Search Results - "Ukkusuri, Satish"
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Non-compulsory measures sufficiently reduced human mobility in Tokyo during the COVID-19 epidemic
Published in Scientific reports (22-10-2020)“…While large scale mobility data has become a popular tool to monitor the mobility patterns during the COVID-19 pandemic, the impacts of non-compulsory measures…”
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Estimation of real-driving emissions for buses fueled with liquefied natural gas based on gradient boosted regression trees
Published in The Science of the total environment (10-04-2019)“…Nowadays, more and more conventional diesel buses are being replaced by new-energy buses in many cities in China. Although new-energy buses are more…”
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A spatiotemporal deep learning approach for citywide short-term crash risk prediction with multi-source data
Published in Accident analysis and prevention (01-01-2019)“…•We propose a spatiotemporal deep learning architecture to predict the citywide short-term crash risk.•The proposed architecture can explore both the spatial…”
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Connecting urban transportation systems with the spread of infectious diseases: A Trans-SEIR modeling approach
Published in Transportation research. Part B: methodological (01-03-2021)“…•Developed the Trans-SEIR model to understand the transmission of infectious diseases through travel and activity contagion in urban areas.•Established…”
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On the Approximation of Cooperative Heterogeneous Multi-Agent Reinforcement Learning (MARL) using Mean Field Control (MFC)
Published 01-01-2022“…Journal of Machine Learning Research 23(129): 1-46, 2022 Mean field control (MFC) is an effective way to mitigate the curse of dimensionality of cooperative…”
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Effects of income inequality on evacuation, reentry and segregation after disasters
Published in Transportation research. Part D, Transport and environment (01-05-2020)“…[Display omitted] •Mobile phone data were used to analyze evacuation and reentry mobility patterns after Hurricane Irma.•The effects of income inequality on…”
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Location contexts of user check-ins to model urban geo life-style patterns
Published in PloS one (13-05-2015)“…Geo-location data from social media offers us information, in new ways, to understand people's attitudes and interests through their activity choices. In this…”
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Exploring cascading reliability of multi-modal public transit network based on complex networks
Published in Reliability engineering & system safety (01-05-2022)“…•A novel model to model, measure, and control cascading failures of multi-modal public transit network is proposed.•Three types of failure load dynamic…”
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Optimal charging facility location and capacity for electric vehicles considering route choice and charging time equilibrium
Published in Computers & operations research (01-01-2020)“…•Optimal allocation of charging facilities considering capacity.•Approximation approaches to characterize waiting time.•Equilibrium analysis of charging and…”
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Urban activity pattern classification using topic models from online geo-location data
Published in Transportation research. Part C, Emerging technologies (01-07-2014)“…•Geo-location data from social media has potential for activity-travel analysis.•Identifies the limitations of geo-location data for activity-based…”
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Towards safer streets: A framework for unveiling pedestrians' perceived road safety using street view imagery
Published in Accident analysis and prevention (01-02-2024)“…Road safety has become a global concern but its impact in low- and middle-income countries is widespread mainly due to lack of appropriate crash database…”
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Cooperating Graph Neural Networks With Deep Reinforcement Learning for Vaccine Prioritization
Published in IEEE journal of biomedical and health informatics (01-08-2024)“…This study explores the vaccine prioritization strategy to reduce the overall burden of the pandemic when the supply is limited. Existing vaccine distribution…”
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Spatiotemporal contact density explains the disparity of COVID-19 spread in urban neighborhoods
Published in Scientific reports (26-05-2021)“…The rapid early spread of COVID-19 in the US was experienced very differently by different socioeconomic groups and business industries. In this study, we…”
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A linear programming formulation for autonomous intersection control within a dynamic traffic assignment and connected vehicle environment
Published in Transportation research. Part C, Emerging technologies (01-06-2015)“…•Develops a linear programming formulation for autonomous intersection.•It also accounts for system optimal route choice behavior.•Intersection safety is…”
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Toward data-driven, dynamical complex systems approaches to disaster resilience
Published in Proceedings of the National Academy of Sciences - PNAS (22-02-2022)“…With rapid urbanization and increasing climate risks, enhancing the resilience of urban systems has never been more important. Despite the availability of…”
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Scalable reinforcement learning approaches for dynamic pricing in ride-hailing systems
Published in Transportation research. Part B: methodological (01-12-2023)Get full text
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Citywide Traffic Volume Estimation Using Trajectory Data
Published in IEEE transactions on knowledge and data engineering (01-02-2017)“…Traffic volume estimation at the city scale is an important problem useful to many transportation operations and urban applications. This paper proposes a…”
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Post-disaster recovery policy assessment of urban socio-physical systems
Published in Computers, environment and urban systems (01-12-2024)“…The post-disaster recovery system is composed of the complex interplay between physical and social infrastructures. Despite the rise of coupled physical and…”
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Online eco-routing for electric vehicles using combinatorial multi-armed bandit with estimated covariance
Published in Transportation research. Part D, Transport and environment (01-10-2022)“…Identifying energy-efficient routes in real-time has significant implications for the energy-optimal operations of electric vehicles (EVs). This study proposes…”
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Early warning of COVID-19 hotspots using human mobility and web search query data
Published in Computers, environment and urban systems (01-03-2022)“…COVID-19 has disrupted the global economy and well-being of people at an unprecedented scale and magnitude. To contain the disease, an effective early warning…”
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