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Recent Hurricane Irma (2017) created the most extensive scale of evacuation in Florida's history, involving about 6.5 million people on mandatory evacuation order and 4 million evacuation vehicles. To understand the hurricane evacuation…

物理与社会 · 物理学 2018-07-31 Kairui Feng , Ning Lin

Hurricane evacuation, ordered to save lives of people of coastal regions, generates high traffic demand with increased crash risk. To mitigate such risk, transportation agencies need to anticipate highway locations with high crash risks to…

机器学习 · 统计学 2023-06-16 Zaheen E Muktadi Syed , Samiul Hasan

Hurricanes are causing unprecedented damage to the natural environment, infrastructure, and communities. Understanding evacuation behavior is essential for improving emergency preparedness. Past studies have relied on surveys and…

应用统计 · 统计学 2026-04-17 Alessandra Recalde , Luyu Liu , Xiaojian Zhang , Sangung Park , Shangkun Jiang , Xilei Zhao

Traffic prediction during hurricane evacuation is essential for optimizing the use of transportation infrastructures. It can reduce evacuation time by providing information on future congestion in advance. However, evacuation traffic…

机器学习 · 计算机科学 2023-11-17 Md Mobasshir Rashid , Rezaur Rahman , Samiul Hasan

This study presents a framework for assessing urban critical infrastructure resilience during extreme events, such as hurricanes. The approach combines GIS and network analysis with open remote sensing data of the aftermath, vector data on…

物理与社会 · 物理学 2024-12-19 Pavel O. Kiparisov , Viktor V. Lagutov

Hurricanes are costly natural disasters periodically faced by households in coastal and to some extent, inland areas. A detailed understanding of evacuation behavior is fundamental to the development of efficient emergency plans. Once a…

应用统计 · 统计学 2018-11-27 Hemant Gehlot , Arif Mohaimin Sadri , Satish V. Ukkusuri

Understanding individuals' behavior during hurricane evacuation is of paramount importance for local, state, and government agencies hoping to be prepared for natural disasters. Complexities involved with human decision-making procedures…

机器学习 · 计算机科学 2021-02-26 Aref Darzi , Vanessa Frias-Martinez , Sepehr Ghader , Hannah Younes , Lei Zhang

The mobility of residents and their access to essential services can be highly affected by transportation network closures that occur during and after coastal hazard events. Few studies have used geographic information systems coupled with…

计算机与社会 · 计算机科学 2020-06-02 Georgios P. Balomenos , Yujie Hu , Jamie E. Padgett , Kyle Shelton

This study presents an agent-based model (ABM) developed to simulate the resilience of a community to hurricane-induced infrastructure disruptions, focusing on the interdependencies between electric power and transportation networks. In…

计算工程、金融与科学 · 计算机科学 2025-05-06 Tasnuba Binte Jamal , Samiul Hasan , Omar I. Abdul-Aziz , Pallab Mozumder , Rounak Meyur

Hurricane evacuation has become a major problem for the coastal residents of the United States. Devastating hurricanes have threatened the lives and infrastructure of coastal communities and caused billions of dollars in damage. There is a…

物理与社会 · 物理学 2023-11-14 Zaheen E Muktadi Syed , Samiul Hasan

This paper introduces a probabilistic framework to quantify community vulnerability towards power losses due to extreme weather events. To analyze the impact of weather events on the power grid, the wind fields of historical hurricanes from…

系统与控制 · 电气工程与系统科学 2023-11-28 Abodh Poudyal , Shishir Lamichhane , Charlotte Wertz , Sajjad Uddin Mahmud , Anamika Dubey

During and after disasters, highways provide vital routes for emergency services, relief efforts, and evacuation activities. Thus, a timely and reliable assessment of disaster impacts on highways is critical for decision-makers to quickly…

社会与信息网络 · 计算机科学 2019-09-10 Yudi Chen , Qi Wang , Wenying Ji

Hurricane Ian is the deadliest and costliest hurricane in Florida's history, with 2.5 million people ordered to evacuate. As we witness increasingly severe hurricanes in the context of climate change, mobile device location data offers an…

计算工程、金融与科学 · 计算机科学 2024-07-23 Luyu Liu , Xiaojian Zhang , Shangkun Jiang , Xilei Zhao

Accurate traffic prediction is vital for effective traffic management during hurricane evacuation. This paper proposes a predictive modeling system that integrates Multilayer Perceptron (MLP) and Long-Short Term Memory (LSTM) models to…

机器学习 · 计算机科学 2024-06-19 Qinhua Jiang , Brian Yueshuai He , Changju Lee , Jiaqi Ma

Hurricanes cause significant economic and human costs, requiring individuals to make critical evacuation decisions under uncertainty and stress. To enhance the understanding of this decision-making process, we propose using Bayesian…

人工智能 · 计算机科学 2024-10-01 Hui Sophie Wang , Nutchanon Yongsatianchot , Stacy Marsella

For an approaching disaster, the tracking of time-sensitive critical information such as hurricane evacuation notices is challenging in the United States. These notices are issued and distributed rapidly by numerous local authorities that…

信息检索 · 计算机科学 2024-01-17 Tingting Zhao , Shubo Tian , Jordan Daly , Melissa Geiger , Minna Jia , Jinfeng Zhang

Power outages caused by extreme weather events, such as hurricanes, can significantly disrupt essential services and delay recovery efforts, underscoring the importance of enhancing our infrastructure's resilience. This study investigates…

信息检索 · 计算机科学 2024-07-16 Avishek Bose , Sangkeun Lee , Narayan Bhusal , Supriya Chinthavali

Improving hurricane preparedness is essential to reduce hurricane impacts. Inherent in traditional methods for quantifying and monitoring hurricane preparedness are significant lags. This study establishes a methodological framework to…

计算机与社会 · 计算机科学 2022-03-22 Bo Li , Ali Mostafavi

Floods affected more than 2 billion people worldwide from 1998 to 2017 and their occurrence is expected to increase due to climate warming, population growth and rapid urbanization. Recent approaches for understanding the resilience of…

物理与社会 · 物理学 2022-02-03 Simone Loreti , Enrico Ser-Giacomi , Andreas Zischg , Margreth Keiler , Marc Barthelemy

Natural hazards cause disruptions in access to critical facilities, such as grocery stores, impeding residents ability to prepare for and cope with hardships during the disaster and recovery; however, disrupted access to critical facilities…

物理与社会 · 物理学 2022-10-25 Amir Esmalian , Natalie Coleman , Faxi Yuan , Xin Xiao , Ali Mostafavi
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