticity of these time-evolving materials. The direct controllability of the PZR, resulting from the absence of any kind of firmware and the microsecond actuator-sensor response renders this device ideal for exploring the advantages of this technique. The high frequency capability allows us to extend the upper limits of the accessible linear viscoelastic spectrum and, most importantly, to shorten the length of the interrogating strain signal (OWCh-PZR) to subsecond scales, while retaining a high time-bandwidth product. This short duration ensures that the mutation number (NMu) is kept sufficiently low, even in fast-curing resins. The method is validated via calibration tests in both instruments, and the corresponding limitations are discussed. As a proof of concept, the technique is applied to a curing vinylester resin. The linear viscoelastic (LVE) spectrum is assessed every 20 s to monitor the rapid evolution in the time and frequency dependence of the complex modulus. Comparison of the chirp implementation, based on parameters such as duration of the experiment, sampling frequency, and frequency range, in a commercial rotational rheometer with the PZR provides further information on the applicability of this technique and its limitations. Finally, FTIR spectroscopy is utilized to gain insights into the evolution of the chemical network, and the gap dependence of the evolving material properties in these heterogeneous systems is also investigated

opencc-by-4.0Mar 2024View details →

Dataset for Engineering multifunctional dynamic hydrogel for biomedical and tissue regenerative applications

Hydrogels have emerged in various biomedical applications, including tissue engineering and medical devices, due to their ability to imitate the natural extracellular matrix (ECM) of tissues. However, conventional static hydrogels lack the ability to dynamically respond to changes in their surroundings to withstand the robust changes of the biophysical microenvironment and to trigger on-demand functionality such as drug release and mechanical change. In contrast, multifunctional dynamic hydrogels can adapt and respond to external stimuli and have drawn great attention in recent studies. It is realized that the integration of nanomaterials into dynamic hydrogels provides numerous functionalities for a great variety of biomedical applications that cannot be achieved by conventional hydrogels. This review article provides a comprehensive overview of recent advances in designing and fabricating dynamic hydrogels for biomedical applications. We describe different types of dynamic hydrogels based on breakable and reversible covalent bonds as well as noncovalent interactions. These mechanisms are described in detail as a useful reference for designing crosslinking strategies that strongly influence the mechanical properties of the hydrogels. We also discuss the use of dynamic hydrogels and their potential benefits. This review further explores different biomedical applications of dynamic nanocomposite hydrogels, including their use in drug delivery, tissue engineering, bioadhesives, wound healing, cancer treatment, and mechanistic study, as well as multiple-scale biomedical applications. Finally, we discuss the challenges and future perspectives of dynamic hydrogels in the field of biomedical engineering, including the integration of diverse technologies.

Dataset for publication "Composite MAX phase/MXene/Ni electrodes with a porous 3D structure for hydrogen evolution and energy storage application

Dataset for publication "Composite MAX phase/MXene/Ni electrodes with a porous 3D structure for hydrogen evolution and energy storage application". The dataset contains relevant data and figures from the publication. Description on how to work with the dataset is given in the readme file. DOI for the original paper: DOI <a title="Link to landing page via DOI" href="https://doi.org/10.1039/D3RA07335A">https://doi.org/10.1039/D3RA07335A</a>.

opencc-by-4.0Feb 2024View details →

Replication Package for Understanding the Impact of APIs Behavioral Breaking Changes on Client Applications

This repository contains the replication package for the paper Understanding the Impact of APIs Behavioral Breaking Changes on Client Applications. This paper will be published in the Proceedings of the ACM on Software Engineering journal. The replication package includes the scripts and data we extracted, leading us to our findings.

Dataset for " Direct or Indirect Sonication in Ecofriendly MoS2 Dispersion for NO2 and NH3 Gas-Sensing Applications

This zip file contains the opj data of the published paper entitled: Direct or Indirect Sonication in Ecofriendly MoS2 Dispersion for NO2 and NH3 Gas-Sensing Applications published in ACS Omega 2024, 9, 23, 2597-25308 DOI: <a title="DOI URL" href="https://doi.org/10.1021/acsomega.4c03166">10.1021/acsomega.4c03166</a>

A collection of map-based applications created to communicate sustainable mobility topics

<h2>Source of the sample map-based applications</h2> <div> <table> <tbody> <tr> <td>ID</td> <td>Published year</td> <td>Link</td> </tr> <tr> <td>R1</td> <td>2021</td> <td>https://futuretransport-news.com/voi-launches-impact-dashboard-for-moresustainable-transport-choices/ </td> </tr> <tr> <td>R2</td> <td>2022</td> <td>https://trafficinfratech.com/ritm3-effective-solution-for-sustainable-traffic-management</td> </tr> <tr> <td>R3</td> <td>2022</td> <td>https://staex.io/smart-city-staex-regioit </td> </tr> <tr> <td>R4</td> <td>2022</td> <td>https://www.paircity.com/home   </td> </tr> <tr> <td>R5</td> <td>2019</td> <td>https://www.geodan.com/knowledge-and-innovation/managing-urban-processesintelligently-with-the-amsterdam-smart-city-dashboard/</td> </tr> <tr> <td>R6</td> <td>2018</td> <td>https://www.greenappsandweb.com/en/android-en/rewarding-sustainable-mobilitysolutions/</td> </tr> <tr> <td>R7</td> <td>2021</td> <td>https://unhabitat.org/sites/default/files/2021/08/sump-guidelineseng.pdf   </td> </tr> <tr> <td>R8</td> <td>2020</td> <td>https://kidsgogreen.eu/en/   </td> </tr> <tr> <td>R9</td> <td>2023</td> <td>https://datatopics.worldbank.org/sdgatlas/goal-9-industryinnovation-and-infrastructure/?lang=en</td> </tr> <tr> <td>R10</td> <td>2020</td> <td>https://www.edinburgh.gov.uk/downloads/file/29320/city-mobility-plan-2021-2030     </td> </tr> <tr> <td>R11</td> <td>2021</td> <td>https://plan4better.de/en/tutorials/isochrone/   </td> </tr> <tr> <td>R12</td> <td>2022</td> <td>https://www.eiturbanmobility.eu/wpcontent/uploads/2022/11/EIT-UrbanMobilityNext915−min−City144dpi.pdf </td> </tr> <tr> <td>R13</td> <td>2023</td> <td>https://www.nature.com/articles/s41598-023-32326-9 </td> </tr> <tr> <td>R14</td> <td>2022</td> <td>https://mobilitylab.hel.fi/app/uploads/2022/09/Digital-Twin-for-Mobilty.-Working-paper-version-9-September-2022.pdf </td> </tr> <tr> <td>R15</td> <td>2020</td> <td>https://xyzt.ai/2020/12/01/become-a-traffic-data-rockstar/ </td> </tr> <tr> <td>R16</td> <td>2022</td> <td>https://www.argaleo.com/en/oplossingen/fietsbeleid/ </td> </tr> </tbody> </table> </div> <div> </div>

Fig. 1 in Multi-Criteria Decision Analysis as a tool to extract fishing footprints: application to small scale fisheries and implications for management in the context of the Maritime Spatial Planning Directive

Fig. 1: Map of the study area.

Compilation of existing underwater PAM repositories, libraries, and applications for sound processing

Resources for passive acoustic monitoring (PAM) are continuously expanding and being developed, yet a major challenge for users is staying up-to-date and finding the best software or application for their acoustics investigation. We expand on previous efforts (Rhinehart & Nicholson, 2022; Felgate, 2023) with the aim of providing a current, comprehensive list of 1) underwater sound repositories of raw sound data without significant processing, 2) biological sound reference libraries, with species or taxa identification, and 3) sound processing tools for visualization, annotation, or analysis. This spreadsheet contains three pages, one dedicated to each of the aforementioned items, along with some descriptive information to help users identify the best resources for their needs. This work was done to support the Global Library of Underwater Biological Sounds (GLUBS) project and funded in part by the Richard Lounsbery Foundation and from funding to SCOR WG #169 (GLUBS) provided by national committees of the Scientific Committee on Oceanic Research (SCOR) and from a grant to SCOR from the US National Science Foundation (OCE--2140395), with support from the International Quiet Ocean Experiment.

opencc-by-4.0Dec 2013View details →

Figure 1 in Application of the NucliSENS easyMAG system for nucleic acid extraction: optimization of DNA extraction for molecular diagnosis of parasitic and fungal diseases

Figure 1. Study design.

Memristive circuits based on multilayer hexagonal boron nitride for millimetre wave radiofrequency applications - Source data

Source data for the paper "Memristive circuits based on multilayer hexagonal boron nitride for radiofrequency and millimetre wave applications" Find online at: https://doi.org/10.1038/s41928-024-01192-2

opencc-by-4.0Apr 2024View details →

Safety Through Visibility: Tracing Hydrogen in Colors with Highly Customizable and Flexibly Applicable Supraparticle Additives

This data publication is based on the metadata and datasets underlying the manuscript: "Safety Through Visibility: Tracing Hydrogen in Colors with Highly Customizable and Flexibly Applicable Supraparticle Additive" Abstract: The flammability of H2-air mixtures demands timely detection and precise localization of H2 leakages to ensure safety and targeted maintenance measures in the anticipated hydrogen economy. Herein, H2 indicator supraparticles (SPs) are demonstrated that meet this demand by making H2 visible to the naked eye by a rapid (ir)reversible color change. Their toolbox-like manufacturing from SiO2 nanoparticles (NPs), Pt NPs, and indicator dye molecules   via spray-drying allows for engineering their structure, texture, and detection performance by systematically tuning their composition. It is demonstrated that decreasing the SiO2 NP size, increasing the Pt NP concentration, and adjusting the amount of dye molecules improve the SPs’ response times. This opens up the option for multidimensional customization of their detection performance. Furthermore, the toolbox of H2 indicator SPs containing the established resazurin system is expanded to other indicator dyes, which makes a color change and reversibility of choice feasible. H2 indicator SPs meet many of the target characteristics for H2 detectors, e.g., low limit of detection, cycle stability, and high selectivity. Moreover, the SPs’ particulate nature allows for their flexible application as an additive, e.g., in coatings or clothing, which enables the detection and localization of H2 leakages in relevant application scenarios.   The data collected is from October 2023.** This file contains information about the instruments, software, materials, chemicals, and datasets used for this study (including processed and raw data of the figures in the manuscript). A detailed description of the dataset is given in the attached README.txt file.

Application of CoLD-CoP to Detecting Competitively and Cooperatively Binding Ligands

CompetitiveCooperative_CoLD_CoP_for_archiving.zip will unzip into a directory with two sub-directories. The directory LysozymeNAG has directories with raw data (and NMRPipe format spectra processed in the direct dimension) for DOSYs acquired with a ligands only sample, a ligands + lysozyme sample and a ligands + lysozyme + NAG (N-Acetyl-Glucosamine) sample. This directory also has the key scripts used for DOSY processing and analysis of this dataset. The directory TyrosinaseHCCA similarly has directories with raw data (and NMRPipe format spectra processed in the direct dimension) for DOSYs acquired with a ligands only sample, a ligands + (mushroom) tyrosinase sample and a ligands + tyrosinase + HCCA (4-Hydroxy-a-Cyano-Cinnamic Acid) sample. The TyrosinaseHCCA directory has not only the key scripts used for DOSY processing and analysis of this dataset, but it also has 1D proton spectra acquired on each solution used in this arm of the project.  The file das_dosy_nm.m is a customized version of the DOSY processing file used in DOSY processing instead of the dosy_nm.m file used in the DOSY Toolbox. Use of the scripts found in the directories described in the above paragraph requires das_dosy_nm.m as well as NMRPipe, the DOSY Toolbox (https://nmr.chemistry.manchester.ac.uk/?q=node/8), CoLD-CoP toolbox and Covariance Toolbox (both available via MATLAB Central File Exchange). The file lysozyme_complexes_for_docking.zip contains lysozyme structures as minimized in various complexes as well as the ligands from those complexes. These can be used for rescoring or further re-docking, e.g., in FastDRH. DockingAndEnergyMinimization.zip contains some of the files used for docking and energy minimization of the Lysozyme-NAG, Lysozyme-Tris and Lysozyme-GlcNAC complexes.

Fig. 6 in Multi-Criteria Decision Analysis as a tool to extract fishing footprints: application to small scale fisheries and implications for management in the context of the Maritime Spatial Planning Directive

Fig. 6: Scatterplot matrices for Large (A) and Linear (B) FM functions.

Fig. 8 in Multi-Criteria Decision Analysis as a tool to extract fishing footprints: application to small scale fisheries and implications for management in the context of the Maritime Spatial Planning Directive

Fig. 8: High values of the FP c index as estimated by Local Moran's I test.

Fig. 5 in Multi-Criteria Decision Analysis as a tool to extract fishing footprints: application to small scale fisheries and implications for management in the context of the Maritime Spatial Planning Directive

Fig. 5: Spatial representation of coastal vessels activity indexes (Ac).

Fig. 4 in Multi-Criteria Decision Analysis as a tool to extract fishing footprints: application to small scale fisheries and implications for management in the context of the Maritime Spatial Planning Directive

Fig. 4: Spatial representation of the Coastal fishery suitability index (Sc).

Fig. 3 in Multi-Criteria Decision Analysis as a tool to extract fishing footprints: application to small scale fisheries and implications for management in the context of the Maritime Spatial Planning Directive

Fig. 3: Spatial representation of the criteria ranking taken into account in MCDA.