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Evacuation planning is an important and challenging element in emergency management due to the high level of uncertainty and numerous players and agencies involved in the event. To address all the factors with conflicting objectives,…

Optimization and Control · Mathematics 2018-02-19 Fardad Haghpanah , Hamid Foroughi

A classical problem in city-scale cyber-physical systems (CPS) is resource allocation under uncertainty. Typically, such problems are modeled as Markov (or semi-Markov) decision processes. While online, offline, and decentralized approaches…

Artificial Intelligence · Computer Science 2021-03-05 Geoffrey Pettet , Ayan Mukhopadhyay , Mykel Kochenderfer , Abhishek Dubey

Fire stations are among the most crucial emergency facilities in urban emergency control system in terms of their quick response to fires and other emergencies. Location plannings for fire stations have a significant influence on their…

Optimization and Control · Mathematics 2021-06-16 Xinghan Gong , Jun Liang , Yiping Zeng , Fanyu Meng , Simon Fong , Lili Yang

Resource allocation under uncertainty is a classical problem in city-scale cyber-physical systems. Consider emergency response as an example; urban planners and first responders optimize the location of ambulances to minimize expected…

Multiagent Systems · Computer Science 2021-12-22 Geoffrey Pettet , Ayan Mukhopadhyay , Mykel J. Kochenderfer , Abhishek Dubey

The spatial arrangement of taxi hotspots indicates their inherent distribution relationships, reflecting their spatial organization structure, and has received attention in urban studies. Previous studies have primarily explored large-scale…

Computers and Society · Computer Science 2025-01-09 Xiao-Jian Chen , Quanhua Dong , Changjiang Xiao , Zhou Huang , Keli Wang , Weiyu Zhang , Yu Liu

Timely evacuation is crucial to disaster response, as people can avoid suffering and loss of lives when a major disaster happens. With the development of sharing economy, ridesharing has the advantage of reducing congestion, saving travel…

Optimization and Control · Mathematics 2021-07-27 Lingyu Meng , Zhijie Sasha Dong

The problem of finding the optimal placement of emergency exits in an indoor environment to facilitate the rapid and orderly evacuation of crowds is addressed in this work. A cellular-automaton model is used to simulate the behavior of…

Neural and Evolutionary Computing · Computer Science 2024-05-29 Carlos Cotta , José E. Gallardo

This paper explores how to best identify clients for housing services based on their homeless shelter access patterns. We focus on counting the number of shelter stays and episodes of shelter use for a client within a time window.…

Computers and Society · Computer Science 2023-03-28 Geoffrey Guy Messier , Leslie Tutty , Caleb John

The New York City (NYC) youth shelter system provides housing, counseling, and other support services to runaway and homeless youth and young adults (RHY). These resources reduce RHYs vulnerability to human trafficking, yet most shelters…

In this study, we addressed the refugee crisis through two main models. For predicting the ultimate number of refugees, we first established a Logistic Regression Model, but due to the limited data points, its prediction accuracy was…

Computers and Society · Computer Science 2024-07-31 Yunfei Liu

This paper uses rule search techniques for the early identification of emergency homeless shelter clients who are at risk of becoming long term or chronic shelter users. Using a data set from a major North American shelter containing 12…

Computers and Society · Computer Science 2023-04-27 Caleb John , Geoffrey G. Messier

The growing homelessness crisis in the U.S. presents complex social, economic, and public health challenges, straining shelters, healthcare, and social services while limiting effective interventions. Traditional assessment methods struggle…

Computers and Society · Computer Science 2025-03-24 Julia Gersey , Rose Allegrette , Joshua Lian , Zawad Munshi , Aarti Phatke

The difficulty of getting medical treatment is one of major livelihood issues in China. Since patients lack prior knowledge about the spatial distribution and the capacity of hospitals, some hospitals have abnormally high or sporadic…

Social and Information Networks · Computer Science 2017-08-03 Hanqing Chao , Yuan Cao , Junping Zhang , Fen Xia , Ye Zhou , Hongming Shan

In this article, we propose a systematic approach for fire station location planning. We develop machine learning models, based on Random Forest and Extreme Gradient Boosting, for demand prediction and utilize the models further to define a…

Machine Learning · Computer Science 2022-02-22 Arnab Dey , Andrew Heger , Darin England

With the extension of China high-speed railway network, the number of railway stations is increasing. The challenge that railway companies are facing is how to reasonably plan the location of hot standby Electric Multiple Units (EMU) and…

Other Computer Science · Computer Science 2025-10-22 Boliang Lin , Zhenyu Wang , Yaoming Shen , Yufei Meng

In zone-based evacuation planning, the region to evacuate is divided into zones and each zone must be assigned a path to safety and departure times along the path. Zone-based evacuations are highly desirable in practice because they allow…

Optimization and Control · Mathematics 2020-03-25 Mohd. Hafiz Hasan , Pascal Van Hentenryck

The stairwell is the main path for emergency evacuation of people in super high-rise buildings, so revealing the movement characteristics in the stairwell based on experimental data is the basis for controlling the evacuation process of…

Physics and Society · Physics 2020-04-10 Fang Zhiming , Gao Huisheng , Huang Zhongyi , Ye Rui , Li Xiaolian , Xu Qingfeng , Xu Xingpeng , Huang Nan

Evacuee routing algorithms in emergency typically adopt one single criterion to compute desired paths and ignore the specific requirements of users caused by different physical strength, mobility and level of resistance to hazard. In this…

Other Computer Science · Computer Science 2015-01-23 Olumide J. Akinwande , Huibo Bi

School and College campuses face a perceived threat of violent crimes and require a realistic plan against unpredictable emergencies and disasters. Existing emergency systems (e.g., 911, campus-wide alerts) are quite useful, but provide…

Networking and Internet Architecture · Computer Science 2010-04-27 Gautam S. Thakur , Mukul Sharma , Ahmed Helmy

Efficient management of on-demand delivery systems is essential for modern urban logistics, especially in densely populated cities with complex spatial layouts. This study introduces a novel, computer-supported cooperative framework that…

Physics and Society · Physics 2025-04-22 Chengbo Zhang
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