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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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/ |
work_keys_str_mv |
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