cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/yy8spz6v5t
title: Power Distribution Networks Planning in Meshed Loop-Feeder or Open-Loop Topology

description: This dataset contains some case studies referring to the optimal planning of MV distribution networks with meshed (loop feeder, LF, and open loop, OL) topology. 
The folder "Case studies" contains .xlsx files of three different test cases:
1) Case A (small-size test case): A small portion of the city center of Florence, Italy, with 20 secondary substations, 2 primary substations, and 230 candidate branches.
2) Case B (medium-size test case): The town of Assisi, in central Italy, with 50 secondary substations, 3 primary substations, and with a total of 1100 candidate branches.
3) Case C (large-size test case): A significant portion of the city of Terni, in central Italy, with 117 secondary substations, 3 primary substations, and 1628 candidate branches.
In all test cases, secondary and primary substations are arbitrarily placed along the city. 
Each .xlsx file contains:
1) Sheet "Nodes": the complete list of nodes, each with name, typology (load node, root node), coordinates (latitude and longitude), active and reactive power demand.
2) Sheet "Branches": the complete list of candidate branches, each with names of from_node and to_node, length, ampacity, branch capacity, WGS84 coordinates of the road path of the branch, status in the LF optimal solution, status in the OL optimal solution (1 = branch is connected, 0 = branch is not connected). For each candidate branch, an underground cable with a series impedance of 0.206 + j 0.092 Ohm/km per phase is
assumed. DUmax = 8% is the maximum allowable voltage drop. 
The folder "Maps" contains the optimal meshed topologies (both LF and OL topology) of the three case studies with selected candidate branches reported in the street layout and the whole network visualized on a map. OpenStreetMap is used. In Case A and Case B LF and OL optimal topologies are the same.
DOI: 10.17632/yy8spz6v5t.1
title: Power Distribution Networks Planning in Meshed Loop-Feeder or Open-Loop Topology

description: This dataset contains some case studies referring to the optimal planning of MV distribution networks with meshed (loop feeder, LF, and open loop, OL) topology. 
The folder "Case studies" contains .xlsx files of three different test cases:
1) Case A (small-size test case): A small portion of the city center of Florence, Italy, with 20 secondary substations, 2 primary substations, and 230 candidate branches.
2) Case B (medium-size test case): The town of Assisi, in central Italy, with 50 secondary substations, 3 primary substations, and with a total of 1100 candidate branches.
3) Case C (large-size test case): A significant portion of the city of Terni, in central Italy, with 117 secondary substations, 3 primary substations, and 1628 candidate branches.
In all test cases, secondary and primary substations are arbitrarily placed along the city. 
Each .xlsx file contains:
1) Sheet "Nodes": the complete list of nodes, each with name, typology (load node, root node), coordinates (latitude and longitude), active and reactive power demand.
2) Sheet "Branches": the complete list of candidate branches, each with names of from_node and to_node, length, ampacity, branch capacity, WGS84 coordinates of the road path of the branch, status in the LF optimal solution, status in the OL optimal solution (1 = branch is connected, 0 = branch is not connected). For each candidate branch, an underground cable with a series impedance of 0.206 + j 0.092 Ohm/km per phase is
assumed. DUmax = 8% is the maximum allowable voltage drop. 
The folder "Maps" contains the optimal meshed topologies (both LF and OL topology) of the three case studies with selected candidate branches reported in the street layout and the whole network visualized on a map. OpenStreetMap is used. In Case A and Case B LF and OL optimal topologies are the same.
DOI: 10.17632/35y96pm6pf.1
title: GRK-biased adrenergic agonists for the treatment of type 2 diabetes and obesity

description: Biased agonism of G protein-coupled receptors (GPCRs) offers potential for safer medications. Current efforts have explored the balance between G proteins and β-arrestin; however, other transducers like GPCR kinases (GRKs) remain understudied. GRK2 is essential for β2 adrenergic receptor (β2AR)-mediated glucose uptake, but β2AR agonists are considered poor clinical candidates for glycemic management due to Gs/cAMP-induced cardiac side effects and β-arrestin-dependent desensitization. Using ligand-based virtual screening and chemical evolution, we developed pathway-selective agonists of β2AR that prefer GRK coupling. These compounds perform well in preclinical models of hyperglycemia and obesity and demonstrate a lower potential for cardiac and muscular side effects compared to standard β2-receptor agonists and incretin mimetics respectively. Furthermore, the lead candidate showed favorable pharmacokinetics and was well-tolerated in a placebo-controlled clinical trial. GRK-biased β2AR partial agonists are thus promising oral alternatives to injectable incretin mimetics used in the treatment of type 2 diabetes and obesity.
DOI: 10.17632/yx883xchvb
title: Spent mushroom substrate decomposition

description: Microbial sequencing data
DOI: 10.17632/yx883xchvb.1
title: Spent mushroom substrate decomposition

description: Microbial sequencing data
DOI: 10.5281/zenodo.15678542
title: mirzaakhi/UL-ECE-5G-AV-DDoS2025: Initial Dataset Release of UL-ECE-5G-AV-DDoS2025

description: First public release of the UL-ECE-5G-AV-DDoS2025 dataset.

Included:



Final processed dataset (excluding Hijacked samples)

Initial raw dataset

Regenerated raw dataset from simulation

CARLA simulation script


**If you use this dataset or script, please credit it under the [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license.**  You must give appropriate credit, link to the license, and indicate if changes were made.
DOI: 10.5281/zenodo.14188321
title: Code and data for "An integrated microwave neural network for broadband computation and communication"

description:  














This repository contains code and data used in the presentation of results in the article "An integrated microwave neural network for broadband computation and communication". The contents of the zipped files are:



Spectrum Analyzer Outputs (Datasets and ML scripts for digital emulation, radar and signal encoding classification.zip): Reduced-bandwidth outputs used to train the backend for results presented in Figs. 3 and 4 and Supplementary Fig. 3.

Simulation Code (Coupled mode simulation of integrated MNN.zip) : For modeling the coupled MNN system shown in Fig. 2 and Extended Figs. 4 and 5.

Radar Signal Simulation (Training data and code for simulating dynamic targets in simulated airspace.zip): Code to simulate received baseband signals from radar targets.


Each folder contains readme files on how to run the code and analyze data.

Please install a recent Python release (https://www.python.org/downloads/) and a recent release of MATLAB (https://www.mathworks.com/help/install/) to run the code. No non-standard hardware is required.
DOI: 10.5281/zenodo.15678541
title: mirzaakhi/UL-ECE-5G-AV-DDoS2025: Initial Dataset Release of UL-ECE-5G-AV-DDoS2025

description: First public release of the UL-ECE-5G-AV-DDoS2025 dataset.

Included:



Final processed dataset (excluding Hijacked samples)

Initial raw dataset

Regenerated raw dataset from simulation

CARLA simulation script


**If you use this dataset or script, please credit it under the [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license.**  You must give appropriate credit, link to the license, and indicate if changes were made.
DOI: 10.5281/zenodo.14188849
title: Code and data for "An integrated microwave neural network for broadband computation and communication"

description:  














This repository contains code and data used in the presentation of results in the article "An integrated microwave neural network for broadband computation and communication". The contents of the zipped files are:



Spectrum Analyzer Outputs (Datasets and ML scripts for digital emulation, radar and signal encoding classification.zip): Reduced-bandwidth outputs used to train the backend for results presented in Figs. 3 and 4 and Supplementary Fig. 3.

Simulation Code (Coupled mode simulation of integrated MNN.zip) : For modeling the coupled MNN system shown in Fig. 2 and Extended Figs. 4 and 5.

Radar Signal Simulation (Training data and code for simulating dynamic targets in simulated airspace.zip): Code to simulate received baseband signals from radar targets.


Each folder contains readme files on how to run the code and analyze data.

Please install a recent Python release (https://www.python.org/downloads/) and a recent release of MATLAB (https://www.mathworks.com/help/install/) to run the code. No non-standard hardware is required.
DOI: 10.15468/dl.2684kh
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Argia westfalli Garrison, 1996"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049609-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/94hx6tg4gp.2
title: LSTM Raw Data for Irrigation Forecasting in Mango (Mangifera indica L.), Chimichagua, Colombia

description: This dataset contains daily time-series of averaged soil matric potential and calculated reference evapotranspiration from a commercial mango (Mangifera indica L.) plantation in Chimichagua, Cesar, Colombia, for the period of December 21, 2022, to April 10, 2023. Although original sensor data were collected at 15-minute intervals, the provided dataset consists of daily values processed for validating predictive models based on LSTM neural networks for efficient irrigation management. The file includes both field-derived observed values and LSTM model predictions, enabling applications in precision agriculture, water resource management, and agricultural sustainability in tropical climates.
DOI: 10.17632/sstggd28d5
title: Robust broadband large-area photonic waveguides based on topological states

description: Data to support Figure3,5,6
DOI: 10.17632/sstggd28d5.1
title: Robust broadband large-area photonic waveguides based on topological states

description: Data to support Figure3,5,6
DOI: 10.17632/d4jyh6vkrz
title: Dataset for "Evidence-based acoustic retrofit of open-plan design studios: Improving vocal effort, speech intelligibility, and privacy"

description: This dataset comprises three main components. 

The first component consists of field measurement data collected from the open-plan design studio at Shenyang Jianzhu University, China. This section includes:
1. Acoustic impulse response files from 16 sound source positions to 55 receiver points within the space, measured using the B&K Dirac acoustic measurement system.
2. Analytical results of measured reverberation time (T30) and clarity (C80).
3. Simulated T30 and C80 results generated by the Odeon software (version 13) using genetic algorithm optimisation, along with the just noticeable differences (JND) between measured and simulated data.
4. Acoustic attenuation files and results measured according to ISO 3382-3:2022 (Acoustics — Measurement of room acoustic parameters — Part 3: Open plan offices).
5. Diagrams of sound source and receiver point locations are included in the corresponding files.

The second component comprises field measurement data of teachers’ vocal intensity during instruction in the open-plan design studio (n = 28). Recordings were made using a B&K 2250 sound level meter and analysed with B&K Connect software to obtain teachers’ Speech Sound Power Level (L_speech), Background Sound Pressure Level during lectures (L_BS), and Signal-to-Noise Ratio (SNR). The number of students present in each teaching group during measurement is also included.

The third component consists of questionnaire survey data on acoustic environment experiences, collected from faculty and students of the School of Architecture at Shenyang Jianzhu University. Separate versions were administered for teachers and students. A five-point Likert scale was used to assess their perceptions of the acoustic environment. For teachers, the questionnaire addressed vocal effort during teaching, interference from background noise, vocal fatigue, and satisfaction with overall acoustic quality. For students, the questionnaire evaluated teacher speech intelligibility during group teaching, the impact of speech interference and concentration during self-study, and overall acoustic quality. In total, 26 valid teacher questionnaires and 104 valid student questionnaires were collected. Detailed questionnaire items and results are provided in the corresponding files.

This dataset enables:
1. Analysis of room acoustic quality and acoustic privacy in typical open-plan design studio spaces;
2. Validation of acoustic models based on field measurement data;
3. Exploration of factors influencing teachers’ L_speech and quantification of the Lombard effect;
4. Analysis of subjective experiences of speech interference during group teaching for both teachers and students, as well as students’ perceptions of speech privacy and attentional distraction during self-study periods.

This comprehensive dataset facilitates in-depth evaluation and optimisation of acoustics in open-plan design studios, including teachers’ vocal effort, speech interference, and acoustic privacy.
DOI: 10.17632/d4jyh6vkrz.1
title: Dataset for "Evidence-based acoustic retrofit of open-plan design studios: Improving vocal effort, speech intelligibility, and privacy"

description: This dataset comprises three main components. 

The first component consists of field measurement data collected from the open-plan design studio at Shenyang Jianzhu University, China. This section includes:
1. Acoustic impulse response files from 16 sound source positions to 55 receiver points within the space, measured using the B&K Dirac acoustic measurement system.
2. Analytical results of measured reverberation time (T30) and clarity (C80).
3. Simulated T30 and C80 results generated by the Odeon software (version 13) using genetic algorithm optimisation, along with the just noticeable differences (JND) between measured and simulated data.
4. Acoustic attenuation files and results measured according to ISO 3382-3:2022 (Acoustics — Measurement of room acoustic parameters — Part 3: Open plan offices).
5. Diagrams of sound source and receiver point locations are included in the corresponding files.

The second component comprises field measurement data of teachers’ vocal intensity during instruction in the open-plan design studio (n = 28). Recordings were made using a B&K 2250 sound level meter and analysed with B&K Connect software to obtain teachers’ Speech Sound Power Level (L_speech), Background Sound Pressure Level during lectures (L_BS), and Signal-to-Noise Ratio (SNR). The number of students present in each teaching group during measurement is also included.

The third component consists of questionnaire survey data on acoustic environment experiences, collected from faculty and students of the School of Architecture at Shenyang Jianzhu University. Separate versions were administered for teachers and students. A five-point Likert scale was used to assess their perceptions of the acoustic environment. For teachers, the questionnaire addressed vocal effort during teaching, interference from background noise, vocal fatigue, and satisfaction with overall acoustic quality. For students, the questionnaire evaluated teacher speech intelligibility during group teaching, the impact of speech interference and concentration during self-study, and overall acoustic quality. In total, 26 valid teacher questionnaires and 104 valid student questionnaires were collected. Detailed questionnaire items and results are provided in the corresponding files.

This dataset enables:
1. Analysis of room acoustic quality and acoustic privacy in typical open-plan design studio spaces;
2. Validation of acoustic models based on field measurement data;
3. Exploration of factors influencing teachers’ L_speech and quantification of the Lombard effect;
4. Analysis of subjective experiences of speech interference during group teaching for both teachers and students, as well as students’ perceptions of speech privacy and attentional distraction during self-study periods.

This comprehensive dataset facilitates in-depth evaluation and optimisation of acoustics in open-plan design studios, including teachers’ vocal effort, speech interference, and acoustic privacy.
DOI: 10.17632/pwvj9pbxw5
title: Multi-energy systems optimisation: sequential and combined comparison

description: Electricity, heat and natural gas database.
DOI: 10.17632/pwvj9pbxw5.1
title: Multi-energy systems optimisation: sequential and combined comparison

description: Electricity, heat and natural gas database.
DOI: 10.17632/jb7yskm9d5.2
title: Significant decline in oxygen levels following the Great Oxidation Event

description: This database contains the iodine, Mg, Ca, Mn, Sr and REE concentration of carbonate from the Paleoproterozoic Daguandong and Huaiyincun Formation, North China, as well as the reference material GSR 12 and Jdo-1.
DOI: 10.15468/dl.wu59ub
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polylepis rugulosa Bitter",
 "Country is Chile",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049610-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tnpzt
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polylepis tarapacana Phil.",
 "Country is Chile",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 55 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049611-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15672208
title: Observed Martian High-frequency gravity waves by Zhurong and Perseverance rovers before / after a regional dust storm
DOI: 10.5281/zenodo.15672209
title: Observed Martian High-frequency gravity waves by Zhurong and Perseverance rovers before / after a regional dust storm
DOI: 10.15468/dl.5wrp52
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pouteria lucuma (Ruiz & Pav.) Kuntze",
 "Country is Chile",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049613-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3su5xp
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((27.64646 45.59387,27.76013 45.59387,27.76013 45.68546,27.64646 45.68546,27.64646 45.59387))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049614-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nbe69p
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((27.64646 45.59387,27.76013 45.59387,27.76013 45.68546,27.64646 45.68546,27.64646 45.59387))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 18 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049612-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zad4sj
title: Occurrence Download

description: A dataset containing 32914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Mantellidae"
 ]
}

 The dataset includes 32914 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049616-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5ht2gq7s
title: MassIVE MSV000098221 - Rapidly Heated Wordford Shale
title: Rapidly heated Woodford shale from hydrous pyrolysis experiments at temperatures up to 343 C over 15 to 150 minutes. Sheppard, R. E., Polissar, P. J., & Savage, H. M. (2015). Organic thermal maturity as a proxy for frictional fault heating: Experimental constraints on methylphenanthrene kinetics at earthquake timescales. Geochimica et Cosmochimica Acta, 151, 103 to 116. https://doi.org/10.1016/j.gca.2014.11.020
DOI: 10.15468/dl.ckkbpd
title: Occurrence Download

description: A dataset containing 377590 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asparagus Tourn. ex L."
 ]
}

 The dataset includes 377590 records from 2219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049598-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z87puc
title: Occurrence Download

description: A dataset containing 1926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia mangium Willd.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1926 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035136-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsjjgf
title: Occurrence Download

description: A dataset containing 738 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-122.60345 4.06497,-55.39655 4.06497,-55.39655 30.93503,-122.60345 30.93503,-122.60345 4.06497))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amazona auropalliata (Lesson, 1842)"
 ]
}

 The dataset includes 738 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035137-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.