|
|
Research on the Situational Awareness of a Major Emergency under Incomplete Information |
Zhang Haitao1,2,3, Zhou Honglei1, Li Jiawei1, Zhang Xinrui1 |
1.School of Management, Jilin University, Changchun 130022 2.Research Center of Information Resources of Jilin University, Changchun 130022 3.Institute of National Development and Security Studies, Jilin University, Changchun 130022 |
|
|
Abstract Major emergencies pose a great threat to national security and social stability, and incomplete information pertaining to emergencies hinders incident management and control. In this scenario, situational awareness is of great significance for strengthening national security barriers and effectively responding to various risks and challenges. This study first analyzes the three incomplete information states of major emergencies and builds a situational awareness model based on the two-way drive of data and knowledge, aiming to improve situational awareness from the perspective of event evolution. Among them, knowledge-driven refers to the situational awareness model that uses the event logic graph as a methodology to support major emergencies and provides support for subsequent reasoning and prediction by mining the logical relationship and evolution path between events. Data-driven refers to constructing a dynamic mechanism for the evolution of major emergencies based on the logic of event evolution, and judging such evolution and its derived risks to assist in implementing decision-making for major emergencies. Finally, this article considers a drought event as an example to conduct an empirical study to verify the feasibility of its logical ideas and models.
|
Received: 23 June 2021
|
|
|
|
1 朱力. 突发事件的概念、要素与类型[J]. 南京社会科学, 2007(11): 81-88. 2 范维澄, 刘奕, 翁文国. 公共安全科技的“三角形”框架与“4+1”方法学[J]. 科技导报, 2009, 27(6): 3. 3 林雪. 应急响应中的“决策失灵”[J]. 南京社会科学, 2020(11): 78-84. 4 Ding X, Li Z Y, Liu T, et al. ELG: an event logic graph[OL]. (2019-08-07). https://arxiv.org/pdf/1907.08015v2.pdf. 5 李纲, 叶光辉. 网络视角下的应急情报体系“智慧”建设主题探讨[J]. 情报理论与实践, 2014, 37(8): 51-55. 6 Li Z Y, Ding X, Liu T. Constructing narrative event evolutionary graph for script event prediction[C]// Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence. International Joint Conferences on Artificial Intelligence Organization, 2018: 4201-4207. 7 王军平, 张文生, 王勇飞, 等. 面向大数据领域的事理认知图谱构建与推断分析[J]. 中国科学: 信息科学, 2020, 50(7): 988-1002. 8 周京艳, 刘如, 李佳娱, 等. 情报事理图谱的概念界定与价值分析[J]. 情报杂志, 2018, 37(5): 31-36, 42. 9 于强, 徐志栋, 时斌, 等. 基于事理知识图谱的舆情推演方法[J]. 计算机系统应用, 2021, 30(4): 25-31. 10 Endsley M R. Toward a theory of situation awareness in dynamic systems[J]. Human Factors, 1995, 37(1): 32-64. 11 林宏宇. 国际安全态势感知指数解析(1995—2015)[J]. 国际安全研究, 2016, 34(6): 90-106, 144-145. 12 杨峰, 张月琴, 姚乐野. 基于情景相似度的突发事件情报感知实现方法[J]. 情报学报, 2019, 38(5): 525-533. 13 徐绪堪, 李一铭. 基于情景相似度的突发事件多粒度响应模型研究[J]. 情报科学, 2021, 39(2): 18-23, 43. 14 Turoff M, Chumer M, Van de Walle B, et al. The design of a dynamic emergency response management information system (DERMIS)[J]. Journal of Information Technology Theory and Application, 2004, 5(4): Article 3. 15 Lorenz E N. Deterministic nonperiodic flow[J]. Journal of the Atmospheric Sciences, 1963, 20(2): 130-141. 16 梅拉妮·米歇尔. 复杂[M]. 唐璐, 译. 长沙: 湖南科学技术出版社, 2018: 34-119. 17 张岩. 非常规突发事件态势演化和调控机制研究[D]. 合肥: 中国科学技术大学, 2011. 18 吴彤. 非线性动力学混沌理论方法及其意义[J]. 清华大学学报(哲学社会科学版), 2000, 15(3): 72-79. 19 陈映芳. 秩序与混沌: 转型论再考[J]. 北京大学学报(哲学社会科学版), 2020, 57(2): 76-86. 20 唐巍, 李殿璞, 陈学允. 混沌理论及其应用研究[J]. 电力系统自动化, 2000, 24(7): 67-70. 21 陈海涛, 邱林, 王文川, 等. 基于信息扩散和混沌理论的西安市玉米生育期旱涝特征[J]. 地理学报, 2020, 75(9): 1893-1906. 22 张海涛, 周红磊, 张鑫蕊, 等. 情报智慧赋能: 重大突发事件的态势感知[J]. 情报科学, 2020, 38(9): 9-13, 22. 23 Cui Y M, Che W X, Liu T, et al. Revisiting pre-trained models for Chinese natural language processing[C]// Proceedings of the 2020 Conference on Findings of the Association for Computational Linguistics: EMNLP 2020. Stroudsburg: Association for Computational Linguistics, 2020: 657-668. 24 唐晓波, 刘志源. 金融领域文本序列标注与实体关系联合抽取研究[J]. 情报科学, 2021, 39(5): 3-11. 25 栾宇, 滕广青, 安宁, 等. 基于特征分解的知识网络结构关系提取[J]. 图书情报工作, 2019, 63(7): 96-104. 26 朱力, 韩勇, 乔晓征, 等. 我国重大突发事件解析[M]. 南京: 南京大学出版社, 2009: 4-69. 27 R?ssler O E. An equation for continuous chaos[J]. Physics Letters A, 1976, 57(5): 397-398. |
|
|
|