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

doi:10.5194/essd-15-2213-2023

	A multi-dimensional dataset of Ordovician to Silurian graptolite specimens for virtual examination, global correlation, and shale gas exploration
	Xu, Hong-He 1,2; Niu, Zhi-Bin 1,2,3; Chen, Yan-Sen 1,2; Ma, Xuan 1,2; Tong, Xiao-Jing 1,2; Sun, Yi-Tong 1,2; Dong, Xiao-Yan 1,2; Fan, Dan-Ni 1,2; Song, Shuang-Shuang 1,2; Zhu, Yan-Yan 1,2
刊名	EARTH SYSTEM SCIENCE DATA
	2023-06-01
卷号	15 期号:5 页码:2213-2221
ISSN号	1866-3508
DOI	10.5194/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).
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关键词	PATTERN
WOS研究方向	Geology ; Meteorology & Atmospheric Sciences
语种	英语
出版者	COPERNICUS GESELLSCHAFT MBH
WOS记录号	WOS:001000246100001
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
内容类型	期刊论文
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.