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Prospects on mangrove knowledge services in the smart era: From plant atlas to knowledge graphs

文献类型：期刊论文

作者Hou, Zhi-Wei3,5; Jing, Wenlong3,5; Qin, Cheng-Zhi1,2; Yang, Ji3,5; Xia, Qing4; Yin, Xiaoling3,5
刊名SCIENCE CHINA-EARTH SCIENCES
出版日期2024-11-11
卷号N/A页码:17
关键词Mangrove Tupu Knowledge graph Multi-modal Knowledge service
ISSN号1674-7313
DOI10.1007/s11430-024-1446-9
产权排序3
英文摘要Mangroves are crucial to the ecological security of the Earth and human well-being. Their management, conservation, and restoration are of great importance and necessitate the support of spatio-temporal information and multi-disciplinary knowledge such as biology and ecology. Traditional knowledge services such as plant atlas provide illustrated textual knowledge of mangroves. However, this kind of service is oriented to information retrieval and is incapable of effectively mining and utilizing fragmented knowledge from multi-source heterogeneous data, facing the problem of "massive data, rare knowledge". Knowledge graphs are capable of extracting, organizing, and fusing the knowledge contained in massive data into semantic networks that can be understood and computed by computers. They provide a solution for the realization of intelligent knowledge services. Focusing on the urgent need for mangrove knowledge acquisition, formal representation, and intelligent services, this paper proposes a research prospect on mangrove knowledge graphs and knowledge services. We first analyze the similarities and differences between various domain-specific concepts of Tupu. On this basis, we define the mangrove knowledge graph as a large-scale knowledge base that integrates multi-disciplinary knowledge and spatio-temporal information with mangrove ecosystems as the core. Then, we propose a research framework for mangrove knowledge services that can realize the transformation from multi-modal data to intelligent knowledge services, including multiple research levels such as ubiquitous data sensing and aggregation, knowledge organization and graph construction, and intelligent mangrove knowledge services. Subsequently, the methods and workflow for constructing mangrove knowledge graphs are introduced. Finally, we discuss the challenges and possible future directions of mangrove knowledge services in the smart era, including the construction of a mangrove knowledge system that integrates the domain-specific characteristics and spatio-temporal features of mangroves, the exploration of knowledge extraction and fusion methods supported by large language models, and the development of intelligent knowledge applications for typical scenarios.
WOS关键词FORESTS ; WORLD ; STATE
资助项目National Natural Science Foundation of China[42301536] ; National Key Research and Development Program of China[2022YFF0711602] ; GDAS' Project of Science and Technology Development[2022GDASZH-2022010202] ; GDAS' Project of Science and Technology Development[2022GDASZH-2022020402-01] ; GDAS' Project of Science and Technology Development[2022GDASZH-2022010111]
WOS研究方向Geology
语种英语
WOS记录号WOS:001353857800001
出版者SCIENCE PRESS
资助机构National Natural Science Foundation of China ; National Key Research and Development Program of China ; GDAS' Project of Science and Technology Development
源URL[http://ir.igsnrr.ac.cn/handle/311030/211142]  
专题资源与环境信息系统国家重点实验室_外文论文
通讯作者Jing, Wenlong
作者单位1.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China
2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China
3.Guangdong Acad Sci, Guangzhou Inst Geog, Key Lab Guangdong Utilizat Remote Sensing & Geog I, Guangdong Open Lab Geospatial Informat Technol & A, Guangzhou 510070, Peoples R China
4.Changsha Univ Sci & Technol, Sch Traff & Transportat Engn, Changsha 410114, Peoples R China
5.Southern Marine Sci & Engn Guangdong Lab Guangzhou, Guangzhou 511458, Peoples R China
推荐引用方式
GB/T 7714		 Hou, Zhi-Wei,Jing, Wenlong,Qin, Cheng-Zhi,et al. Prospects on mangrove knowledge services in the smart era: From plant atlas to knowledge graphs[J]. SCIENCE CHINA-EARTH SCIENCES,2024,N/A:17.
APA Hou, Zhi-Wei,Jing, Wenlong,Qin, Cheng-Zhi,Yang, Ji,Xia, Qing,&Yin, Xiaoling.(2024).Prospects on mangrove knowledge services in the smart era: From plant atlas to knowledge graphs.SCIENCE CHINA-EARTH SCIENCES,N/A,17.
MLA Hou, Zhi-Wei,et al."Prospects on mangrove knowledge services in the smart era: From plant atlas to knowledge graphs".SCIENCE CHINA-EARTH SCIENCES N/A(2024):17.

入库方式： OAI收割

来源：地理科学与资源研究所

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