cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15151/esrf-es-2066448950
title: Correlating the structure and crystal chemistry of oxidising UO2 nuclear fuel

description: The oxidation of UO2, is of major concern to the nuclear industry. As UO2 is oxidised to U4O9 and U3O8, either during burn-up or long-term storage, the physical and chemical properties of the fuel are altered, reducing their economic and safety performance. Our previous experiment at ID11 (MA4980) provided the first x-ray diffraction measurements of a single crystal U4O9 and U3O7, giving new insight into their structure, and showed that there are subtle structural changes within each phase, and potentially with varying stoichiometry and therefore uranium valence state. In this proposal, we aim to understand the uranium valence states present as stoichiometric epitaxial UO2 thin film single crystals (001) and (111), are oxidised. Using the unique capabilities available at ROBL, we can systematically correlate structural and chemical changes through the use of in-situ x-ray diffraction and x-ray spectroscopy, giving unparalleled insight into the evolution of valence states.
DOI: 10.15468/dl.hc6xde
title: Occurrence Download

description: A dataset containing 781 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Allantoma Miers"
 ]
}

 The dataset includes 781 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011045-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5ch-dtv-393
title: Ophiura Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/74c-p8y-jqc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q8s-315-89s
title: Heterostegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tqe-9gj-9f3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z7c-cjv-6q8
title: Globigerinoides Cushman, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pr0-spr-j6q
title: †Orbitoides d'Orbigny, in Lyell, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qnc-193-l60
title: Limnocythere inopinata (Baird, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ja-lrw-876
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pk8-dbc-0x7
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a07-48d-z9q
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wec-920-sgx
title: Amphiope L. Agassiz, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xwe-wqy-491
title: Canis lupus familiaris Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0v4-bwe-f67
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j1z-sda-r24
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ynh-ayf-c1t
title: †Nummulites Lamarck, 1801

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/plh-kfz-q73
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yxb-tbk-mww
title: Hyperammina Brady, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6td-23p-8yn
title: Peneroplis pertusus (Forsskål in Niebuhr, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/knm-pt1-nlq
title: †Hedbergella Brönnimann & Brown, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a1y-0jm-6tw
title: Echinodermata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m2s-mg1-32z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3r4-ybn-m1z
title: †Hedbergella Brönnimann & Brown, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yfg-zke-hr5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gal-8en-jr1
title: †Pseudosiderolites vidali (Douvillé, 1907)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2rg-7fb-5da
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b1r-wzy-r5g
title: †Hedbergella Brönnimann & Brown, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ej-pr2-sz1
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ec8-dx2-qlv
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vee-27k-6qg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5y6-2t3-7mb
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8f5-2rj-l40
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/exa-fkw-yv9
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16902100
title: Dataset: "A Lightweight, Flexible and Mechanically Robust Nonwoven Copper Metallized Nylon-6 Fibers for Enhanced Charge Dissipation and Reduced Electrical Resistance for ESD Protection"

description: Dataset for the manuscript "A Lightweight, Flexible and Mechanically Robust Nonwoven Copper Metallized Nylon-6 Fibers for Enhanced Charge Dissipation and Reduced Electrical Resistance for ESD Protection".
DOI: 10.3535/0b6-qsq-yje
title: Perissocytheridea (Kroemmelbeinella) libidinosa (Witte, 1986)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3at-xsn-q9g
title: Amphistegina radiata (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16902099
title: Dataset: "A Lightweight, Flexible and Mechanically Robust Nonwoven Copper Metallized Nylon-6 Fibers for Enhanced Charge Dissipation and Reduced Electrical Resistance for ESD Protection"

description: Dataset for the manuscript "A Lightweight, Flexible and Mechanically Robust Nonwoven Copper Metallized Nylon-6 Fibers for Enhanced Charge Dissipation and Reduced Electrical Resistance for ESD Protection".
DOI: 10.3535/bts-z2b-nm0
title: Miliolinella circularis (Bornemann, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gb1-ldr-jb8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s35-w8n-dlj
title: Elphidiella arctica (Parker & Jones, 1864)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aan-2pw-rg5
title: Ostracoda Latreille, 1802

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/phk-6sh-sab
title: Bolivina d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.b4de96
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ceratogymna elata)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083110-250717081556266/datasets/export for details.
DOI: 10.15468/dl.wn8pyj
title: Occurrence Download

description: A dataset containing 9283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Atlapetes leucopterus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 9283 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083111-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7vr-bfq-ze2
title: Nassarius globosus (Quoy & Gaimard, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9xs-6we-dzq
title: Nassarius Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zzy-kma-bnk
title: Conus ebraeus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9aq-xh5-kd5
title: Cancellaria decussata G. B. Sowerby I, 1832

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9v0-nvy-fqe
title: Marginellidae J. Fleming, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/clq-pyh-mgw
title: Gibberula miliaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e97-8ze-twy
title: Nassarius ovoideus (Locard, 1886)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6xf-vkq-t3x
title: Retusa T. Brown, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jat-zs4-rpw
title: Astyris lunata (Say, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0zy-qak-eks
title: Granulina occulta (Monterosato, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ww-vxp-6pg
title: Conus algoensis G. B. Sowerby I, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w1a-mft-g55
title: Cylichnidae H. Adams & A. Adams, 1854

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e3s-sxn-ap0
title: Olividae Latreille, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l6k-q1s-esn
title: Pyramidella sulcata (A. Adams, 1854)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hnf-af2-5g3
title: Mitrella ocellata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jed-7as-hx6
title: Bullia ceroplasta Melvill, 1898

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/813-y5k-efs
title: Nassarius teretiusculus (A. Adams, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zy5-fhx-9lp
title: Harpa amouretta Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b92-wf2-7ex
title: Siphonaria laciniosa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4gg-wrg-bkr
title: Domiporta circula (Kiener, 1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jg2-ydq-s5q
title: Conus textile Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jjp-58l-07z
title: Pyramidellidae J. E. Gray, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvj-szc-7n4
title: Parthenina interstincta (J. Adams, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2wa-krr-8a1
title: Pictocolumbella ocellata (Link, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wb5-1as-d79
title: Columbellidae Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/67y-j5r-d3r
title: Ptychobela griffithii (Gray, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sqj-r16-q21
title: Fasciolaria tulipa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zhz-qna-aec
title: Eulimella acicula (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6wg-6rn-6vh
title: Ampullaceana balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/83k-61y-zn3
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1m6-pfd-fa8
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0wv-845-f00
title: Callianax alectona (Duclos, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/we0-hc8-j2e
title: Morum dennisoni (Reeve, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b1w-xfw-5dt
title: Nassarius pupinoides (Reeve, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h3e-3nc-zr4
title: Olivella ephamilla (R. B. Watson, 1882)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k2y-670-7zq
title: Prunum labiatum (Kiener, 1841)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3kg-rla-j5n
title: Volema pyrum (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fm9-qgr-tgg
title: Mathilda splendida de Folin, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/757-w05-bf3
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7rw-z5g-wby
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2bc-qm3-z5t
title: Mitromorpha P. P. Carpenter, 1865

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lqk-qg7-fev
title: Conus pulicarius Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/svq-6d2-pyx
title: Megasurcula carpenteriana (Gabb, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kgl-c6e-631
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wr5-7md-yzj
title: Conus mus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p9x-pzb-dan
title: Turrilatirus turritus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lh1-bnr-3tv
title: Scaphander lignarius (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twh-q4f-qk1
title: Buccinum cyaneum Bruguière, 1789

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1n8-9rc-gev
title: Cypraecassis testiculus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ky9-9pk-w48
title: Conus canonicus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnp-bq4-b1j
title: Unedogemmula indica (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fen-248-nek
title: Pseudofusus rostratus (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jk9-zxx-yf6
title: Cymbium pepo ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/69w-l6r-c11
title: Vexillum Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ye8-59n-y69
title: Tritia neritea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/607-kew-p0j
title: Fasciolariidae Gray, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xyb-g1g-qkf
title: Neptunea kuroshio Oyama, 1959

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7bv-b2c-t4b
title: Conus varius Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gag-3bf-k6l
title: Raphitoma Bellardi, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n7l-11e-eh9
title: Conus geographus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2qv-q16-wtj
title: Columbellidae Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwn-w13-0xs
title: Cornu aspersum (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ft-err-e5q
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pxq-6g9-jt7
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/byj-gr3-87c
title: Oliva sayana Ravenel, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mpc-2zd-hyp
title: Anentome helena (von dem Busch, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v1z-1hf-gd4
title: Turridae H. Adams & A. Adams, 1853 (1838)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/acv-8w6-53s
title: Columbellidae Swainson, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hw8-ccw-sfm
title: Columbella rustica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ge-xq5-e3s
title: Neptunea despecta (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9lc-tec-ycv
title: Telodiacria quadridentata (Blainville, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kte-8s4-ft0
title: Conus bandanus Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y46-dtn-0sn
title: Obesotoma gigantea (Mörch, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2w5-vvm-3d6
title: Bullidae Gray, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8bw-dee-23a
title: Vasum turbinellus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/caj-4px-91d
title: Peristernia fuscotincta (G. B. Sowerby III, 1886)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.16756901
title: 基于BP神经网络的低温韧性预测模型

description: MATLAB R2020a 或以上版本




已安装 Neural Network Toolbox




确保工作目录中存在实验数据数据库.xlsx



🚀 使用方法





将 中的主程序运行;your_script.m




若存在 文件,则程序会自动进行新样本预测;预测.xlsx




所有结果输出于 文件夹;保存1/




样本数不足时请自行扩充数据或更改比例设置。



📈 输出结果





模型训练与测试精度指标(RMSE、R²、MAE、MBE、MAPE)




各输入特征对输出的影响分析图




新数据预测结果表格



📃 说明

更多关于模型构建、参数选择及性能对比,请查阅相关论文或者联系作者。
DOI: 10.5281/zenodo.16790925
title: 基于BP神经网络的低温韧性预测模型

description: MATLAB R2020a 或以上版本




已安装 Neural Network Toolbox




确保工作目录中存在实验数据数据库.xlsx



🚀 使用方法





将 中的主程序运行;your_script.m




若存在 文件,则程序会自动进行新样本预测;预测.xlsx




所有结果输出于 文件夹;保存1/




样本数不足时请自行扩充数据或更改比例设置。



📈 输出结果





模型训练与测试精度指标(RMSE、R²、MAE、MBE、MAPE)




各输入特征对输出的影响分析图




新数据预测结果表格



📃 说明

更多关于模型构建、参数选择及性能对比,请查阅相关论文或者联系作者。
DOI: 10.3535/d0d-ge0-peh
title: Vexillum Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hnv-8pl-t0g
title: Conus distans Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xs-gj7-lah
title: Melo amphora ([Lightfoot, 1786])

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0el-wgg-qk9
title: Marginellidae J. Fleming, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tbw-nh1-6g2
title: Pitar tumens (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6xg-qnl-yes
title: Colus islandicus (Mohr, 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ncm-kr6-vbe
title: Conus ermineus Born, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.