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Natural disasters affect hundreds of millions of people worldwide every year. Early warning, humanitarian response and recovery mechanisms can be improved by using big data sources. Measuring the different dimensions of the impact of…

Computers and Society · Computer Science 2020-06-25 David Pastor-Escuredo , Yolanda Torres , Maria Martinez , Pedro J. Zufiria

Food waste represents a major challenge to global climate resilience, accounting for almost 10% of annual greenhouse gas emissions. The retail sector is a critical player, mediating product flows between producers and consumers, where…

Physics and Society · Physics 2026-02-24 Antonio Desiderio , Alessia Galdeman , Franziska Bauerlein , Sune Lehmann

Access to food assistance programs such as food pantries and food banks needs focus in order to mitigate food insecurity. Accessibility to the food assistance programs is impacted by demographics of the population and geography of the…

Applications · Statistics 2019-09-23 Rahul Srinivas Sucharitha , Seokcheon Lee

There is a limitation in the literature of data-driven analyses for the ex-post evaluation of community risk and resilience, particularly using features related to the performance of coupled human-infrastructure systems. To address this…

Computers and Society · Computer Science 2025-01-22 Xiangpeng Li , Ali Mostafavi

Location data obtained from smartphones is increasingly finding use cases in disaster risk management. Where traditionally, CDR has provided the predominant digital footprint for human mobility, GPS data now has immense potential in terms…

Accelerated sea level rise has resulted in recurrent flooding in coastal regions, increasingly impacting both transportation systems and local populations. Using the Hampton Roads region in Virginia as a case study, this study a. identifies…

Physics and Society · Physics 2024-02-14 Luwei Zeng , T. Donna Chen , John S. Miller , Faria Tuz Zahura , Jonathan L. Goodall

We present a latent characteristic in socio-spatial networks, hazard-exposure heterophily, to capture the extent to which populations with similar hazard exposure could assist each other through social ties. Heterophily is the tendency of…

Social and Information Networks · Computer Science 2023-06-26 Chia-Fu Liu , Ali Mostafavi

The energy sector in the United States is ever more vulnerable to extreme climatic hazards, leading to multiple hazard-induced and managed power outages. Utility companies reportedly prioritize the restoration of power systems based on the…

Physics and Society · Physics 2024-03-28 Natalie Coleman , Amir Esmalian , Cheng-Chun Lee , Eulises Gonzales , Pranik Koirala , Ali Mostafavi

Community resilience in the face of natural hazards relies on a community's potential to bounce back. A failure to integrate equity into resilience considerations results in unequal recovery and disproportionate impacts on vulnerable…

Machine Learning · Statistics 2022-02-08 Ali Nejat , Laura Solitare , Edward Pettitt , Hamed Mohsenian-Rad

Access to health care services is a critical determinant of population health and well-being. Measuring spatial accessibility to health services is essential for understanding health care distribution and addressing potential inequities. In…

Computers and Society · Computer Science 2024-03-12 Soheil Hashtarkhani , David L Schwartz , Arash Shaban-Nejad

This study presents a granular analysis of societal recovery from disasters at the individual level, focusing on the aftermath of Hurricane Harvey and Hurricane Ida. Societal recovery is defined as the restoration of the societal…

Physics and Society · Physics 2024-06-28 Natalie Coleman , Chenyue Liu , Ali Mostafavi

Recurrent flooding has increased rapidly in coastal regions due to sea level rise and climate change. A key metric for evaluating transportation system degradation is accessibility, yet the lack of temporally and spatially disaggregate data…

Physics and Society · Physics 2024-02-07 Luwei Zeng , T. Donna Chen , John S. Miller , Jonathan L. Goodall , Faria Tuz Zahura

Understanding food acquisition is crucial for developing strategies to combat food insecurity, a major public health concern. The emergence of large-scale mobile location data (typically exemplified by GPS data), which captures people's…

Computers and Society · Computer Science 2025-08-22 Duanya Lyu , Luyu Liu , Catherine Campbell , Yuxuan Zhang , Xiang Yan

Understanding sequential community recovery milestones is crucial for proactive recovery planning and monitoring. This study investigates these milestones related to population activities to examine their temporal interdependencies and…

Computational Engineering, Finance, and Science · Computer Science 2024-06-24 Flavia Ioana Patrascu , Ali Mostafavi

This paper explores the application of machine learning to enhance our understanding of water accessibility issues in underserved communities called Colonias located along the northern part of the United States - Mexico border. We analyzed…

The notion of the $x$-minute city is again popular in urban planning, but the practical implications of developing walkable neighborhoods have not been rigorously explored. What is the scale of the challenge that cities needing to retrofit…

Optimization and Control · Mathematics 2024-04-02 Drew Horton , Tom Logan , Daphne Skipper , Emily Speakman

Monitoring health resource disparities during public health crises is critical, yet traditional methods, like surveys, lack the requisite speed and spatial granularity. This study introduces a novel framework that leverages: 1) crowdsourced…

Computation and Language · Computer Science 2025-12-01 Zhaoqian Xue , Guanhong Liu , Chong Zhang , Kai Wei , Qingcheng Zeng , Songhua Hu , Wenyue Hua , Lizhou Fan , Yongfeng Zhang , Lingyao Li

Locational measures of accessibility are widely used in urban and transportation planning to understand the impact of the transportation system on influencing people's access to places. However, there is a considerable lack of measurement…

Econometrics · Economics 2024-04-09 Rajat Verma , Mithun Debnath , Shagun Mittal , Satish V. Ukkusuri

As Earth's climate changes, it is impacting disasters and extreme weather events across the planet. Record-breaking heat waves, drenching rainfalls, extreme wildfires, and widespread flooding during hurricanes are all becoming more frequent…

Artificial Intelligence · Computer Science 2026-05-07 Hao Li , Fabian Deuser , Wenping Yin , Steffen Knoblauch , Wufan Zhao , Filip Biljecki , Yong Xue , Wei Huang

Effective climate mitigation strategies in cities rely on understanding and mapping urban carbon footprints. One significant source of carbon is a product of lifestyle choices and travel behaviors of urban residents. Although previous…

Physics and Society · Physics 2023-09-15 Akhil Anil Rajput , Yuqin Jiang , Sanjay Nayak , Ali Mostafavi