Knowledge graph of alpine skiing events: A focus on meteorological conditions

Alpine skiing, as an outdoor winter sport, is particularly vulnerable to the variation of meteorological conditions. Scattered and multi-source big data cannot be fully utilized to conduct effective decision analyses by conventional data analysis methods. Presently, knowledge graphs are the most adv...

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Published inPloS one Vol. 17; no. 9; p. e0274164
Main Authors Tang, Wei, Zhang, Xueying, Feng, Deen, Wang, Yipeng, Ye, Peng, Qu, Hanhua
Format Journal Article
LanguageEnglish
Published San Francisco Public Library of Science 21.09.2022
Public Library of Science (PLoS)
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Abstract Alpine skiing, as an outdoor winter sport, is particularly vulnerable to the variation of meteorological conditions. Scattered and multi-source big data cannot be fully utilized to conduct effective decision analyses by conventional data analysis methods. Presently, knowledge graphs are the most advanced organization form of knowledge base, which can make explicit the complex relationships among different objects. Thus, introducing knowledge graph to the event management of alpine skiing is significant to improve the ability of risk prediction and decision-making. In this research, we analyze the components and dynamic characteristics of alpine skiing, and construct an “Object-Characteristic-Relation” representation model to express multi-level knowledge. Moreover, we propose a “Characteristic-value- Relationship” representation method based on the multi-source data, to construct the knowledge graph of alpine skiing. With the proposed method, comprehensive relationships between meteorological conditions and alpine skiing can be represented clearly, and support further knowledge reasoning for the event management under meteorological conditions. We have tested the utility of the proposed method in a case study of 2018 Winter Olympics in PyeongChang. The case study realizes an semi-automatic construction of knowledge graph for alpine skiing, provides decision supports for event risk managements, according to different meteorological conditions, and grounds a foundation for future knowledge graph construction of other large-scale sport events.
AbstractList Alpine skiing, as an outdoor winter sport, is particularly vulnerable to the variation of meteorological conditions. Scattered and multi-source big data cannot be fully utilized to conduct effective decision analyses by conventional data analysis methods. Presently, knowledge graphs are the most advanced organization form of knowledge base, which can make explicit the complex relationships among different objects. Thus, introducing knowledge graph to the event management of alpine skiing is significant to improve the ability of risk prediction and decision-making. In this research, we analyze the components and dynamic characteristics of alpine skiing, and construct an “Object-Characteristic-Relation” representation model to express multi-level knowledge. Moreover, we propose a “Characteristic-value- Relationship” representation method based on the multi-source data, to construct the knowledge graph of alpine skiing. With the proposed method, comprehensive relationships between meteorological conditions and alpine skiing can be represented clearly, and support further knowledge reasoning for the event management under meteorological conditions. We have tested the utility of the proposed method in a case study of 2018 Winter Olympics in PyeongChang. The case study realizes an semi-automatic construction of knowledge graph for alpine skiing, provides decision supports for event risk managements, according to different meteorological conditions, and grounds a foundation for future knowledge graph construction of other large-scale sport events.
Audience Academic
Author Zhang, Xueying
Wang, Yipeng
Qu, Hanhua
Ye, Peng
Tang, Wei
Feng, Deen
AuthorAffiliation 1 Public Meteorological Service Center, China Meteorological Administration, Beijing, China
3 Jiangsu Center for Collaborative Innovation in Geographical Information Resource Development and Application, Nanjing, China
4 Urban Planning and Development Institute, Yangzhou University, Yangzhou, China
5 College of Architectural Science and Engineering, Yangzhou University, Yangzhou, China
2 Key Laboratory of Virtual Geographic Environment, Ministry of Education, Nanjing Normal University, Nanjing, China
University of Innsbruck: Universitat Innsbruck, AUSTRIA
AuthorAffiliation_xml – name: University of Innsbruck: Universitat Innsbruck, AUSTRIA
– name: 4 Urban Planning and Development Institute, Yangzhou University, Yangzhou, China
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– name: 5 College of Architectural Science and Engineering, Yangzhou University, Yangzhou, China
– name: 1 Public Meteorological Service Center, China Meteorological Administration, Beijing, China
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CitedBy_id crossref_primary_10_3390_info15070390
crossref_primary_10_2166_hydro_2023_251
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ContentType Journal Article
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2022 Tang et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2022 Tang et al 2022 Tang et al
Copyright_xml – notice: COPYRIGHT 2022 Public Library of Science
– notice: 2022 Tang et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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Snippet Alpine skiing, as an outdoor winter sport, is particularly vulnerable to the variation of meteorological conditions. Scattered and multi-source big data cannot...
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SubjectTerms Alpine environments
Big Data
Biology and Life Sciences
Computer and Information Sciences
Data analysis
Decision analysis
Decision making
Downhill skiing
Dynamic characteristics
Earth Sciences
Environmental aspects
Events planning
Humidity
Influence
Knowledge acquisition
Knowledge bases (artificial intelligence)
Knowledge representation
Logic
Meteorological conditions
Olympic games
Ontology
Paralympic Games
Precipitation
Resource Description Framework-RDF
Risk management
Semantic web
Semantics
Skiing
Snow
Social Sciences
Weather
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Title Knowledge graph of alpine skiing events: A focus on meteorological conditions
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http://dx.doi.org/10.1371/journal.pone.0274164
Volume 17
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