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Modeling and analysis of forest fire air-ground coordination emergency rescue process based on SPN
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Xinyao Guo1, Jiayi Li1, Yuansheng Wang2
Fire Science and Technology | 2026, 45(5) : 143 - 148
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Fire Science and Technology | 2026, 45(5): 143-148
• Forest fire control •
Modeling and analysis of forest fire air-ground coordination emergency rescue process based on SPN
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Xinyao Guo1, Jiayi Li1, Yuansheng Wang2
Affiliations
  • 1School of Civil Aviation, Zhengzhou University of Aeronautics, Zhengzhou Henan 450046, China
  • 2School of Ecology and Environment, North China University of Water Resources and Electric Power, Zhengzhou Henan 450046, China
Published: 2026-05-15 doi: 10.20168/j.1009-0029.2026.05.0143.06
Outline
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To enhance the efficiency of air-ground coordinated emergency rescue in forest fires and identify the critical links in the rescue process, this study draws on the emergency rescue workflows for unconventional emergencies to design a forest fire air-ground coordination rescue process integrating both "aerial firefighting" and "ground firefighting". Taking the 2018 "4·6" forest fire rescue operation in Yiyuan County, Shandong Province as a case study, a simulation analysis of the efficiency and key links of the air-ground coordination rescue system was conducted based on the Stochastic Petri Net (SPN) model. The key issues constraining rescue efficiency are explored, their underlying causes are analyzed, and the interaction mechanisms among critical links in the rescue process are revealed in the study. The results indicate that fire mop-up, bucket operations for fire suppression, and the approval of rescue aircraft requests have high transition utilization rates, making them the key constraints on rescue efficiency. Bucket operations and fire mop-up exhibit greater sensitivity to overall rescue time, while the aircraft request approval process can further enhance the efficiency of these two links. The findings provide decision-making support for emergency management authorities in formulating air-ground coordinated rescue processes for forest fire response.

forest fire  /  air-ground coordination emergency rescue  /  rescue efficiency  /  rescue processes  /  SPN
郭昕曜, 李嘉毅, 王远声. 基于SPN的森林火灾空地联动应急救援流程建模分析. 消防科学与技术, 2026 , 45 (5) : 143 -148 . DOI: 10.20168/j.1009-0029.2026.05.0143.06
Xinyao Guo, Jiayi Li, Yuansheng Wang. Modeling and analysis of forest fire air-ground coordination emergency rescue process based on SPN[J]. Fire Science and Technology, 2026 , 45 (5) : 143 -148 . DOI: 10.20168/j.1009-0029.2026.05.0143.06
Year 2026 volume 45 Issue 5
9
4
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Article Info
doi: 10.20168/j.1009-0029.2026.05.0143.06
  • Receive Date:2025-02-27
  • Online Date:2026-10-22
  • Published:2026-05-15
Article Data
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History
  • Received:2025-02-27
  • Revised:2025-05-06
Affiliations
    1School of Civil Aviation, Zhengzhou University of Aeronautics, Zhengzhou Henan 450046, China
    2School of Ecology and Environment, North China University of Water Resources and Electric Power, Zhengzhou Henan 450046, China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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