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.

5,573

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

5,573 results for “optimality”

Learn how ShareScore rates datasets ↗
zenodo32/100

Envelopes for the article "Realtime Selection of Optimal Source Parameters Using Ground Motion Envelopes" and the python notebook that shows the algorithm usage.

<p>The github repository is available at https://github.com/djozinovi/goodnessOfFitEnv</p>

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

Data for PASP paper: Optimal photometry of point sources: Joint source flux and background determination on array detectors - from theory to practical implementation

<p>High-resolution figures for paper "Optimal photometry of point sources: Joint source flux and background determination on array detectors - from theory to practical implementation", accepted for publication in The Publications of the Astronomical Society of the Pacific (PASP).</p>

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

Supplementary material to `Accelerating Lagrangian transport simulations on graphics processing units: performance optimizations of MPTRAC v2.6'

<p>This repository contains the supplementary material to the following paper: Hoffmann, L., Haghighi Mood, K., Herten, A., Hrywniak, M., Kraus, J., Clemens, J., and Liu, M., Accelerating Lagrangian transport simulations on graphics processing units: performance optimizations of MPTRAC v2.6, Geoscientific Model Development, submitted, 2023.</p>

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

Input data and scenarios outputs of the Water Resources Research paper "Optimal economic spatial and temporal allocation of green and grey investment to address water security threats : Case Study - Velhas River Basin, Brazil"

Open the record for dataset details and reuse information.

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

Datafiles for: "Benchmarking Derivative-Free Global Optimization Algorithms under Limited Dimensions and Large Evaluation Budgets"

<p>Datafiles for results of the experiments reported&nbsp;in the paper "Benchmarking Derivative-Free Global Optimization Algorithms under Limited Dimensions and Large Evaluation Budgets"</p>

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

Data from: "Navigating through Complexity: Optimizing Cathodes for Organic Electrohydrogenation through Coherent Workflows"

<p>The data used in "<strong>Navigating through Complexity: Optimizing Cathodes for Organic Electrohydrogenation through Coherent Workflows</strong>".&nbsp;</p>

opencc-by-nc-nd-4.0Nov 2023View details →
zenodo32/100

[data]Pollution source detection with low-cost low-accuracy sensors through coupling forward data assimilation and inverse optimization

<p>The data used in the case study(Cases-S1,S2,S3)in manuscript "Pollution source detection with low-cost low-accuracy sensors through coupling forward data assimilation and inverse optimization"</p>

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

Distributed Multi-objective Optimization in Cyber-Physical Energy Systems

<p>The data includes results for a distributed multi-objective optimization in Cyber-Physical Energy Systems. The respective implementation for the scenarios can be found here: https://github.com/Digitalized-Energy-Systems/MOO-CPES/releases/tag/Distributed_Multi-objective_Optimization_in_Cyber-Physical_Energy_Systems<br>In this case, a multi-agent system exists for the optimization in which agents represent chp units or wind plants. For the optimization using the agents, the agents have to fulfill a target schedule, with contains of the sum of all unit schedules. Regarding the target schedule, three objectives are considered: minimizing the difference between the<br>produced power in sum and the given target schedule, minimizing the emissions and minimizing the uncertainties.</p>

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

DrugMol3D: An Expanded Collection of Molecular Data for Optimized Drug Structures and Descriptive Properties

Open the record for dataset details and reuse information.

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

Electronic Companion - Accelerated Benders Decomposition for Enhanced Co-Optimized T&D System Planning

<p>This release is associated with a paper entitled "Accelerated Benders Decomposition for Enhanced Co-Optimized T&amp;D System Planning".</p><p>In this document, we include information regarding the&nbsp;physical parameters of the transmission and distribution power systems adopted to present the results shown in the paper. Additionally, data regarding investment and operative costs, as well as the scenarios used to describe the uncertainty of renewable-based generation availability and demand, are provided in this document.</p>

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

multi class dataset_Dipper Throated Optimization with Deep Convolutional Neural Network-based Crop Classification on Remote Sensing Image Analysis

Open the record for dataset details and reuse information.

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

Dataset for the paper "Parameter study and optimization of floating wind-wave co-generation system based on the Taguchi method"

<p>The Dataset is the result files for the paper "Parameter study and optimization of floating wind-wave co-generation system based on the Taguchi method"</p>

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

Building Optimize Game-Ready

More coming Soon Stay tuned... Source: Objaverse 1.0 / Sketchfab

opencc-byFeb 2020View details →
zenodo32/100

Calatrava La Vieja 2019 - Optimized

3D model of the south-east sector of the medina de Calatrava la Vieja, in which were discovered the remains of several houses from the Islamic and Christian periods, with continued occupation between the 10th and 15th centuries. In the southwestern corner, a large landfill from the Almohad period (1195-1212 CE) has also been documented, which intentionally filled in the old Islamic defensive moat that stood between the alcázar and the medina. The 3D model shows the appearance of the whole excavated area of the medina at the end of 2019 campaign. ID CALATRAVA LA VIEJA 2019 FINAL EXCAVATION Hervás Herrera, Miguel Ángel (2016): Calatrava la Vieja. Conservación y Restauración (1975-2010), Universidad de Castilla-La Mancha, Repositorio Digital RUIDERA, Albacete, 2016, 958 págs. URI: http://hdl.handle.net/10578/8711. 882 Photos P4 Pro V2. Reality Capture Source: Objaverse 1.0 / Sketchfab

opencc-by-nc-1.0Jun 2020View details →
zenodo32/100

Tomb of Fernão Gonçalves Cogominho - Optimized

The Tomb of Fernão Gonçalves Cogominho was constructed in 1364 CE. It is a large marble ark. The larger sides of the sarcophagus are decorated with a low relief representation of the Apostolate, whose figures are embedded in sections decorated with vegetable motifs, separated by double colunates, and represent one of the finest examples of 14th century sculpture. At the ends are inscribed the arms of the Cogominho family, the Sequeiros arms and a flower cross. On two of the sides of the sarcophagus, we find an engraved frieze, with a lettering that was added in the 16th century, with an honorific inscription regarding the family and the role of Fernão Gonçalves Cogominho. The upper statue, a firm depiction of a medieval knight, is defined by the long robe sustained by a firm buckle, the decorated war sword and, at his feet, the representation of a greyhound, symbolizing loyalty. Catalog No. ME1740. Museu de Évora 6709 photos shot with a Canon 5D Mk IV. It was completely processing in Reality Capture. Source: Objaverse 1.0 / Sketchfab

opencc-by-nc-1.0Jun 2020View details →
zenodo32/100

Supplementary material for publication "Optimizing combined tours: The truck-and-cargo-bike case"

<p>Supplementary material for publication "Optimizing combined tours: The truck-and-cargo-bike case" in OR Spectrum.</p> <p>Includes datasets I_1, I_2_W and I_2_M for different values of delta and n and results for the MIP formulations and heuristics.</p> <p>&nbsp;</p> <p>&nbsp;</p> <p>https://doi.org/10.1007/s00291-024-00754-2</p>

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

Optimized atomic coordinates of CO covered Ru(0001) at high coverage

<p>Optimized atomic coordinates of CO covered Ru(0001) from VASP calculations.&nbsp;</p>

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

Screener and Enumerator with Force-Field Optimization (SEFFO): algorithm for searching adsorption sites and configurations on 2D materials

<p>See ref:</p> <p>&nbsp;</p> <p>(submission stage)</p>

opencc-by-nc-4.0Mar 2024View details →
zenodo32/100

CNF Encoded Isomorphic and Optimized Miters from Hardware Model Checking Competition 2012 Models

<p>These miter benchmarks are used in a paper on congruence closure in 2024.</p> <p>The miter AIGs in the [`aig`](aig) directory are the same as those used to<br>generate CNFs of miter benchmarks submitted to the SAT Challenge in 2012.<br>Some of them have regularly been used in the SAT Competitions since then.</p> <p>The AIGs are separated into two sets:</p> <p>- [`aig/iso`](aig/iso) miters of isomorphic circuits<br>- [`aig/opt`](aig/opt) miters of optimized versus original circuit</p> <p>The first set checks equivalence of one circuit with itself in the<br>[`aig/iso`](aig/iso) (isomorphic) sub-directory and second set contains<br>equivalence checking problems (aka miters) comparing the original circuit<br>with an optimized version in the [`aig/opt`](aig/opt) (optimized)<br>sub-directory. &nbsp;The optimized versions of the circuits were obtained in 2012<br>by the `dc2` script for [ABC](https://people.eecs.berkeley.edu/~alanmi/abc).<br>We did not re-run ABC with a newer version in order to make sure we have as<br>base-line in our experiments the same CNFs, as they are well-known, i.e.,&nbsp;<br>they have been used in the SAT competitions for several years.</p> <p>Note that the original AIGER models have state elements (called "latches"<br>in AIGER terminology), but both the optimization with ABC as well as our<br>equivalence checking is purely combinational, by treating latches as<br>additional pseudo inputs, and next-state functions as output-functions. &nbsp;The<br>miters were accordingly generated (by the 2011 version) of `aigmiter` using<br>the `-c` option. &nbsp;For the same reason as for ABC explained above, we did not<br>rerun `aigmiter` either.</p> <p>We then encoded the two sets of AIGs into CNF in two different ways.<br>The first encoding just uses a simple Tseitin encoding, without<br>Plaisted-Greenbaum optimization, i.e., using the `--no-pg` option, as in 2012.<br>Even though we use a new version of `aigtocnf` in `src/aiger/aigtocnf.c` we<br>made sure that identical CNFs are generated for this first encoding variant<br>by checking that the MD5 sum of the (actually compressed) CNF files match.<br>This required to disable a newly introduced cone-of-influence (COI)<br>optimization with `--no-coi` which skips unreachable gates even when the<br>Plaisted-Greenbaum optimization is disabled.</p> <p>The second variant of the encoding detects XOR and ITE gates by pattern<br>matching and produces more concise CNFs by skipping internal AND gates<br>of detected XOR and ITE gates producing a direct encoding instead.</p> <p>This gives the following sets of CNFs;</p> <p>- [`cnf/ands/iso`](cnf/ands/iso) isomorphic circuits with ANDs only<br>- [`cnf/ands/opt`](cnf/ands/opt) optimized versus original with ANDs only<br>- [`cnf/xits/iso`](cnf/xits/isor) isomorphic circuits with ANDs, XORs, ITEs<br>- [`cnf/xits/opt`](cnf/xits/opt) optimized versus original with ANDs, XORs, ITEs</p> <p>All the CNFs in these directories have the same original file name of the<br>AIGER model to simplify run-time comparison. &nbsp;In `cnf/all` we further<br>provide links with qualified names to distinguish them.</p>

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

Surface Optimization of Nanodiamonds Using Non-Thermal Plasma

Open the record for dataset details and reuse information.

opencc-by-4.0Mar 2024View 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.