Dynamic scenario deduction analysis for hazardous chemical accident based on CNN‐LSTM model with attention mechanism

G Chen, X Ding, X Gao, X Li, L Zhou… - The Canadian Journal of … - Wiley Online Library
The evolution of hazardous chemical accidents (HCAs) is characterized by uncertainty and
complexity. It is challenging for decision‐makers to expeditiously adapt emergency …

[HTML][HTML] Development to emergency evacuation decision making in hazardous materials incidents using machine learning

C Phark, S Kim, S Jung - Processes, 2022 - mdpi.com
Chemical accidents are the biggest factor that hinders the development of the chemical
industry. Issuing an emergency evacuation order is one of effective ways to reduce human …

A machine learning approach to analyze natural hazards accidents scenarios

AJN Akel, J Hovstad, M Ruth, S Parmeggiani… - Chemical Engineering …, 2022 - cetjournal.it
Climate change has contributed to an increasing frequency and severity of natural hazards
accidents over recent years, and the increasing trend is expected to continue and escalate …

[HTML][HTML] Threat and Risk Analysis-Based Neural Network for a Chemical Explosion (TRANCE) model to predict hazards in petroleum refinery

LR Gabhane, NR Kanidarapu - Toxics, 2023 - mdpi.com
Risk analysis and prediction is a primary monitoring strategy to identify abnormal events
occurring in chemical processes. The accidental release of toxic gases may result in severe …

[HTML][HTML] Scenario-based marine oil spill emergency response using hybrid deep reinforcement learning and case-based reasoning

K Huang, W Nie, N Luo - Applied Sciences, 2020 - mdpi.com
Case-based reasoning (CBR) systems often provide a basis for decision makers to make
management decisions in disaster prevention and emergency response. For decades, many …

Scenario deduction on fire accidents for oil–gas storage and transportation based on case statistics and a dynamic bayesian network

C Yuan, S Ma, Y Hu, Y Zhang, T Zuo - Journal of hazardous, toxic …, 2020 - ascelibrary.org
In order to solve the problem of unclear evolution paths after oil–gas storage and
transportation accidents, which lead to a lack of targeted accident emergency, delayed …

[HTML][HTML] A Brain-inspired dynamic environmental emergency response framework for sudden water pollution accidents

Y Zhao, Y Pan, W Wang, L Guo - Water, 2021 - mdpi.com
Sudden water pollution accidents happen frequently in China, and the number of treated
accidents is low, due to the slow response speed. In addition, there is a lack of decision …

[HTML][HTML] Risk analysis of chemical plant explosion accidents based on Bayesian network

R Zhu, X Li, X Hu, D Hu - Sustainability, 2019 - mdpi.com
Many chemical plant explosion accidents occur along with the development of the chemical
industry. Meanwhile, the interaction and influence of various factors significantly increase …

Research on the influence of emergency rescue information importance on emergency decisions

W Jiang, J Zhou, S Ma, Z Wu, X Cui… - … of Contingencies and …, 2024 - Wiley Online Library
Emergency rescue information is a significant factor affecting emergency decisions in the
accident process, and determining the content and importance of this information can greatly …

Emergency decision-making model of environmental emergencies based on case-based reasoning method

D Wang, K Wan, W Ma - Journal of environmental management, 2020 - Elsevier
Environmental emergencies are characterized by high uncertainty, complex evolution, and
potential for serious damage, thus posing enormous pressure and difficulties to the …