Find research datasets worth reusing

Main output data used in "Coupling the regional climate MAR model with the ice sheet model PISM mitigates the melt-elevation positive feedback" (Delhasse et al., 2024)

Outputs used in: Delhasse, A., Beckmann, J., Kittel, C., and Fettweis, X.: Coupling MAR (Modèle Atmosphérique Régional) with PISM (Parallel Ice Sheet Model) mitigates the positive melt–elevation feedback, The Cryosphere, 18, 633–651, https://doi.org/10.5194/tc-18-633-2024, 2024. MAR-PISM coupling experiments outputs over 1991-2200. The main experiments are: <ul> <li>MAPI-2w: 2-way coupling, consideration online of the melt-elevation feedback (evolving topography in MAR).</li> <li>MAPI-1w: 1-way coupling, consideration of the melt-elevation feedback only with the offline correction (Franco et al., 2012) of the MAR outputs (fixed topography in MAR).</li> <li>MAPI-0w:  0-way coupling, no consideration of the melt-elevation feedback (fixed topography in MAR and no correction during interpolation).</li> </ul> MAR files contain yearly SMB (surface mass balance) and ST (surface temperature) interpolated (with correction) on the PISM-4.5km grid. Gradients used for the correction of the melt-elevation feedback are also given for both variables. SMB and ST are the two required MAR fields to couple MAR with PISM.  PISM files contain yearly ice thickness (THK) and ice mask (MASK) as simulated by PISM for each of the three experiments.  The MAR code used in this dataset is tagged as v3.11.3 on https://gitlab.com/Mar-Group/MARv3# (last access: 23 January 2024) (MARTeam, 2024). The PISM code used is tagged as PISMv1.2.2 on <a href="https://github.com/pism/pism/releases/tag/v1.2.2" target="_blank" rel="noopener noreferrer">https://github.com/pism/pism/releases/tag/v1.2.2</a> (last access: 23 January 2024). Other coupling scripts are also available upon request by email (<a href="mailto:alison.delhasse@uliege.be" target="_blank" rel="noopener noreferrer">alison.delhasse@uliege.be</a>). If you need other variables from MAR or PISM, send us an email (alison.delhasse@uliege.be, johanna.beckmann@monash.edu) and we will be glad to help you. We will also be happy to share the scripts we have developed to analyse the outputs and make the figures in this paper if needed. Please cite the paper if you use these MAR-PISM outputs. Data usage notice: If you use any of these results, please acknowledge the work of the people involved in producing them. Acknowledgments should be similar to the one below that contains information related to MAR and PISM. To document MAR scientific impact and enable ongoing support of the model, users are likely encouraged to contact me to add their works to the list of MAR-related publications.  "We thank A. Delhasse and J. Beckmann, as well as the MAR and PISM teams which make available the model outputs. We also thank agencies (F.R.S - FNRS, CÉCI, and the Walloon Region) that provided computational resources for MAR-PISM simulations. " You should also refer to and cite the following paper in its latest version: Delhasse, A., Beckmann, J., Kittel, C., and Fettweis, X.: Coupling MAR (Modèle Atmosphérique Régional) with PISM (Parallel Ice Sheet Model) mitigates the positive melt–elevation feedback, The Cryosphere, 18, 633–651, https://doi.org/10.5194/tc-18-633-2024, 2024. Reference Franco, B., Fettweis, X., Lang, C., and Erpicum, M.: Impact of spatial resolution on the modelling of the Greenland ice sheet surface mass balance between 1990–2010, using the regional climate model MAR, The Cryosphere, 6, 695–711, https://doi.org/10.5194/tc-6-695-2012, 2012. MARTeam: MARv3.11, GitLab [data set], <a href="https://gitlab.com/Mar-Group/MARv3" target="_blank" rel="noopener">https://gitlab.com/Mar-Group/MARv3#</a> (last access: 28 May 2022), 2021.

opencc-by-4.0Aug 2023View details →

Scripts, inputs and outputs of Module 3 BN analysis and impact assessment regarding Deliverable D6.3 "Performance and Impact assessment" in the IP4MaaS project

All the materials, inputs, models, and scripts that are used in the performance assessment toolbox (IP4MaaS project, Deliverable D6.3 Performance and Impact Assessment) are available in the attached folder.  The attached folder contains the following: Module 3_ BN analysis_Graphs and weights (the inputs, weights, graphs, and scripts of Bayesian Network analysis per each IP4MaaS demo site). The scripts have been designed for easy adoption in other projects with similar end goals. While the scripts operate on the codified representation of the traveller profiles, functionalities, and service providers, there is no restriction on the type of codification used. The only factor that the scripts assume is the order of the variables introduced for codification. That is the traveller profile variable (wherever applicable), followed by the Functionality variable, followed by the Service Provider variable. As long as the order is maintained, the scripts self-analyze the number of variables representing the traveller profiles, functionalities, and service providers, and perform calculations (USI, Effectiveness) and analysis (Regression and BN), Hence, in a similar framework, the scripts may be used for performing data analysis on a large data set with no restriction on the number of functionalities, service providers or subsets of traveller profiles. Documented Scripts can be found in a downloadable ZIP file here.

Model outputs for "Modeling the day-night temperature variations of ultra-hot Jupiters: confronting non-grey general circulation models and observations"

SPARC/MITgcm general circulation model outputs, including temperature structure, atomic hydrogen mixing ratio, winds, and time-resolved spectra produced by PICASO, for the paper "Modeling the day-night temperature variations of ultra-hot Jupiters: confronting non-grey general circulation models and observations" by Tan et al. (2023). Plotting scripts in Matlab for almost all figures in the paper are provided. These scripts can be modified to read out and plot any outputs that are not shown in the paper.

openapache2.0Nov 2023View details →

Example of Workflow Run RO-Crate Output in Sapporo

This is an archive of the contents under <a href="https://github.com/sapporo-wes/sapporo-service/tree/main/tests/ro-crate/ro-crate_dir">https://github.com/sapporo-wes/sapporo-service/tree/main/tests/ro-crate/ro-crate_dir</a> as of <a href="https://github.com/sapporo-wes/sapporo-service/releases/tag/1.5.1">version 1.5.1 of GitHub - sapporo-wes/sapporo-service</a>. For more details, please refer to <a href="https://github.com/sapporo-wes/sapporo-service/blob/main/tests/ro-crate/README.md">https://github.com/sapporo-wes/sapporo-service/blob/main/tests/ro-crate/README.md</a>.

Additional resources for "Day ahead electricity price forecasting with neural networks - one or multiple outputs?"

Open the record for dataset details and reuse information.

opencc-zeroNov 2023View details →

dryad36/100

Energy simulation outputs for different mitigation scenarios

Advanced urban heat mitigation technologies that involve the use of super cool materials combined with properly designed green infrastructure, lower the urban ambient and land surface temperatures and reduce the cooling consumption at the city scale. We present the results of the world's largest heat mitigation project in Riyadh, KSA. Daytime radiative coolers as well as cool materials combined with irrigated or non-irrigated greenery, have been used to design eight holistic heat mitigation scenarios. We assessed the climatic impact of the scenarios as well as the corresponding energy benefits of 3,323 urban buildings. An impressive decrease of the peak ambient temperature, up to 4.5°C, is calculated, consisting of the highest reported urban ambient temperature reduction, while the annual sum of the differences of the ambient temperature against a standard temperature base, (cooling degree hours), in the city decrease by up to 26%. We found that innovative urban heat mitigation strategies contribute to remarkable cooling energy conservation by up to 16%, while the combined implementation of heat mitigation and energy adaptation technologies decreases the cooling demand by up to 35%. It is the first article investigating the large-scale energy benefits of modern heat mitigation technologies when they are implemented in cities.

Output from paper: The s process in massive stars, a benchmark for neutron capture reaction rates

Title: "The s process in massive stars, a benchmark for neutron capture reaction rates"; Authors: Marco Pignatari, Roberto Gallino, Rene Reifarth------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------Content: tar.gz package including a README file and two folders. The folders contain all the abundance plots associated to the work Pignatari, Gallino & Reifarth, 2023 The European Physical Journal A, Special Issue on: 'From reactors to stars' in honor of Franz Kaeppeler.

The metadata of books submitted as research outputs to REF 2014 and REF 2021

This dataset contains ISBNs and below described metadata of 38,050 books which UK universities and research institutions submitted as their best research outputs to the UK's Research Excellence Framework (REF) in 2014 and 2021. The initial data was downloaded from the REF's webpages presenting the submissions and results for <a href="https://www.ref.ac.uk/2014">2014 REF</a> and <a href="https://results2021.ref.ac.uk/">2021 REF</a>. The thorough explanation how initial datasets were transformed into this dataset is provided in a preprint: Dagiene, Eleonora. 2023. "The Challenge of Assessing Academic Books: The UK and Lithuanian Cases Through the ISBN Lens." SocArXiv.  <a href="https://doi.org/10.31235/osf.io/qpwxn">https://doi.org/10.31235/osf.io/qpwxn</a> This dataset contains ISBNs and their metadata, gathered from the Global Register of Publishers <a href="https://grp.isbn-international.org/">https://grp.isbn-international.org/</a>Description of data columns and remarks:ISBNs – unique identifiers – at least one author of the book identified by the ISBNs is affiliated with the UK university or research institution;output_types – ['edited volumes', 'authored books'] – types of books eligible for research assessment;years – 2008-2020 – book publishing years as reported by submitting institutions;country – country name – countries where ISBNs were assigned, e.g. books authored or co-authored by UK researchers issued in 81 countries worldwide;unified_title – titles of publishers – parent publishers, e.g. Springer Nature, Informa (Taylor & Francis);primary_occupations_main – 'academic publishers', 'universities', 'intermediaries', 'other publishers', 'not publishers' – main types of institutions/companies which registered particular ISBNs;primary_occupations_detailed – 'academic publishers', 'university presses', 'university departments', 'self-publishing', 'publishing services', 'specialised publishers', 'general publishers', 'societies', 'not publishing', 'research institutions', 'governmental institutions', 'libraries', 'museums', 'non-governmental organisations' – just more types of institutions/companies.

Stability (similarity) values of output maps generated using different background point sampling strategies

These tables represent the model settings and similarity values of Species Distribution Models generated using different background pointssampling strategies. The similarity values are our own newly designed way to investigate model stability and were determined by comparing an output map of an SDM fitted using real data (original map) with an output map of an SDM fitted using virtual occurrences generated from the original map.

Stronger oceanic CO2 sink in eddy-resolving simulations of global warming: simulations outputs

This repository contains 1) the air-sea CO2 flux and the Dissolved Inorganic Carbon (DIC) distribution in idealized simulations run at different resolutions 2) the terms of the DIC budget for each simulation integrated temporally on the all simulation and integrated spatially on different boxes of the domain. These data are used in the article "Stronger oceanic CO$_2$ sink in eddy-resolving simulations of global warming" published in Geophysical Research Letters for producing Figs. 2, 3, 4. Refer to this paper for details about the data.

Colville River Delta Sea Ice Model and Output Data Files

In this study, we used a 1D Delft3D-FLOW model to simulate the temporal development of the Colville River Delta, AK during the most active Arctic seasons. Simulations focused on the deltaic clinoform (i.e., the cross-sectional view of a delta) and used a floating barge structure to mimic the effects of sea ice on surface waters. Delft3D simulations were coupled with modules written in MATLAB and outputs were process in MATLAB.The dataset includes an example model run file (Delft3D-FLOW and MATLAB) and output of results from simulations used to assess Arctic delta development under sea ice.  Files include:<ol><li>Example Delft3D-FLOW model setup file, MATLAB run script, and ice files for a 1500-year simulation.</li><li>Processed MATLAB structures and metadata for model results<ol><li>Long-term Delta Developmental Outputs (1500-year simulations)<ol><li>Ice-free</li><li>Ice-affected</li><li>Ice-free with waves</li><li>Ice-affected with waves</li></ol></li><li>Varying Sea Ice Characteristics Outputs (500-year simulations)<ol><li>Ice matrix (six simulations)</li></ol></li><li>Future Arctic Delta Scenarios Outputs (450-year simulations)  <ol><li>Scenario A</li><li>Scenario B</li></ol></li></ol></li></ol>

Interacting impacts of hydrological changes and air temperature warming on lake temperatures highlight the potential for adaptive management: Model output

This archive includes the output from the General Ocean Turbulence Model for a series of simulations that used differing model drivers (inflow discharge, Q, and air temperature, T).  The Experiment_output.zip contains text files generated from the GOTM workflow containing modelled water temperatures and the Mod_z.txt are the corresponding depths for these temperatures. The file name corresponds to the change made to the driving data from baseline (unchanged conditions), a combination of air temperature increase and flow percentage change e.g. Mod_temp_T_2_Q_1.5 refers to an air temperature increase of 2 degrees Celsius and a flow increase of 50% and a Mod_temp_T_3.5_Q_0.7 refers to an air temperature increase of 3.5 degrees Celsius and a flow decrease of 30%.

opencc-by-4.0Jul 2023View details →

Model outputs and data used in the study

The aqua_chl.rar is Chla satellite remote sensing data. The Cempaka.txt is the Typhoon Cempaka data obtained fron CMA.The Lupit.txt is the Typhoon Lupit data obtained fron CMA.The PRE_mod.mat is the model outputs.The diagnose_budget.rar is diagnostic output from the model.The salinity.mat file contains both the measured and simulated salinity data.

Data on the gravitational settling experiment and FLEXPART simulations output

Data accompanying the research paper 'Shape matters: long-range transport of microplastic fibers in the atmosphere' by Tatsii et al., 2023 accepted by ACS Environmental Science and Technology journal.   The uploaded text file refers to the experimental data on gravitationsl settling of microplastic fibers and spheres. Tar archives contain the FLEXPART (Lagrangian particle dispersion model) simulations output considering low and high scavenging efficiencies.

WRF model output

Open the record for dataset details and reuse information.

Model Output for: "MESSENGER observations of Mercury's planetary ion escape rates and their dependence on true anomaly angle"

In the manuscript titled ‘MESSENGER Observations of Mercury’s Planetary Ion Escape Rates and Their Dependence on True Anomaly Angle’, submitted to Geophysical Research Letters, we provide an analysis of test sodium ion (Na+) particles. These test particles, integral to our research, are illustrated in Figure 4.  This dataset contains an ASCII file with detailed information and descriptions of these test particles.

Output Overlay images from Leaf Machine V2

Open the record for dataset details and reuse information.

Model Output accompanying 'A predicted pause in the rapid warming of the Northwest Atlantic Shelf in the coming decade'

Postprocessed model output and observations necessary for reproducing all figures from the main body of the artcile 'A predicted pause in the rapid warming of the1 Northwest Atlantic Shelf in the coming decade'. Please see the README.txt file

Outputs from new LBA simulations. Part II: Interactive surface fluxes

MIMICA model outputs for new LBA simulations. The case, model configuration and output files are all described in the attached TRANSITION_setup.pdf file. This is the second of a three part dataset containing results from simulations in which surface fluxes were calculated interactively (see below for a very quick overview of all data). Three sets of data outputs are available: One corresponding to the original, idealized LBA case, one in which cold pools have been suppressed by nudging temperature and moisture tendencies below cloud base(_nocp extension), and one in which the fixed surface fluxes have been replaced by interactive fluxes (_sst extension). For each set of simulations, five horizontal grid spacings were employed to test the sensitivity of the results to resolution (specified as file name extensions): 1.6 km (64 grid points), 800 m (128 grid points), 400 m (256 grid points), 200 m (512 grid points) and 100 m (1024 grid points). Finally, for each case, a series of various output files are available, including time series of domain averaged quantities (T_S), time series of horizontally averaged quantities (profiles_tot.nc), and two-dimensional horizontal slices extracted at various altitudes (slice_z_XXXX.nc). Note that all files present except T_S follow the NetCDF standard.

Outputs from new LBA simulations. Part III: Suppressed cold pools

MIMICA model outputs for new LBA simulations. The case, model configuration and output files are all described in the attached TRANSITION_setup.pdf file. This is the third of a three part dataset containing results from simulations in which cold pools have been suppressed (see below for a very quick overview). Three sets of data outputs are available: One corresponding to the original, idealized LBA case, one in which cold pools have been suppressed by nudging temperature and moisture tendencies below cloud base(_nocp extension), and one in which the fixed surface fluxes have been replaced by interactive fluxes (_sst extension). For each set of simulations, five horizontal grid spacings were employed to test the sensitivity of the results to resolution (specified as file name extensions): 1.6 km (64 grid points), 800 m (128 grid points), 400 m (256 grid points), 200 m (512 grid points) and 100 m (1024 grid points). Finally, for each case, a series of various output files are available, including time series of domain averaged quantities (T_S), time series of horizontally averaged quantities (profiles_tot.nc), and two-dimensional horizontal slices extracted at various altitudes (slice_z_XXXX.nc). Note that all files present except T_S follow the NetCDF standard.