Automatic Extraction of Emergency Response Process Models From Chinese Plans

Emergency plans can be regarded as the effective guidance of hazard emergency responses, and they include the textual descriptions of emergency response processes in terms of natural language. In this paper, we propose an approach to automatically extract emergency response process models from Chine...

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Main Authors: Wenyan Guo, Qingtian Zeng, Hua Duan, Guiyuan Yuan, Weijian Ni, Cong Liu
Format: Article
Language:English
Published: IEEE 2018-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8544101/
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spelling doaj-4f570aa44ab040b3bc7a158d025506df2021-03-29T21:36:01ZengIEEEIEEE Access2169-35362018-01-016741047411910.1109/ACCESS.2018.28805158544101Automatic Extraction of Emergency Response Process Models From Chinese PlansWenyan Guo0https://orcid.org/0000-0002-1892-1313Qingtian Zeng1Hua Duan2Guiyuan Yuan3https://orcid.org/0000-0001-8814-6423Weijian Ni4Cong Liu5College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, ChinaCollege of Electronic, Communication and Physics, Shandong University of Science and Technology, Qingdao, ChinaCollege of Mathematics and System Science, Shandong University of Science and Technology, Qingdao, ChinaCollege of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, ChinaCollege of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, ChinaCollege of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, ChinaEmergency plans can be regarded as the effective guidance of hazard emergency responses, and they include the textual descriptions of emergency response processes in terms of natural language. In this paper, we propose an approach to automatically extract emergency response process models from Chinese emergency plans. First, the emergency plan is represented as a text tree according to its layout markups and sentence-sequential relations. Then, process model elements, including four-level response condition formulas, executive roles, response tasks, and flow relations, are identified by rule-based approaches. Finally, an emergency response process tree is generated from both the text tree and extracted process model elements, and is transformed to an emergency response process that is modeled as business process modeling notation. Extensive experiments on real-world emergency plans demonstrate that the proposed approach is capable of extracting emergency response process models that are highly consistent with both the manually extracted models and the textual plans.https://ieeexplore.ieee.org/document/8544101/Business process modeling notationemergency plansemergency response processesprocess model extraction
collection DOAJ
language English
format Article
sources DOAJ
author Wenyan Guo
Qingtian Zeng
Hua Duan
Guiyuan Yuan
Weijian Ni
Cong Liu
spellingShingle Wenyan Guo
Qingtian Zeng
Hua Duan
Guiyuan Yuan
Weijian Ni
Cong Liu
Automatic Extraction of Emergency Response Process Models From Chinese Plans
IEEE Access
Business process modeling notation
emergency plans
emergency response processes
process model extraction
author_facet Wenyan Guo
Qingtian Zeng
Hua Duan
Guiyuan Yuan
Weijian Ni
Cong Liu
author_sort Wenyan Guo
title Automatic Extraction of Emergency Response Process Models From Chinese Plans
title_short Automatic Extraction of Emergency Response Process Models From Chinese Plans
title_full Automatic Extraction of Emergency Response Process Models From Chinese Plans
title_fullStr Automatic Extraction of Emergency Response Process Models From Chinese Plans
title_full_unstemmed Automatic Extraction of Emergency Response Process Models From Chinese Plans
title_sort automatic extraction of emergency response process models from chinese plans
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2018-01-01
description Emergency plans can be regarded as the effective guidance of hazard emergency responses, and they include the textual descriptions of emergency response processes in terms of natural language. In this paper, we propose an approach to automatically extract emergency response process models from Chinese emergency plans. First, the emergency plan is represented as a text tree according to its layout markups and sentence-sequential relations. Then, process model elements, including four-level response condition formulas, executive roles, response tasks, and flow relations, are identified by rule-based approaches. Finally, an emergency response process tree is generated from both the text tree and extracted process model elements, and is transformed to an emergency response process that is modeled as business process modeling notation. Extensive experiments on real-world emergency plans demonstrate that the proposed approach is capable of extracting emergency response process models that are highly consistent with both the manually extracted models and the textual plans.
topic Business process modeling notation
emergency plans
emergency response processes
process model extraction
url https://ieeexplore.ieee.org/document/8544101/
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