面向灾害应急响应的地质灾害链知识图谱构建方法

邱芹军; 吴亮; 马凯; 谢忠; 陶留锋

doi:10.3799/dqkx.2022.313

Volume 48 Issue 5

May 2023

Turn off MathJax

Article Contents

Article Navigation > Earth Science > 2023 > 48(5): 1875-1891

Qiu Qinjun, Wu Liang, Ma Kai, Xie Zhong, Tao Liufeng, 2023. A Knowledge Graph Construction Method for Geohazard Chain for Disaster Emergency Response. Earth Science, 48(5): 1875-1891. doi: 10.3799/dqkx.2022.313

Citation:

Qiu Qinjun, Wu Liang, Ma Kai, Xie Zhong, Tao Liufeng, 2023. A Knowledge Graph Construction Method for Geohazard Chain for Disaster Emergency Response. Earth Science, 48(5): 1875-1891. doi: 10.3799/dqkx.2022.313

Citation:

PDF( 3485 KB)

A Knowledge Graph Construction Method for Geohazard Chain for Disaster Emergency Response

doi: 10.3799/dqkx.2022.313

Qiu Qinjun^{1
,
,},
Wu Liang¹,
Ma Kai^{2, 3, 4
,
,},
Xie Zhong¹,
Tao Liufeng¹

1.
School of Computer Science, China University of Geosciences, Wuhan 430078, China
2.
College of Computer and Information Technology, China Three Gorges University, Yichang 443002, China
3.
Hubei Key Laboratory of Intelligent Vision Based Monitoring for Hydroelectric Engineering, China Three Gorges University, Yichang 443002, China
4.
Hubei Engineering Technology Research Center for Farmland Environment Monitoring, China Three Gorges University, Yichang 443002, China

Received Date: 2022-10-30
Available Online: 2023-06-06
Publish Date: 2023-05-25

Abstract

Abstract

Knowledge graph is a knowledge system that formally describes entities and their interrelationships, and it plays an important role in emergency disaster relief and spatio-temporal prediction and decision making. In order to obtain geological hazard information implied in multi-source heterogeneous texts and investigate the impact caused by disasters, in this paper it analyzes many elements associated with the development process of geological hazards from the perspective of hazard chains, and proposes a top-down and bottom-up method of constructing a knowledge graph of geological hazard chains.Firstly, the complex formation mechanism and chain formation law among geohazards are analyzed from the perspective of hazard chain, and a unified semantic expression framework of geohazard chain ontology for information extraction is established based on the top-down method, including geohazard event ontology describing the geohazard knowledge system, geoenvironment ontology carrying the occurrence of geohazards, geographic object ontology under the effect of geohazards, and geohazards in disaster. Secondly, the data layer is constructed by combining the bottom-up method, and the concepts, instances and attributes and their associated relations are identified through knowledge fusion and knowledge storage.The results show that this method can effectively identify the four types of elements and their relationships, realize the conversion of data-information-knowledge, and provide a technical reference for the construction of knowledge graphs in the field of geological disasters.
- geohazard chain,
- knowledge graph,
- domain ontology,
- natural language processing,
- emergency response,
- hazard geology

FullText(HTML)

References(84)

References

Cui, B., Gao, J., Tong, Y. X., et al., 2019. Progress and Trend in Novel Data Management System. Journal of Software, 30(1): 164-193 (in Chinese with English abstract). http://www.researchgate.net/publication/333035325_Progress_and_Trend_in_Novel_Data_Management_System

Du, W. J., Sheng, Q., Yang, X. H., et al., 2022. Chain Generation Process of Landslide Blocking River Based on Two-Phase Double-Point Material Point Method. Advanced Engineering Sciences, 54(3): 36-45 (in Chinese with English abstract).

Du, Z. Q., Gu, J. Y., 2016. A Domain Ontology Construction Method of Disaster Chain—Case Study of Rainstorm Flood Disaster Chain. Geomatics World, 23(4): 7-13 (in Chinese with English abstract). doi: 10.3969/j.issn.1672-1586.2016.04.002

Du, Z. Q., Li, Y., Zhang, Y. T., et al., 2020. Knowledge Graph Construction Method on Natural Disaster Emergency. Geomatics and Information Science of Wuhan University, 45(9): 1344-1355 (in Chinese with English abstract). http://ieeexplore.ieee.org/document/9152356/

Guan, S. P., Jin, X. L., Jia, Y. T., et al., 2018. Knowledge Reasoning over Knowledge Graph: A Survey. Journal of Software, 29(10): 2966-2994 (in Chinese with English abstract). http://www.researchgate.net/publication/330103620_Knowledge_Reasoning_Over_Knowledge_Graph_A_Survey

Han, J. L., Wu, S. R., Wang, H. B., 2007. Preliminary Study on Geological Hazard Chains. Earth Science Frontiers, 14(6): 11-23 (in Chinese with English abstract). doi: 10.1016/S1872-5791(08)60001-9

Han, X., Yin, Y., Wu, Y., et al., 2021. Risk Assessment of Population Loss Posed by Earthquake-Landslide-Debris Flow Disaster Chain: A Case Study in Wenchuan, China. ISPRS International Journal of Geo-Information, 10(6): 363. doi: 10.3390/ijgi10060363

Hou, M. W., Wei, R., Lu, L., et al., 2018. Research Review of Knowledge Graph and Its Application in Medical Domain. Journal of Computer Research and Development, 55(12): 2585-2599 (in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTotal-JFYZ201812002.htm

Huang, Q. L., Huang, Y. X., Shao, Y. X., et al., 2018. Hybrig: A Distributed Storage Architecture for Efficiently Processing Property Graph with Massive Multi-Edges. Chinese Journal of Computers, 41(8): 1766-1779 (in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTotal-JSJX201808005.htm

Jia, K. C., Zhuang, J. Q., Zhan, J. W., et al., 2022. Reconstruction of the Dynamic Process of the Holocene Gelongbu Landslide-Blocking-Flood Geological Disaster Chain Based on Numerical Simulation. Earth Science, 1-20 (in Chinese with English abstract).

Jia, M. S., Zhang, Y., Pan, T. T., et al., 2020. Ontology Modeling of Marine Environmental Disaster Chain for Internet Information Extraction: A Case Study on Typhoon Disaster. Journal of Geo-Information Science, 22(12): 2289-2303 (in Chinese with English abstract).

Jiao, L., Xing, S., Wang, D. D., et al., 2021. A Biohazard Emergency Response Geo-Ontology Model. Geomatics and Information Science of Wuhan University, 46(4): 586-594 (in Chinese with English abstract). http://qikan.cqvip.com/Qikan/Article/Detail?id=7104797049

Kong, J. X., Zhuang, J. Q., Peng, J. B., et al., 2021. Spatial and Temporal Distribution Characteristics and Risk Simulation of Loess Micro Geomorphic Disaster Chain in Laolang Gully, Lanzhou. Journal of Engineering Geology, 29(5): 1401-1415 (in Chinese with English abstract).

Li, H. R., Wang, Z. H., Yang, Q. F., et al., 2021. Evolutionary Model and Risk Analysis of Metro Disaster Chain under Complex Network. China Safety Science Journal, 31(11): 141-147 (in Chinese with English abstract).

Li, J. Z., Hou, L., 2017. Reviews on Knowledge Graph Research. Journal of Shanxi University (Natural Science Edition), 40(3): 454-459 (in Chinese with English abstract). http://search.cnki.net/down/default.aspx?filename=SXDR201703008&dbcode=CJFD&year=2017&dflag=pdfdown

Li, L., Liu, Y., Zhu, H. H., et al., 2016. A Bibliometric and Visual Analysis of Global Geo-Ontology Research. Computers & Geosciences, 99: 1-8. http://www.onacademic.com/detail/journal_1000039674206710_19fe.html

Li, Z. H., Zhang, C. L., Chen, B., et al., 2022. A Technical Framework of Landslide Prevention Based on Multi-Source Remote Sensing and Its Engineering Application. Earth Science, 47(6): 1901-1916 (in Chinese with English abstract).

Liao, Y. F., Zhao, F., Wang, Z. Q., et al., 2013. Spatial Pattern Analysis of Natural Disasters in China from 2000 to 2011. Journal of Catastrophology, 28(4): 55-60 (in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-ZHXU201304011.htm

Liu, J., Liu, L., Xue, Y., et al., 2017. Grid Workflow Validation Using Ontology-Based Tacit Knowledge: A Case Study for Quantitative Remote Sensing Applications. Computers & Geosciences, 98: 46-54. http://www.onacademic.com/detail/journal_1000039657652010_faf8.html

Liu, J. P., Li, B., Shi, L. H., et al., 2011. An Automated Retrieval Method of Geo-Spatial Event Information Based on Ontology. Acta Geodaetica et Cartographica Sinica, 40(4): 502-508 (in Chinese with English abstract). http://www.researchgate.net/publication/290575203_An_automated_retrieval_method_of_geo-spatial_event_information_based_on_ontology

Liu, J. Q., Liu, Q., Liu, Q. H., et al., 2021. Discussion of Geological Hazard Data Management and Application Model in Big Data Era. Bulletin of Geological Science and Technology, 40(6): 276-282, 292 (in Chinese with English abstract).

Liu, W., He, S., 2018. Dynamic Simulation of a Mountain Disaster Chain: Landslides, Barrier Lakes, and Outburst Floods. Natural Hazards, 90(2): 757-775. http://www.onacademic.com/detail/journal_1000040114883010_cec3.html

Liu, X. H., Cui, J., Cai, F., 2018. Geo-Ontology Modeling and Reasoning of Geohazard Emergency Response Knowledge. Geography and Geo-Information Science, 34(4): 1-6 (in Chinese with English abstract). http://search.cnki.net/down/default.aspx?filename=DLGT201804001&dbcode=CJFD&year=2018&dflag=pdfdown

Liu, Z., Zhang, P., Liu, N. J., et al., 2018. Characteristics of Natural Disasters in Key Regions of One-Belt-One-Road Initiative. Journal of Catastrophology, 33(4): 65-71 (in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTotal-ZHXU201804013.htm

Luo, G., Cheng, Q. G., Shen, W. G., et al., 2022. Research Status and Development Trend of the High-Altitude Extremely-Energetic Rockfalls. Earth Science, 47(3): 913-934 (in Chinese with English abstract).

Ma, L. L., Li, H. W., Lian, S. W., et al., 2016. A Method of Modeling Natural Disaster Event Domain Ontology. Geography and Geo-Information Science, 32(1): 12-17 (in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-DLGT201601003.htm

Mario, M., Fabio, M., Mirko, C., et al., 2018. GraphDBLP: A System for Analyzing Networks of Computer Scientists through Graph Databases. Multime-Dia Tools & Applications, 77(14): 18657-18688. http://smartsearch.nstl.gov.cn/paper_detail.html?id=d0235b87e6f3f04c97592da03c571a71

Nickel, M., Murphy, K., Tresp, V., et al., 2015. A Review of Relational Machine Learning for Knowledge Graphs: From Multi-Relational Link Prediction to Automated Knowledge Graph Construction. IEEE, 104(1): 11-33. https://arxiv.org/abs/1503.00759

Peng, J. B., Sun, X. H., Wang, W., et al., 2016. Characteristics of Land Subsidence, Earth Fissures and Related Disaster Chain Effects with Respect to Urban Hazards in Xi'an, China. Environmental Earth Sciences, 75(16): 1-15. doi: 10.1007%2Fs12665-016-5928-3.pdf

Qiu, Q., Xie, Z., Wu, L., et al., 2019. Geoscience Keyphrase Extraction Algorithm Using Enhanced Word Embedding. Expert Systems with Applications, 125: 157-169. http://www.onacademic.com/detail/journal_1000041585865699_d472.html

Rao, Z. Y., Zhang, Y., Liu, J. T., et al., 2021. Recommendation Methods and Systems Using Knowledge Graph. Acta Automatica Sinica, 47(9): 2061-2077 (in Chinese with English abstract).

Shi, P. J., 2002. Theory on Disaster Science and Disaster Dynamics. Journal of Natural Disasters, 11(3): 1-9 (in Chinese with English abstract). http://www.researchgate.net/publication/285375568_Theory_on_disaster_science_and_disaster_dynamics

Shi, Q. H., Wei, H. L., Tan, F., et al., 2022. Analyzing the Characteristics and Reason for the Ground Collapse Hazard in Shenzhen. Bulletin of Geological Science and Technology, 41(2): 123-129 (in Chinese with English abstract).

Song, Y. H., Lü, B. B., Lü, W., 2021. Study on Causes Analysis and Disaster Chain Construction of Dammed Lakes in China. Journal of Safety Science and Technology, 17(9): 45-51 (in Chinese with English abstract).

Tao, K. W., Zhao, Y. Y., Zhu, P., et al., 2020. Knowledge Graph Construction for Integrated Disaster Reduction. Geomatics and Information Science of Wuhan University, 45(8): 1296-1302 (in Chinese with English abstract).

Tian, D. W., Qiu, A. G., Zhang, Z. R., 2019. Domain Ontology Construction and Application of Multi-Level Geological Disasters. Science of Surveying and Mapping, 44(6): 330-336 (in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTotal-CHKD201906049.htm

Wang, F., Jiang, W. Y., Liu, B. B., et al., 2020. Disaster Model Service Chain Orchestration Method Using Disaster Chain Rules. Geomatics and Information Science of Wuhan University, 45(8): 1168-1178 (in Chinese with English abstract).

Wang, Y. N., Liu, G., 2011. Research and Application of Geological Hazard Domain Ontology. Geography and Geo-Information Science, 27(6): 36-40 (in Chinese with English abstract). http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5567498

Wang, Y. S., Cheng, W. Q., Liu, J. W., 2022. Forming Process and Mechanisms of Geo-Hazards in Luding Section of the Sichuan-Tibet Railway. Earth Science, 47(3): 950-958 (in Chinese with English abstract).

Wang, Z. Y., Yu, Q., Wang, N., et al., 2020. Survey of Intelligent Question Answering Research Based on Knowledge Graph. Computer Engineering and Applications, 56(23): 1-11 (in Chinese with English abstract). http://ieeexplore.ieee.org/document/9189518/

Xie, Y. H., Wang, L., Dong, C., et al., 2021. Research on the Construction Method of Earthquake Disaster Prevention Knowledge Graph. Science of Surveying and Mapping, 46(10): 219-226 (in Chinese with English abstract).

Zhang, S., Guo, H., Zhu, K., et al., 2017. Multistage Assignment Optimization for Emergency Rescue Teams in the Disaster Chain. Knowledge-Based Systems, 137: 123-137. http://www.onacademic.com/detail/journal_1000040084742610_cff9.html

Zhang, X. Y., Zhang, C. J., Wu, M. G., et al., 2020. Spatiotemporal Features Based Geographical Knowledge Graph Construction. Scientia Sinica (Informationis), 50(7): 1019-1032 (in Chinese). http://www.researchgate.net/publication/343100062_Spatiotemporal_features_based_geographical_knowledge_graph_construction

Zhang, X. Y., Zhang, C. J., Zhu, S. N., 2012. Annotation for Geographical Spatial Relations in Chinese Text. Acta Geodaetica et Cartographica Sinica, 41(3): 468-474 (in Chinese with English abstract). http://www.researchgate.net/publication/290537668_Annotation_for_geographical_spatial_relations_in_Chinese_text

Zhang, Y. S., Cheng, Y. L., Yao, X., et al., 2013. The Evolution Process of Wenchuan Earthquake-Landslide-Debris Flow Geohazard Chain. Geological Bulletin of China, 32(12): 1900-1910 (in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTotal-ZQYD201312003.htm

Zhou, C. H., Wang, H., Wang, C. S., et al., 2021. Research on Geo-Knowledge Map in the Age of Big Data. Scientia Sinica (Terrae), 51(7): 1070-1079 (in Chinese).

Zuo, R. G., 2021. Mineral Exploration Using Subtle or Negative Geochemical Anomalies. Journal of Earth Science, 32(2): 439-454. https://doi.org/10.1007/s12583-020-1079-2

崔斌, 高军, 童咏昕, 等, 2019. 新型数据管理系统研究进展与趋势. 软件学报, 30(1): 164-193. https://www.cnki.com.cn/Article/CJFDTOTAL-RJXB201901010.htm

杜文杰, 盛谦, 杨兴洪, 等, 2022. 基于两相双质点MPM的滑坡堵江灾害链生全过程分析. 工程科学与技术, 54(3): 36-45. https://www.cnki.com.cn/Article/CJFDTOTAL-SCLH202203004.htm

杜志强, 顾捷晔, 2016. 灾害链领域本体构建方法: 以暴雨洪涝灾害链为例. 地理信息世界, 23(4): 7-13. https://www.cnki.com.cn/Article/CJFDTOTAL-CHRK201604003.htm

杜志强, 李钰, 张叶廷, 等, 2020. 自然灾害应急知识图谱构建方法研究. 武汉大学学报(信息科学版), 45(9): 1344-1355. https://www.cnki.com.cn/Article/CJFDTOTAL-WHCH202009004.htm

官赛萍, 靳小龙, 贾岩涛, 等, 2018. 面向知识图谱的知识推理研究进展. 软件学报, 29(10): 2966-2994. https://www.cnki.com.cn/Article/CJFDTOTAL-RJXB201810006.htm

韩金良, 吴树仁, 汪华斌, 2007. 地质灾害链. 地学前缘, 14(6): 11-23. https://www.cnki.com.cn/Article/CJFDTOTAL-DXQY200706003.htm

侯梦薇, 卫荣, 陆亮, 等, 2018. 知识图谱研究综述及其在医疗领域的应用. 计算机研究与发展, 55(12): 2585-2599. https://www.cnki.com.cn/Article/CJFDTOTAL-JFYZ201812002.htm

黄权隆, 黄艳香, 邵蓥侠, 等, 2018. HybriG: 一种高效处理大量重边的属性图存储架构. 计算机学报, 41(8): 1766-1779. https://www.cnki.com.cn/Article/CJFDTOTAL-JSJX201808005.htm

贾珂程, 庄建琦, 占洁伟, 等, 2022. 基于数值模拟的戈龙布滑坡-堵江-溃决洪水地质灾害链动力学过程重建. 地球科学, 1-20.

贾梦姝, 张宇, 潘婷婷, 等, 2020. 面向互联网信息抽取的海洋环境灾害链本体构建: 以台风灾害为例. 地球信息科学学报, 22(12): 2289-2303. https://www.cnki.com.cn/Article/CJFDTOTAL-DQXX202012003.htm

焦麟, 邢帅, 王丹菂, 等, 2021. 面向生物危害应急响应的地理本体模型设计与构建. 武汉大学学报(信息科学版), 46(4): 586-594. https://www.cnki.com.cn/Article/CJFDTOTAL-WHCH202104016.htm

孔嘉旭, 庄建琦, 彭建兵, 等, 2021. 兰州老狼沟黄土微地貌灾害链时空分布特征与危险性模拟研究. 工程地质学报, 29(5): 1401-1415. https://www.cnki.com.cn/Article/CJFDTOTAL-GCDZ202105016.htm

李浩然, 王子恒, 杨起帆, 等, 2021. 复杂网络下地铁灾害链演化模型与风险分析. 中国安全科学学报, 31(11): 141-147. https://www.cnki.com.cn/Article/CJFDTOTAL-ZAQK202111021.htm

李涓子, 侯磊, 2017. 知识图谱研究综述. 山西大学学报(自然科学版), 40(3): 454-459. https://www.cnki.com.cn/Article/CJFDTOTAL-SXDR201703008.htm

李振洪, 张成龙, 陈博, 等, 2022. 一种基于多源遥感的滑坡防灾技术框架及其工程应用. 地球科学, 47(6): 1901-1916. doi: 10.3799/dqkx.2022.205

廖永丰, 赵飞, 王志强, 等, 2013.2000-2011年中国自然灾害灾情空间分布格局分析. 灾害学, 28(4): 55-60. https://www.cnki.com.cn/Article/CJFDTOTAL-ZHXU201304011.htm

刘纪平, 栗斌, 石丽红, 等, 2011. 一种本体驱动的地理空间事件相关信息自动检索方法. 测绘学报, 40(4): 502-508. https://www.cnki.com.cn/Article/CJFDTOTAL-CHXB201104019.htm

刘军旗, 刘强, 刘千慧, 等, 2021. 大数据时代地质灾害数据管理及应用模式探讨. 地质科技通报, 40(6): 276-282, 292. https://www.cnki.com.cn/Article/CJFDTOTAL-DZKQ202106030.htm

刘晓慧, 崔健, 蔡菲, 2018. 突发地质灾害应急响应知识地理本体建模及推理. 地理与地理信息科学, 34(4): 1-6. https://www.cnki.com.cn/Article/CJFDTOTAL-DLGT201804001.htm

刘哲, 张鹏, 刘南江, 等, 2018. "一带一路" 中国重点区域自然灾害特征分析. 灾害学, 33(4): 65-71. https://www.cnki.com.cn/Article/CJFDTOTAL-ZHXU202104033.htm

罗刚, 程谦恭, 沈位刚, 等, 2022. 高位高能岩崩研究现状与发展趋势. 地球科学, 47(3): 913-934. doi: 10.3799/dqkx.2021.133

马雷雷, 李宏伟, 连世伟, 等, 2016. 一种自然灾害事件领域本体建模方法. 地理与地理信息科学, 32(1): 12-17. https://www.cnki.com.cn/Article/CJFDTOTAL-DLGT201601003.htm

饶子昀, 张毅, 刘俊涛, 等, 2021. 应用知识图谱的推荐方法与系统. 自动化学报, 47(9): 2061-2077. https://www.cnki.com.cn/Article/CJFDTOTAL-MOTO202109001.htm

史培军, 2002. 三论灾害研究的理论与实践. 自然灾害学报, 11(3): 1-9. https://www.cnki.com.cn/Article/CJFDTOTAL-ZRZH200905000.htm

施秋华, 魏会龙, 谭飞, 等, 2022. 深圳城市地面塌陷灾害特征及其成因分析. 地质科技通报, 41(2): 123-129. https://www.cnki.com.cn/Article/CJFDTOTAL-DZKQ202202012.htm

宋英华, 吕贝贝, 吕伟, 2021. 我国堰塞湖致因分析及灾害链构建研究. 中国安全生产科学技术, 17(9): 45-51. https://www.cnki.com.cn/Article/CJFDTOTAL-LDBK202109010.htm

陶坤旺, 赵阳阳, 朱鹏, 等, 2020. 面向一体化综合减灾的知识图谱构建方法. 武汉大学学报(信息科学版), 45(8): 1296-1302. https://www.cnki.com.cn/Article/CJFDTOTAL-WHCH202008021.htm

田董炜, 仇阿根, 张志然, 2019. 多层次地质灾害领域本体构建与应用. 测绘科学, 44(6): 330-336. https://www.cnki.com.cn/Article/CJFDTOTAL-CHKD201906049.htm

王飞, 姜文宇, 刘彬彬, 等, 2020. 利用灾害链规则的灾害模型服务链编制方法. 武汉大学学报(信息科学版), 45(8): 1168-1178. https://www.cnki.com.cn/Article/CJFDTOTAL-WHCH202008007.htm

王艳妮, 刘刚, 2011. 地质灾害领域本体的研究与应用. 地理与地理信息科学, 27(6): 36-40. https://www.cnki.com.cn/Article/CJFDTOTAL-DLGT201106009.htm

王运生, 程万强, 刘江伟, 2022. 川藏铁路廊道泸定段地质灾害孕育过程及成灾机制. 地球科学, 47(3): 950-958. doi: 10.3799/dqkx.2021.179

王智悦, 于清, 王楠, 等, 2020. 基于知识图谱的智能问答研究综述. 计算机工程与应用, 56(23): 1-11. https://www.cnki.com.cn/Article/CJFDTOTAL-JSGG202023002.htm

谢炎宏, 王亮, 董春, 等, 2021. 面向地震灾害防治的知识图谱构建方法研究. 测绘科学, 46(10): 219-226. https://www.cnki.com.cn/Article/CJFDTOTAL-CHKD202110028.htm

张雪英, 张春菊, 吴明光, 等, 2020. 顾及时空特征的地理知识图谱构建方法. 中国科学(信息科学), 50(7): 1019-1032. https://www.cnki.com.cn/Article/CJFDTOTAL-PZKX202007005.htm

张雪英, 张春菊, 朱少楠, 2012. 中文文本的地理空间关系标注. 测绘学报, 41(3): 468-474. https://www.cnki.com.cn/Article/CJFDTOTAL-CHXB201203027.htm

张永双, 成余粮, 姚鑫, 等, 2013. 四川汶川地震-滑坡-泥石流灾害链形成演化过程. 地质通报, 32(12): 1900-1910. https://www.cnki.com.cn/Article/CJFDTOTAL-ZQYD201312003.htm

周成虎, 王华, 王成善, 等, 2021. 大数据时代的地学知识图谱研究. 中国科学(地球科学), 51(7): 1070-1079. https://www.cnki.com.cn/Article/CJFDTOTAL-JDXK202107006.htm

Relative Articles

Supplements(0)

Cited By

Proportional views

Proportional views

通讯作者: 陈斌, bchen63@163.com

1.
沈阳化工大学材料科学与工程学院沈阳 110142

Figures(8) / Tables(8)

Get Citation

PDF

XML

Article views (3146) PDF downloads(346)

A Knowledge Graph Construction Method for Geohazard Chain for Disaster Emergency Response

doi: 10.3799/dqkx.2022.313

Abstract

References

Proportional views

Catalog

通讯作者: 陈斌, bchen63@163.com

Proportional views

Export File

Citation

Format

Content