cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14533762
title: Dataset for Antenna Array Pattern with Sidelobe Level Control Using Deep Learning

description: This dataset contains simulation results (output data) from various amplitude and phase configurations applied to an 8-element linear antenna array. Each row represents a unique combination of amplitude and phase settings, followed by the resulting array factor (AF) calculated across angles from 0° to 180°.

Structure of the CSV File

Total Columns: 197

Columns 1–8: Amplitudes (A₁, A₂, …, A₈)





Represent the amplitude weights applied to each antenna element.




Amplitude values range from 0 to 1 in increments of 0.02.




Higher amplitude values indicate greater contribution from the corresponding antenna element to the total radiated signal.




An amplitude of 0 means the antenna element is effectively turned "off".



Columns 9–16: Phases (ϕ₁, ϕ₂, …, ϕ₈)





Represent the phase shifts applied to each antenna element, expressed in radians.




Phase values range from −90° to +90° in increments of 2°, converted to radians.




Phases determine how each antenna element’s signal is shifted, effectively steering the beam direction.



Columns 17–197: Array Factor (AF)





Each row contains 181 values representing the computed array factor across angles 0° to 180° (at 1° increments).




The AF describes the spatial radiation pattern resulting from the combined amplitude and phase settings of the 8-element array.




These values can be further processed (e.g., converted to magnitude or dB scale) for detailed analysis.



How to Use the Data

To use this dataset effectively and efficiently, follow these three basic steps.





Load: Load the CSV file into your preferred analytical environment (e.g., Python, MATLAB, R).




Extract: Columns 1–8 for amplitudes  |  Columns 9–16 for phases  |  Columns 17–197 for array factor / radiation patterns.




Analyze:





Evaluate how different amplitude and phase combinations affect the antenna array’s radiation pattern.




Perform conversions as needed (e.g., magnitude or decibel scale).




Utilize the data as input or output for machine learning and optimization tasks, such as predicting radiation patterns or optimizing array configurations.





Potential Applications





Antenna Array Design:





Explore the influence of amplitude tapering and phase shifts on beamforming and radiation patterns.






Machine Learning and Optimization:





Serve as a comprehensive training dataset for algorithms designed to optimize antenna element settings to meet desired radiation characteristics.





Citation

If you find this dataset useful for your research or projects, please cite it appropriately:

https://doi.org/10.5281/zenodo.14533762

 
description: The amplitudes follow a tapering pattern, often setting middle elements closer to 1 to strengthen the main beam while tapering edge elements.




Phases transition from negative to positive values to allow effective beam steering across the broadside.




The amplitude and phase ranges are specifically chosen to cover realistic and practical configurations commonly encountered in antenna array design.
DOI: 10.5281/zenodo.15211979
title: Space Radiation Shielding Efficacy of a Graded Composite Architecture – Simulation and Testing

description: Space Radiation Shielding Efficacy data
DOI: 10.5281/zenodo.15211980
title: Space Radiation Shielding Efficacy of a Graded Composite Architecture – Simulation and Testing

description: Space Radiation Shielding Efficacy data
DOI: 10.5281/zenodo.15225547
title: TABLE 1 in New species, new locality records and descriptions of calling songs of Phaneropterinae from Sabah

description: TABLE 1. Measurements (in mm) of Tapiena dimidia sp. nov. and Tapiena munae sp. nov.
BLBWLPLPWTLTWHWTHFLHFWHTLTapiena dimidia sp. nov.Holotype Paratype17.9 18.639.6 40.04.2 4.63.7 3.931.3 33.57.1 6.13.6 3.914.8 16.02.7 3.014.9 16.8Tapiena munae sp. nov.Holotype Paratype17.3 19.042.0 42.64.1 4.63.9 4.136.4 35.711.2 11.13.5 4.4- -- -- -
description: Published as part of Tan, Ming Kai, Damit, Dayang Fazrinah Binti Awg, Japir, Razy, Chung, Arthur Y. C. & Robillard, Tony, 2025, New species, new locality records and descriptions of calling songs of Phaneropterinae from Sabah, pp. 527 in Zootaxa 5604 (4) on page 527, DOI: 10.11646/zootaxa.5604.4.4, http://zenodo.org/record/15214059
DOI: 10.5281/zenodo.15225651
title: Métricas científicas   em nível de autor

description: Os dados apresentados na planilha referem-se à produção científica de Paulo Eduardo Ribeiro Marchiori, com foco na avaliação de impacto por meio de métricas acadêmicas e altmétricas. Cada linha da tabela representa um artigo publicado, incluindo informações detalhadas como:



Descrição das principais colunas





Artigo: Referência bibliográfica completa do trabalho.




Link: Endereço eletrônico para acesso ao artigo (DOI ou URL).




Periódico: Nome do periódico onde foi publicado.




Data: Ano da publicação.




Origem / Cidade: País e cidade da instituição ou periódico.




JCR-2023: Fator de impacto Journal Citation Reports do periódico.




Qualis 2017-2020: Classificação da CAPES para o periódico.




Google Scholar h5: h5-index do periódico no Google Scholar.




Google Citações: Número de vezes citado segundo o Google Scholar.




Web of Science, Scopus, Dimensions: Número de citações em cada uma dessas bases.




Altmetrics: Pontuação relacionada à atenção em redes sociais e blogs.




Mendeley: Número de leitores do artigo na plataforma.




ResearchGate: Métrica de engajamento (leituras/citações) na rede acadêmica.




RIUFLA / Link RIUFLA: Indica a presença do artigo no Repositório Institucional da UFLA.
DOI: 10.5281/zenodo.15225652
title: Métricas científicas   em nível de autor

description: Os dados apresentados na planilha referem-se à produção científica de Paulo Eduardo Ribeiro Marchiori, com foco na avaliação de impacto por meio de métricas acadêmicas e altmétricas. Cada linha da tabela representa um artigo publicado, incluindo informações detalhadas como:



Descrição das principais colunas





Artigo: Referência bibliográfica completa do trabalho.




Link: Endereço eletrônico para acesso ao artigo (DOI ou URL).




Periódico: Nome do periódico onde foi publicado.




Data: Ano da publicação.




Origem / Cidade: País e cidade da instituição ou periódico.




JCR-2023: Fator de impacto Journal Citation Reports do periódico.




Qualis 2017-2020: Classificação da CAPES para o periódico.




Google Scholar h5: h5-index do periódico no Google Scholar.




Google Citações: Número de vezes citado segundo o Google Scholar.




Web of Science, Scopus, Dimensions: Número de citações em cada uma dessas bases.




Altmetrics: Pontuação relacionada à atenção em redes sociais e blogs.




Mendeley: Número de leitores do artigo na plataforma.




ResearchGate: Métrica de engajamento (leituras/citações) na rede acadêmica.




RIUFLA / Link RIUFLA: Indica a presença do artigo no Repositório Institucional da UFLA.
DOI: 10.15468/dl.u3k84t
title: Occurrence Download

description: A dataset containing 5950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (United States of America, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bromus hordeaceus L."
 ]
}

 The dataset includes 5950 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001086-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd2j58
title: Occurrence Download

description: A dataset containing 3451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adelges tsugae Annand, 1924",
 "Year is greater than or equal to 1981",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "CoordinateUncertaintyInMeters is less than 10000",
 "BasisOfRecord is one of (Living Specimen, Human Observation, Observation, Occurrence evidence, Machine Observation)"
 ]
}

 The dataset includes 3451 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001087-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdrvq0
title: Occurrence Download

description: A dataset containing 482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna multiglandulosa (Jacq.) H.S.Irwin & Barneby",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 482 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020509-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lm0w7b
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper vergelense Trel. & Standl."
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000327-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7uwlp
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna versicolor (Meyen ex Vogel) H.S.Irwin & Barneby",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 101 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020510-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7td347
title: Occurrence Download

description: A dataset containing 1466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Tachigali subvelutina (Benth.) Oliveira-Filho, Sclerolobium paniculatum var. subvelutinum Benth.)"
 ]
}

 The dataset includes 1466 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040190-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjyit8
title: Occurrence Download

description: A dataset containing 1609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perityle emoryi Torr.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1609 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000328-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lh6p5x
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tremarctos ornatus (F.G.Cuvier, 1825)",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020511-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjycej
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum croaticum Polatschek"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050358-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vsv7r
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolytus pygmaeus (J.C.Fabricius, 1787)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000328-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.auvfoe
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Camaridium brevilabium (Ames & Correll) M.A.Blanco"
 ]
}

 The dataset includes 38 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020538-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6r3hus
title: Occurrence Download

description: A dataset containing 2256 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Litoria citropa (Duméril & Bibron, 1841)"
 ]
}

 The dataset includes 2256 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040187-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mznd9b
title: Occurrence Download

description: A dataset containing 72467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year 2002-2018",
 "DatasetKey is The Scottish Squirrel Database"
 ]
}

 The dataset includes 72467 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000328-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efle16
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene chilensis (Naudin) Bocquet",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 24 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020512-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0fld9k
title: Occurrence Download

description: A dataset containing 10708 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thorius Cope, 1869"
 ]
}

 The dataset includes 10708 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000329-150304104939900/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dj4py3
title: Occurrence Download

description: A dataset containing 1558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Koenigia davisiae (W.H.Brewer ex A.Gray) T.M.Schust. & Reveal"
 ]
}

 The dataset includes 1558 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167447-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vas64x
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lagonosticta umbrinodorsalis Reichenow, 1910"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050359-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3owjjs
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene genovevae Bocquet",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020513-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ed2x2
title: Occurrence Download

description: A dataset containing 876 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Macrobrachium amazonicum (Heller, 1862)"
 ]
}

 The dataset includes 876 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014649-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qeyexb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nardostachys jatamansi C.B.Clarke",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0322901-200613084148143/datasets/export for details.
DOI: 10.15468/dl.asf73y
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tarasa tenella (Cav.) Krapov.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 44 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020518-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvav48
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heteranthera gardneri (Hook.f.) M.Pell."
 ]
}

 The dataset includes 195 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167450-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l7p2ks
title: Occurrence Download

description: A dataset containing 2953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syconycteris australis (Peters, 1867)",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -82,-180 82,180 82,180 -82,-180 -82))"
 ]
}

 The dataset includes 2953 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000329-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svsq2d
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Janusia paraensis R.Sebast. & Mamede"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167448-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfz9hs
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goeppertia killipii (L.B.Sm. & Idrobo) Borchs. & S.Suárez"
 ]
}

 The dataset includes 59 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167451-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk4ntv
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ida laciniata Oakeley"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167449-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5r8j62
title: Occurrence Download

description: A dataset containing 344959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-12-29",
 "EventDate is less than or equal to 2024-01-28",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 344959 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014642-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8vosc
title: Occurrence Download

description: A dataset containing 82461 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryctolagus cuniculus (Linnaeus, 1758)"
 ]
}

 The dataset includes 82461 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020519-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpnbzd
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holoaden Miranda-Ribeiro, 1920",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 92 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000329-150528172251762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.btjqgx
title: Occurrence Download

description: A dataset containing 31539171 species occurrences available in GBIF matching the query:
{
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 31539171 records from 4517 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040192-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.