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A multi-dimensional dataset of Ordovician to Silurian graptolite specimens for virtual examination, global correlation, and shale gas exploration

文献类型：期刊论文

作者Xu, Hong-He1,2; Niu, Zhi-Bin1,2,3; Chen, Yan-Sen1,2; Ma, Xuan1,2; Tong, Xiao-Jing1,2; Sun, Yi-Tong1,2; Dong, Xiao-Yan1,2; Fan, Dan-Ni1,2; Song, Shuang-Shuang1,2; Zhu, Yan-Yan1,2
刊名EARTH SYSTEM SCIENCE DATA
出版日期2023-06-01
卷号15期号:5页码:2213-2221
ISSN号1866-3508
DOI10.5194/essd-15-2213-2023
通讯作者Xu, Hong-He(hhxu@nigpas.ac.cn) ; Niu, Zhi-Bin(zniu@tju.edu.cn)
英文摘要Multi-elemental and multi-dimensional data are more and more important in the development of data-driven research, as is the case in modern paleontology, in which, in an examination by experts, or some day artificial intelligence, every fossil specimen plays a fundamental role. We here release a dataset of 1550 graptolite specimens representing 113 Ordovician to Silurian graptolite species or subspecies that are significant in global stratigraphic correlation and shale gas exploration. The dataset contains 2951 high-resolution images and a data table of each specimen's scientific information, including the taxonomic, geologic, and geographic information, comments, and references. Our dataset provides images for specialists or laypeople worldwide, is supported by the tool FSIDvis (Fossil Specimen Image Dataset Visualizer), which we developed to facilitate the interactive exploration of the rich-attribution image dataset, and includes a nonlinear-dimension reduction technique, t-SNE (t-distributed stochastic neighbor embedding), to project image data into a two-dimensional space to visualize and explore the similarities. Our dataset potentially contributes to virtual examinations of specimens, global bio-stratigraphic correlation, and improvement of the shale gas exploration efficiency. All data, images and the spreadsheet are available at https://doi.org/10.5281/zenodo.6688670 (Xu, 2022).
WOS关键词PATTERN
资助项目National Key R&D Program of China[2022YFF0800200] ; Special Project on Network and Informatization of the Chinese Academy of Sciences[CAS-WX2021SF-0205] ; National Natural Science Foundation of China[61802278]
WOS研究方向Geology ; Meteorology & Atmospheric Sciences
语种英语
WOS记录号WOS:001000246100001
出版者COPERNICUS GESELLSCHAFT MBH
资助机构National Key R&D Program of China ; Special Project on Network and Informatization of the Chinese Academy of Sciences ; National Natural Science Foundation of China
源URL[http://ir.nigpas.ac.cn/handle/332004/42422]  
专题中国科学院南京地质古生物研究所
通讯作者Xu, Hong-He; Niu, Zhi-Bin
作者单位1.Chinese Acad Sci, Nanjing Inst Geol & Paleontol, State Key Lab Palaeobiol & Stratig, Nanjing 210008, Peoples R China
2.Chinese Acad Sci, Ctr Excellence Life & Paleoenvironm, Nanjing 210008, Peoples R China
3.Tianjin Univ, Coll Intelligence & Comp, Tianjin 300354, Peoples R China
推荐引用方式
GB/T 7714		 Xu, Hong-He,Niu, Zhi-Bin,Chen, Yan-Sen,et al. A multi-dimensional dataset of Ordovician to Silurian graptolite specimens for virtual examination, global correlation, and shale gas exploration[J]. EARTH SYSTEM SCIENCE DATA,2023,15(5):2213-2221.
APA Xu, Hong-He.,Niu, Zhi-Bin.,Chen, Yan-Sen.,Ma, Xuan.,Tong, Xiao-Jing.,...&Xia, Qing.(2023).A multi-dimensional dataset of Ordovician to Silurian graptolite specimens for virtual examination, global correlation, and shale gas exploration.EARTH SYSTEM SCIENCE DATA,15(5),2213-2221.
MLA Xu, Hong-He,et al."A multi-dimensional dataset of Ordovician to Silurian graptolite specimens for virtual examination, global correlation, and shale gas exploration".EARTH SYSTEM SCIENCE DATA 15.5(2023):2213-2221.

入库方式： OAI收割

来源：南京地质古生物研究所

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