cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v9fsaj
title: Occurrence Download

description: A dataset containing 4829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine pensylvanica Muhl.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4829 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036164-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsub8e
title: Occurrence Download

description: A dataset containing 1256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Sudan",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1256 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200172-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kya9yy
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Smilax perfoliata Lour."
 ]
}

 The dataset includes 44 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122146-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tvewh
title: Occurrence Download

description: A dataset containing 32781 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gentiana acaulis L."
 ]
}

 The dataset includes 32781 records from 195 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014631-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gp7uud
title: Occurrence Download

description: A dataset containing 251819 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Phase 2 Lowland Grassland Survey of Wales"
 ]
}

 The dataset includes 251819 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001981-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjq9rz
title: Occurrence Download

description: A dataset containing 8901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cherleria sedoides L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 8901 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0321892-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ph5dtv
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cubanola domingensis (Britton) Aiello"
 ]
}

 The dataset includes 142 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017277-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7cfsg
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grevillea baueri subsp. asperula Mc Gill.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045104-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzkkm8
title: Occurrence Download

description: A dataset containing 1234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sapium sebiferum (L.) Roxb."
 ]
}

 The dataset includes 1234 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0362392-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgktun
title: Occurrence Download

description: A dataset containing 8346 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Rare and Protected Species Records Across Wales 1975 to 2012",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8346 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001979-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyb426
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guettarda aculeolata Urb."
 ]
}

 The dataset includes 11 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017280-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yszysn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Glironia Thomas, 1912"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0321896-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gk8tf
title: Occurrence Download

description: A dataset containing 4470 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gisekiaceae"
 ]
}

 The dataset includes 4470 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014931-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8fngt
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is UTA Reptiles",
 "TaxonKey is Aspidoscelis sexlineatus (Linnaeus, 1766)"
 ]
}

 The dataset includes 136 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164399-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x226e4
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Populus yunnanensis Dode"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122849-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7tsj9
title: Occurrence Download

description: A dataset containing 1069671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Continent is one of (North America, South America)",
 "Issue is one of (Coordinate rounded, Coordinate out of range, Geodetic datum assumed WGS84, Continent derived from coordinates, Continent derived from country, Continent country mismatch, Continent coordinate mismatch, Country derived from coordinates, Country mismatch, Country coordinate mismatch)",
 "OccurrenceStatus is Present",
 "TaxonKey is Piranga ludoviciana (A.Wilson, 1811)",
 "Year 1946-2023"
 ]
}

 The dataset includes 1069671 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011105-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e723pd
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-490.0",
 "Geometry POLYGON((10.2 46.5,13.4 46.5,13.4 47.8,10.2 47.8,10.2 46.5))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Ranunculus aquatilis L.",
 "TaxonKey is Ranunculus baudotii Godr.",
 "TaxonKey is Ranunculus circinatus Sibth.",
 "TaxonKey is Ranunculus circinatus x trichophyllus",
 "TaxonKey is Ranunculus circinatus x fluitans",
 "TaxonKey is Ranunculus confervoides (Fr.) Fr.",
 "TaxonKey is Ranunculus fluitans Lam.",
 "TaxonKey is Ranunculus fluitans × trichophyllus",
 "TaxonKey is Ranunculus fluitans x peltatus subsp. peltatus",
 "TaxonKey is Ranunculus peltatus Schrank",
 "TaxonKey is Ranunculus peltatus x Ranunculus trichophyllus",
 "TaxonKey is Ranunculus penicillatus (Dumort.) Bab.",
 "TaxonKey is Ranunculus pseudofluitans Newbould ex Syme",
 "TaxonKey is Ranunculus rionii Lagger",
 "TaxonKey is Ranunculus trichophyllus Chaix"
 ]
 },
 "Year 1995-2022"
 ]
}

 The dataset includes 74 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0420456-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gymvf5
title: Occurrence Download

description: A dataset containing 77762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR",
 "OccurrenceStatus is Present",
 "TaxonKey is Harmonia axyridis (Pallas, 1773)"
 ]
}

 The dataset includes 77762 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122859-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwhp27
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gazella rufifrons Gray, 1846"
 ]
}

 The dataset includes 193 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005166-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4mqxq
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orconectes wrighti Hobbs, 1948"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0399326-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4vwwd
title: Occurrence Download

description: A dataset containing 13575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Minuartia rubella Graebn., Sabulina verna (L.) Rchb.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 13575 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0321891-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xygjq5
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((56.75531 80.48949,57.10625 80.37687,57.19095 80.31599,57.16675 80.26087,57.19095 80.21985,57.21516 80.18278,57.13045 80.15385,57.45718 80.0749,58.60456 80.06474,59.0402 80.20366,59.62107 80.29792,59.29433 80.43562,57.85428 80.51771,56.75531 80.48949))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 43 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009538-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yp2q33
title: Occurrence Download

description: A dataset containing 363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Ailanthus altissima (Mill.) Swingle"
 ]
}

 The dataset includes 363 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200164-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmqxf7
title: Occurrence Download

description: A dataset containing 14540 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Minyriolus pusillus (Wider, 1834), Miramella alpina (Kollar, 1833))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 14540 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0321899-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63fjsh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Goodyera malipoensis (Cranichideae, Orchidaceae), a new species from China: Evidence from morphological and molecular analyses"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0339972-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bn4a5s
title: Occurrence Download

description: A dataset containing 296433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alopochen aegyptiaca (Linnaeus, 1766), Alternanthera philoxeroides (Mart.) Griseb., Asclepias syriaca L., Elodea nuttallii (Planch.) H.St.John, Gunnera tinctoria (Molina) Mirb., Heracleum mantegazzianum Sommier & Levier, Impatiens glandulifera Royle, Myriophyllum heterophyllum Michx., Nyctereutes procyonoides (Gray, 1834), Ondatra zibethicus (Linnaeus, 1766), Pennisetum setaceum (Forssk.) Chiov., Microstegium vimineum (Trin.) A.Camus)",
 "HasCoordinate is true",
 "Country is Belgium",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 296433 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001511-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkdmab
title: Occurrence Download

description: A dataset containing 10253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Puma concolor (Linnaeus, 1771))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10253 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174279-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ibg9c6
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus tenuipes (Maiden & Blakely) Blakely & C.T.White",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 116 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044859-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5fbyv
title: Occurrence Download

description: A dataset containing 1514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Lycaon pictus (Temminck, 1820)",
 "TaxonKey is Bdeogale Peters, 1850",
 "TaxonKey is Perodicticus Bennett, 1831"
 ]
 }
 ]
}

 The dataset includes 1514 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161965-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fx9q9
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Three new ground living pholcid species (Araneae: Pholcidae) from Parque Estadual da Cantareira, São Paulo, São Paulo, Brazil"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0339935-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jybyu2
title: Occurrence Download

description: A dataset containing 975176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus excelsior L."
 ]
}

 The dataset includes 975176 records from 2206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166100-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/says3o
title: Data sets of article "Observation of extrinsic topological phases in Floquet photonic lattices"

description: Data sets corresponding to all the figures in the article (main text). Name of file corresponds to the specific figure. The data sets are produced from oscilloscope traces that record the light intensity extracted from two coupled fibre rings using two photodiodes (Thorlabs DET08CFC) with 5 GHz bandwidth. The oscilloscope time traces are arranged in a series of temporal segments, each one corresponding to the average round trip in the two-fibre loop system. The oscilloscope is a Tektronix MSO64 featuring 6 GHz bandwidth, 10-bit vertical resolution, 25 GS/s sampling rate, and a memory record length of 62.5 Mpts corresponding to 2.5 ms.
DOI: 10.57745/upao0x
title: LC-MS metabolomic analyses of leaf of maize plants cultivated in field under mild nitrogen deficit

description: Metabolomic analyses of young leaf of maize plants cultivated in the field with optimal and low N fertilization treatments (HN and LN, respectively). Analyses performed on the genetic diversity of a core panel of 29 European hybrids LC-ESI-QTOF-MS of leaf extracts.
DOI: 10.57745/vrfdkm
title: Hybrid stochastic-deterministic algorithms for the interpretation of Electrochemical Impedance Spectroscopy spectra of Proton Exchange Membrane Fuel Cells: data for replication

description: Theses documents relate to the interpretation of Electrochemical Impedance Spectrocopy (EIS) data of Proton Exchange Membrane Fuel Cells (PEMFC) by an Equivalent Electrical Circuit (EEC) approach using hybrid algorithms. The hybrid algorithms are combinations of a stochastic (Genetic Algorithm - GA, Particle Swarm Optimization - PS(O) or Simulated Annealing - SA) and a deterministic (Nelder-Mead - NM) part. More specifically, the dossier contains experimental and simulated data, as well as execution programs (Matlab) for their processing.