cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10528135
title: SWDD: Sonar Wall Detection Dataset

description: The dataset SWDD: Sonar Wall Detection Dataset is part of the paper Knowledge Distillation in YOLOX-ViT for Side Scan Sonar Object Detection. 

SWDD has been recorded with a lightweight autonomous underwater vehicle (LAUV), operated by OceanScan-MST and carrying a Klein 3500 side scan sonar (SSS). The AUV has been deployed in the Porto de Leixões harbor following the harbor's walls while collecting SSS raw data. The SSS operated at a high frequency of 900kHz with a range of 75m for a total range of 150m from port to starboard. This setup produced a resolution of 4.168 pixels per line. The data were processed using Neptus software, transforming the raw data into waterfall images. The 216 images have been manually annotated with two different classes, wall and noWall. Data augmentation such as noise, flips, and combined noise-flip transformations have been applied, increasing the data to 864 images. Across the 864 images, there are a total of 2,616 labeled samples. To ensure robust training, with respect to the data quality, the original dataset has been mixed with the augmented images. The dataset is divided into 70% for training, 15% for validation, and 15% for testing. The authors chose to generate images with 500 lines, meaning the images have a resolution of 4.168x500. Finally, the images have been resized to 640 × 640 to use this data in specific computer vision algorithms. The dataset is annotated following the COCO annotation format.

YOLOX and YOLOX-ViT have been trained and compared using the SWDD dataset. A 6-minute 57-second video from another survey was used for model comparison. From this video, 6243 frames have been extracted with its manually annotated ground truth.  

Thus, this dataset repository offers an SSS dataset, a 6-minute 57-second SSS video, and 6243 extracted frames from this video with its manually annotated ground truth. 

The Knowledge Distillation in YOLOX-ViT code using the SWDD dataset is publicly available at KD-YOLOX-ViT.

For (re-)using/publishing SWDD, please include the following copyright text:

SWDD is a public dataset collected with a Light Autonomous Underwater Vehicle by Oceanscan-MST, within the scope of the H2020 REMARO project.
DOI: 10.15468/dl.bsybzc
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Saxifraga vayredana Luizet)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 21 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000705-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hd5bmd
title: Occurrence Download

description: A dataset containing 61154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Argentina, Brazil)",
 "TaxonKey is Dendrocygna viduata (Linnaeus, 1766)",
 "Year 1000-2024"
 ]
}

 The dataset includes 61154 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000700-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14936959
title: LMARSpy Paper Data

description: Paper data of LMARSpy for submission to JAMES entitled "A GPU-Ready Nonhydrostatic Dynamical Core with a Sharpness-Preserving Monotonicity Limiter and a Conservative Vertical Implicit Solver".
DOI: 10.5281/zenodo.14936960
title: LMARSpy Paper Data

description: Paper data of LMARSpy for submission to JAMES entitled "A GPU-Ready Nonhydrostatic Dynamical Core with a Sharpness-Preserving Monotonicity Limiter and a Conservative Vertical Implicit Solver".
DOI: 10.15468/dl.2zhh34
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Airampoa soehrensii (Britton & Rose) Lodé)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 159 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000706-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/64ht845bg7.1
title: প্রেম-পটুয়া’র বজ্রনির্ঘোষ: প্রতুল মুখোপাধ্যায়ের গান

description: সারসংক্ষেপ: 
প্রতুল মুখোপাধ্যায়ের সংগীত ও তার প্রভাব নিয়ে লেখা এই প্রবন্ধটি তাঁর জীবন, সৃষ্টিশীলতা, ও সংগীত ভাবনার ওপর আলোকপাত করেছে। ষাট ও সত্তরের দশকে বেড়ে ওঠা এক প্রজন্ম কীভাবে তার গান ও গণসঙ্গীতের প্রতি আকৃষ্ট হয়েছিল, তা লেখক স্মৃতিচারণার মাধ্যমে তুলে ধরেছেন।
প্রতুল মুখোপাধ্যায় প্রচলিত ধারার বাইরে গিয়ে গানের মধ্যে সামাজিক ও রাজনৈতিক বার্তা সংযোজন করেছিলেন। তাঁর গান শুধু সংগীতের স্বরূপে আবদ্ধ ছিল না, বরং গণসংগ্রামের হাতিয়ার হয়ে উঠেছিল। হারমোনিয়াম কিংবা বাদ্যযন্ত্র ছাড়াই শুধু তুড়ির সুরে তিনি এক নতুন ধারা সৃষ্টি করেন, যা সাধারণ মানুষের সঙ্গে গভীরভাবে সংযুক্ত ছিল।
প্রবন্ধে তাঁর বিভিন্ন জনপ্রিয় ও আন্দোলনকেন্দ্রিক গানের কথা উল্লেখ করা হয়েছে, যেমন—“আমি বাংলায় গান গাই”, “ডিঙা ভাসাও সাগরে”, “আলু বেচো ছোলা বেচো”, যা সমাজচেতনার জাগরণ ঘটিয়েছে। তিনি শুধু নিজস্ব গান রচনা করেননি, বরং বিদ্রোহী ও জীবনমুখী কবিতা ও লোকসংগীতকে সুরারোপ করে এক নতুন মাত্রা দিয়েছেন।
প্রবন্ধটি তাঁর সংগীত জীবনের বিভিন্ন পর্যায়, তাঁর প্রকাশিত অ্যালবাম ও সাহিত্যকর্মের উল্লেখসহ তাঁর শিল্পীসত্তার মূল্যায়ন করেছে। তবে লেখক তাঁর রাজনৈতিক অবস্থান ও পরবর্তী জীবনের নীরবতা নিয়েও প্রশ্ন তুলেছেন।
সর্বশেষে, প্রতুল মুখোপাধ্যায়কে বাংলা সংগীতের এক অনন্য পথিকৃত হিসেবে স্বীকৃতি দেওয়া হয়েছে, যাঁর গান সমাজের বিপ্লবী চেতনার প্রতিফলন এবং বাঙালির আত্মপরিচয়ের এক অবিচ্ছেদ্য অংশ হয়ে থাকবে।
সূচক শব্দ: গণসংগীত, জীবনমুখী, প্রতিবাদ, সমাজচেতনা, পথের গান।
ভূমিকা:
প্রতুল মুখোপাধ্যায়ের সংগীত জীবন এবং তাঁর সৃষ্টিশীলতার বিশ্লেষণ নিয়ে এই প্রবন্ধটি রচিত হয়েছে। বাংলা গণসংগীতের এক উজ্জ্বল নক্ষত্র হিসেবে তিনি যে পথচলা শুরু করেছিলেন, তা সময়ের পরিক্রমায় কেবল সংগীতের মধ্যেই সীমাবদ্ধ থাকেনি, বরং সমাজ, রাজনীতি ও সংস্কৃতির গভীর বাস্তবতাকে প্রতিফলিত করেছে। প্রবন্ধটি তাঁর সংগীতের অন্তর্নিহিত তাৎপর্য, লিরিকের শক্তি, সুরের বৈচিত্র্য এবং রাজনৈতিক ও সাংস্কৃতিক প্রেক্ষাপটে তাঁর অবদানের ওপর আলোকপাত করেছে। একইসঙ্গে তাঁর গান কীভাবে সময়ের সঙ্গে বিবর্তিত হয়েছে এবং আজও প্রাসঙ্গিক রয়েছে, তা নিয়েও গভীর বিশ্লেষণ করা হয়েছে।
DOI: 10.25921/xa24-7d05
title: Partial pressure of carbon dioxide, temperature, salinity and other variables collected from surface underway observations during Ships of Opportunity (SOOP) National Geographic Islander II cruise lines in the Equatorial Pacific Ocean in 2024 (NCEI Accession 0301896)

description: This dataset consists of the surface underway measurements of mole fraction of CO2 in the equilibrator headspace (dry) at equilibrator temperature (ppm), mole fraction of CO2 measured in dry outside air (ppm), mole fraction of CO2 in outside air associated with each water analysis. These values are interpolated between the bracketing averaged good xCO2_ATM analyses (ppm), barometric pressure in the equilibrator headspace (hPa), barometric pressure measured outside, corrected to sea level (hPa), water temperature in equilibrator (°C), sea surface temperature (°C), sea surface salinity, fugacity of CO2 in sea water at SST and 100% humidity (μatm), fugacity of CO2 in air corresponding to the interpolated xCO2 at SST and 100% humidity (μatm), sea water fCO2 minus interpolated air fCO2 (μatm). The measurement were performed during the SOOP National Geographic Islander II cruises in the Equatorial Pacific Ocean in 2024.
DOI: 10.5281/zenodo.14937368
title: Sensitization of Ti3+ Persistent Luminescent Lifetime-Based Thermometer by Ln3+ Co-Doping

description: Abstract

Co-doping of phosphors to induce energy transfers is a recognized approach to sensitize lifetime-based luminescent thermometers. However, introducing an additional depopulation channel is usually associated with a significant shortening of lifetime over the entire temperature range, which hinders the reliability of the temperature readout with respect to unco-doped counterparts. In this work, I analyzed the influence of the co-doping of lanthanide (Ln3+) ions on the thermometric performance of the LaAlO3: 10% Ti3+ phosphor, in which the average lifetime of the 2E excited state reaches almost 30 ms at room temperature. To optimize the sensitization strategy, I discuss the role of Ti3+ → Ln3+ and Ln3+ → Ti3+ energy transfers in the thermal evolution of Ti3+ lifetimes, where Ln3+ = Pr3+, Nd3+, Eu3+, Dy3+, Ho3+, Er3+, Tm3+, and Yb3+. The next step is the verification of the effect of the concentration of Tm3+ and Pr3+ ions as co-dopants on thermal quenching. The research allowed improvement of the relative sensitivity of the luminescent thermometer by more than 250%, exceeding 5% K–1.
DOI: 10.5281/zenodo.14937369
title: Sensitization of Ti3+ Persistent Luminescent Lifetime-Based Thermometer by Ln3+ Co-Doping

description: Abstract

Co-doping of phosphors to induce energy transfers is a recognized approach to sensitize lifetime-based luminescent thermometers. However, introducing an additional depopulation channel is usually associated with a significant shortening of lifetime over the entire temperature range, which hinders the reliability of the temperature readout with respect to unco-doped counterparts. In this work, I analyzed the influence of the co-doping of lanthanide (Ln3+) ions on the thermometric performance of the LaAlO3: 10% Ti3+ phosphor, in which the average lifetime of the 2E excited state reaches almost 30 ms at room temperature. To optimize the sensitization strategy, I discuss the role of Ti3+ → Ln3+ and Ln3+ → Ti3+ energy transfers in the thermal evolution of Ti3+ lifetimes, where Ln3+ = Pr3+, Nd3+, Eu3+, Dy3+, Ho3+, Er3+, Tm3+, and Yb3+. The next step is the verification of the effect of the concentration of Tm3+ and Pr3+ ions as co-dopants on thermal quenching. The research allowed improvement of the relative sensitivity of the luminescent thermometer by more than 250%, exceeding 5% K–1.
DOI: 10.15468/dl.7a9wzr
title: Occurrence Download

description: A dataset containing 1576 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithocarpus elegans (Blume) Hatus. ex Soepadmo"
 ]
}

 The dataset includes 1576 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000712-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm8jgk
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Scrophularia sublyrata Brot.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 40 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000713-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hzmt5skpdy.1
title: PLK1 blockade enhances the anti-tumor effect of MAPK inhibition in pancreatic ductal adenocarcinoma

description: Original Western Blot Images from the figures displayed in the manuscript: PLK1 blockade enhances the anti-tumor effect of MAPK inhibition in pancreatic ductal adenocarcinoma
DOI: 10.17632/sxfzzpmf57.1
title: CHEK cruise ship article simulation results as a function of ship speed

description: This file includes the results of ship energy system simulations (as a function of ship speed) in development project CHEK cruise ship. Project CHEK was an EU-funded joint-industry development project between years 2021-2024 and it focused on decarbonisation of long distance shipping with various technologies and alternative fuels. In the cruise ship case the future fuel studied was hydrogen. The context of this dataset is presented in an article "Holistic view to decarbonising cruise ships with a combination of energy saving technologies and hydrogen as fuel".
DOI: 10.17632/hg4nj3b4wh.1
title: Compiled Dataset: Transparent biomaterial films from ocular lens crystallin proteins

description: This collection contains the characterisation data of thin film materials produced from Hoki fish lens crystallin proteins. These thin films have been designed to replace human amnionic membrane as a therapeutic ophthalmic bandage and cell carrier. Three formulations have been included, which differ in their crosslinking method. Comparisons have been made between each crystallin thin film formulation and against glycerol-preserved human amnionic membrane where possible. For a full discussion of the data presented, please see the paper "Transparent biomaterial films from ocular lens crystallin proteins" by the same authors.
DOI: 10.17632/n4jdgfxmwv.1
title: Ambient temperatures in 19th-century Poznan and sex ratio at birth

description: This research was funded in whole by the National Science Centre, Poland [UMO-2020/39/O/HS3/00524]. For the purpose of Open Access, the author has applied a CC-BY public copyright licence to any Author Accepted Manuscript (AAM) version arising from this submission.
DOI: 10.17632/n4jdgfxmwv.2
title: Ambient temperatures in 19th-century Poznan and sex ratio at birth

description: This research was funded in whole by the National Science Centre, Poland [UMO-2020/39/O/HS3/00524]. Paper produced based on the data attached has the following bibliographical data: 
iczbińska, G., Antosik, S., Brabec, M. et al. Ambient temperature-related sex ratio at birth in historical urban populations: the example of the city of Poznań, 1848–1900. Sci Rep 14, 14001 (2024). https://doi.org/10.1038/s41598-024-64799-7.
DOI: 10.17632/n4jdgfxmwv.3
title: Ambient temperatures in 19th-century Poznan and sex ratio at birth

description: This research was funded in whole by the National Science Centre, Poland [UMO-2020/39/O/HS3/00524]. Paper produced based on the data attached has the following bibliographical data: 
Liczbińska, G., Antosik, S., Brabec, M. et al. Ambient temperature-related sex ratio at birth in historical urban populations: the example of the city of Poznań, 1848–1900. Sci Rep 14, 14001 (2024). https://doi.org/10.1038/s41598-024-64799-7.
DOI: 10.5517/ccdc.csd.cc2kjkh5
title: CCDC 2369407: Experimental Crystal Structure Determination

description: Related Article: King Hung Nigel Tang, Taichi Kishi, Natsuhiko Sugimura, Yuto Horio, Takanori Shibata|2025|J.Am.Chem.Soc.|147|6214|doi:10.1021/jacs.4c18319
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kjkj6
title: CCDC 2369408: Experimental Crystal Structure Determination

description: Related Article: King Hung Nigel Tang, Taichi Kishi, Natsuhiko Sugimura, Yuto Horio, Takanori Shibata|2025|J.Am.Chem.Soc.|147|6214|doi:10.1021/jacs.4c18319
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.fpyc8y
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Xanthoceras Bunge",
 "Year 1990-2025"
 ]
}

 The dataset includes 39 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000714-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7z24h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Senecio elodes Boiss.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000708-250226211154957/datasets/export for details.
DOI: 10.15468/dl.u8yc4z
title: Occurrence Download

description: A dataset containing 2969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is one of (Pyrenocollema Reinke, 1895, Collemopsidium Nyl., 1881, Zwackhiomyces Grube & Hafellner, Zwackhiomacromyces J.Etayo, P.van den Booman den Boom & Etayo, 2014, Xanthopyrenia Bachm., Rhagadodidymellopsis S.Fernández-Brime, X.Llimona & P.Navarro-Rosinés, 2020, Frigidopyrenia Grube, Didymellopsis (Sacc.) Clem. & Shear)"
 ]
}

 The dataset includes 2969 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000715-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rgnsb7tgmz.1
title: hbt_sm_survey_data

description: Resulting database from the final survey used in the article The Selfish Herd: A Scale of Herd Behavior Tendency on Social Media.
DOI: 10.17632/6ssgc767bc.1
title: Supplementary data for sulfide intrusion, genotypic diversity, and clone size in Halodule wrightii

description: Supplementary figures, as well as genotypic, isotopic, total sulfur, and sulfide intrusion data for Halodule wrightii samples from the Texas Gulf coast.
DOI: 10.17632/2bpdk8kwdd.1
title: Crude Oil Production from Catalytic Fast Pyrolysis of Waste Polyethylene Terephthalate (PET) and Simulation

description: This data was generated from fast catalytic pyrolysis of waste pet plastic
DOI: 10.17632/2bpdk8kwdd.2
title: Crude oil production and simulation from catalytic fast pyrolysis of waste polyethylene terephthalate (PET)

description: This data was generated from fast catalytic pyrolysis of waste pet plastic
DOI: 10.17632/rjyxybj2hz.1
title: Faecal Egg Count Reduction Text (FECRT) at Disease Investigation Farm and Regional Veterinary Laboratory-Techiman

description: Verify and Clean Data – Check for missing or incorrect values in the dataset.
Calculate FECR (%) – Determine Faecal Egg Count Reduction using standard formulas.
Compare Treatment Groups – Analyze differences in FEC reduction across groups.
Interpret Results – Identify the most effective treatment and note any anomalies.
Provide Recommendations – Suggest practical applications and address limitations.
DOI: 10.15468/dl.6tua88
title: Occurrence Download

description: A dataset containing 23539 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argya subrufa (Jerdon, 1839)"
 ]
}

 The dataset includes 23539 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000711-250226211154957/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2vzcv
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Senecio nevadensis Boiss. & Reut.)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000716-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52v3ua
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is South Africa",
 "TaxonKey is Nerine bowdenii W.Watson"
 ]
}

 The dataset includes 76 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000718-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wnzc246cmw.1
title: Data for: Native Capillary Nanogel Electrophoresis Assay of Inhibitors of Neuraminidases Derived from H1N1 and H5N1 Influenza A Pandemics

description: These data are related to the following report: Laura N. Taylor, Lisa A. Holland, Makenzie T. Witzel. Native Capillary Nanogel Electrophoresis Assay of Inhibitors of Neuraminidases Derived from H1N1 and H5N1 Influenza A Pandemics, Analytical Chemistry, 2025
DOI: 10.17632/t7tz3y9d98.1
title: YCHT

description: YCHT
DOI: 10.15468/dl.2cyxr2
title: Occurrence Download

description: A dataset containing 7113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((148.5 -57,147.5 -35,124.8 -26,117.1 -27,130.6 -17,130.6 -17,144.5 -22,146 -7,100.5 27,80 20.5,59.1 33.2,38.5 33.5,26.4 28.8,44.3 6,34.7 0,28.5 -23,15.2 -32,15 -58,148.5 -57))",
 "Depth is greater than or equal to 0m",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "TaxonKey is Delphinidae",
 "CoordinateUncertaintyInMeters is less than 1e+05"
 ]
}

 The dataset includes 7113 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000717-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1jbz-wt55
title: Chaos Fusion Mutation-Based INFO Algorithm for Linear Antenna Array Optimization

description: Abstract—This manuscript introduces the Chaos Fusion Mutation INFO algorithm (CFMINFO), which integrates multiple strategies and updates vector positions through three core processes. These processes incorporate Good Point Set initialization, Sine-Tent-Cosine (STC) chaotic parameterization, and Normal Cloud Mutation strategies. The algorithm is characterized by its simplicity, rapid convergence, and ability to avoid local optima. To validate its performance, CFMINFO is applied to the optimization of linear arrays. Comparisons with other algorithms under various constraints reveal that CFMINFO achieves lower Sidelobe Level (SLL), faster convergence speed, and greater stability in five simulation instances. Furthermore, the final simulation example demonstrates that CFMINFO outperforms the compared Improved Invasive Weed Optimization (IWO) in both reducing deep nulls and minimizing the maximum SLL.
DOI: 10.17632/kc9ymdt8fm.1
title: Downstream fining and rounding in sand-bed river and its significance: A case study from the Ganjiang River, China

description: Particle sizes, shapes, and geochemical elements of different sediment
DOI: 10.17632/rwc6n2kn7t.1
title: Synthetic deformation data of orthopyroxene aggregates and MCMC inversion results

description: Synthetic deformation data and MCMC inversion results