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Luyu Liu

Biographic Data

ID4426678
NAMELuyu Liu
GIVEN NAMESLuyu
FAMILY NAMELiu
SIGNATURELIU L
AFFILIATIONSAuburn University
ORCID0000-0002-6684-5570
VERIFIEDYes
TOTAL WORKS16
TOTAL CITATIONS16
AUTHOR COUNT16
EDITOR COUNT0
FIRST PUBLICATION YEAR2020
LATEST PUBLICATION YEAR2026
H-INDEX2
  • General Transit Feed Specification

    Open Access•Luyu Liu•CHAPTER•International Encyclopedia of…•2026

    This entry explores the history, structure, applications, and challenges of both the General Transit Feed Specification (GTFS) and GTFS Realtime (GTFS‐RT), and illustrates their impact on transit systems and their role in shaping future transportation analytics. The GTFS is the de facto open data standard for the representation, communication, and analysis of public transportation systems. As well as providing a foundation for trip planning, tran…

  • Covid‐19 Pandemic's Impacts on Passenger Transportation

    Open Access•Luyu Liu•CHAPTER•International Encyclopedia of…•2025

    The COVID‐19 pandemic is one of the most impactful public health crises in this century, which negatively impacted transportation systems from both the demand and supply side. In the short term, lockdowns and travel bans led to an unprecedented decline in mobility demand and large‐scale service cuts. Meanwhile, supply of mobility faced severe disruptions due to quarantine measures and manpower shortages. During the intermediate phase, transportat…

  • Accessibility derivative

    Open Access•Luyu Liu, Hubert J Miller et al.•ARTICLE•Environment and Planning B Urban…•2025

    Accessibility is one of the most essential objectives of public transit systems as the transit service’s useability and service quality. The accessibility of transit systems as a whole is well understood; however, it is still unclear how each route contributes to the system-wide accessibility. Meanwhile, with a higher risk of disruptions and more uncertainties from climate change and other disruptions, there is an urgent need to systematically st…

  • Measuring exposure to extreme heat in public transit systems

    Open Access•Luyu Liu, Xiaojiang Li et al.•ARTICLE•Journal of Transport Geography•2025•Cited by: 1

  • Using computer vision and street view images to assess bus stop amenities

    Open Access•Yilong Dai, Luyu Liu et al.•ARTICLE•Computers Environment and Urban…•2025•Cited by: 1•References: 16

  • Potentials and limitations of large-scale, individual-level mobile location data for food acquisition analysis

    Open Access•Donghao Lyu, Duanya Lyu et al.•ARTICLE•Health & Place•2025•References: 1

  • Evaluating accessibility benefits and ridership of bike-transit integration through a social equity lens

    Open Access•Luyu Liu, Jinhyung Lee et al.•ARTICLE•Computers Environment and Urban…•2024

  • The cost of climate change

    Open Access•Naser Ahmed, Jinhyung Lee et al.•ARTICLE•Computers Environment and Urban…•2024

    Public transit offers urban populations physical accessibility to resources and opportunities. However, at the same time, transit trips often expose users to extreme environmental conditions, such as extreme heat and cold since transit journeys usually include out-of-vehicle trip segments including walking and waiting. Such exposure can be considered as environmental health costs because exposure to weather extremes can lead to adverse health out…

  • Disparities in public transit accessibility and usage by people with mobility disabilities

    Open Access•Luyu Liu, Armita Kar et al.•ARTICLE•Journal of Transport Geography•2023•References: 4

  • Measuring the impacts of disruptions on public transit accessibility and reliability

    Open Access•Luyu Liu, Adam Porr et al.•ARTICLE•Journal of Transport Geography•2023•References: 5

  • Measuring the impacts of dockless micro-mobility services on public transit accessibility

    Open Access•Luyu Liu, Hubert J Miller•ARTICLE•Computers Environment and Urban…•2022

  • Comparison of Prevalence and Risk Factors of PTSS Between Chinese Patients With Depression and Non-depressed Controls During Covid-19 Outbreak

    Open Access•Min Peng, Xinran Song et al.•ARTICLE•Frontiers in Psychiatry•2022

    Background: COVID-19 pandemic is a traumatic event all over the world, and may lead to post-traumatic stress symptom (PTSS) in different population who are under the threat of novel corona virus. Therefore, the aim of our study was to compare the prevalence and risk factors of PTSS between Chinese patients with depression and non-depressed controls during the COVID-19 outbreak. Methods: 437 depressed patients and 2,940 non-depressed controls were…

  • Holocene precipitation changes in the Balikun basin based on high-resolution sporopollen quantitative reconstruction

    Open Access•Wensheng Zhang, Chengbang An et al.•ARTICLE•Quaternary International•2022

  • The impacts of the modifiable areal unit problem (Maup) on social equity analysis of public transit reliability

    Open Access•Reyhane Javanmard, Jinhyung Lee et al.•ARTICLE•Journal of Transport Geography•2022•Cited by: 12•References: 4

  • Measuring risk of missing transfers in public transit systems using high-resolution schedule and real-time bus location data

    Open Access•Luyu Liu, Hubert J Miller•ARTICLE•Urban Studies•2021•Cited by: 2•References: 20

    The emergence of urban Big Data creates new opportunities for a deeper understanding of transportation within cities, revealing patterns and dynamics that were previously hidden. Public transit agencies are collecting and publishing high-resolution schedule and real-time vehicle location data to help users schedule trips and navigate the system. We can use these data to generate new insights into public transit delays, a major source of user diss…

  • The impacts of Covid-19 pandemic on public transit demand in the United States

    Open Access•Luyu Liu, Hubert J Miller et al.•ARTICLE•PLoS ONE•2020

    The COVID-19 pandemic and related restrictions led to major transit demand decline for many public transit systems in the United States. This paper is a systematic analysis of the dynamics and dimensions of this unprecedented decline. Using transit demand data derived from a widely used transit navigation app, we fit logistic functions to model the decline in daily demand and derive key parameters: base value , the apparent minimal level of deman…

  • The impacts of the modifiable areal unit problem (Maup) on social equity analysis of public transit reliability

    Open Access•Reyhane Javanmard, Jinhyung Lee et al.•ARTICLE•Journal of Transport Geography•2022•Cited by: 12•References: 4

  • Measuring risk of missing transfers in public transit systems using high-resolution schedule and real-time bus location data

    Open Access•Luyu Liu, Hubert J Miller•ARTICLE•Urban Studies•2021•Cited by: 2•References: 20

    The emergence of urban Big Data creates new opportunities for a deeper understanding of transportation within cities, revealing patterns and dynamics that were previously hidden. Public transit agencies are collecting and publishing high-resolution schedule and real-time vehicle location data to help users schedule trips and navigate the system. We can use these data to generate new insights into public transit delays, a major source of user diss…

  • Measuring exposure to extreme heat in public transit systems

    Open Access•Luyu Liu, Xiaojiang Li et al.•ARTICLE•Journal of Transport Geography•2025•Cited by: 1

  • Using computer vision and street view images to assess bus stop amenities

    Open Access•Yilong Dai, Luyu Liu et al.•ARTICLE•Computers Environment and Urban…•2025•Cited by: 1•References: 16

  • The impacts of Covid-19 pandemic on public transit demand in the United States

    Open Access•Luyu Liu, Hubert J Miller et al.•ARTICLE•PLoS ONE•2020

    The COVID-19 pandemic and related restrictions led to major transit demand decline for many public transit systems in the United States. This paper is a systematic analysis of the dynamics and dimensions of this unprecedented decline. Using transit demand data derived from a widely used transit navigation app, we fit logistic functions to model the decline in daily demand and derive key parameters: base value , the apparent minimal level of deman…

  • Measuring risk of missing transfers in public transit systems using high-resolution schedule and real-time bus location data

    Open Access•Luyu Liu, Hubert J Miller•ARTICLE•Urban Studies•2021•Cited by: 2•References: 20

    The emergence of urban Big Data creates new opportunities for a deeper understanding of transportation within cities, revealing patterns and dynamics that were previously hidden. Public transit agencies are collecting and publishing high-resolution schedule and real-time vehicle location data to help users schedule trips and navigate the system. We can use these data to generate new insights into public transit delays, a major source of user diss…

  • Measuring the impacts of dockless micro-mobility services on public transit accessibility

    Open Access•Luyu Liu, Hubert J Miller•ARTICLE•Computers Environment and Urban…•2022

  • Comparison of Prevalence and Risk Factors of PTSS Between Chinese Patients With Depression and Non-depressed Controls During Covid-19 Outbreak

    Open Access•Min Peng, Xinran Song et al.•ARTICLE•Frontiers in Psychiatry•2022

    Background: COVID-19 pandemic is a traumatic event all over the world, and may lead to post-traumatic stress symptom (PTSS) in different population who are under the threat of novel corona virus. Therefore, the aim of our study was to compare the prevalence and risk factors of PTSS between Chinese patients with depression and non-depressed controls during the COVID-19 outbreak. Methods: 437 depressed patients and 2,940 non-depressed controls were…

  • Holocene precipitation changes in the Balikun basin based on high-resolution sporopollen quantitative reconstruction

    Open Access•Wensheng Zhang, Chengbang An et al.•ARTICLE•Quaternary International•2022

  • The impacts of the modifiable areal unit problem (Maup) on social equity analysis of public transit reliability

    Open Access•Reyhane Javanmard, Jinhyung Lee et al.•ARTICLE•Journal of Transport Geography•2022•Cited by: 12•References: 4

  • Disparities in public transit accessibility and usage by people with mobility disabilities

    Open Access•Luyu Liu, Armita Kar et al.•ARTICLE•Journal of Transport Geography•2023•References: 4

  • Measuring the impacts of disruptions on public transit accessibility and reliability

    Open Access•Luyu Liu, Adam Porr et al.•ARTICLE•Journal of Transport Geography•2023•References: 5

  • Evaluating accessibility benefits and ridership of bike-transit integration through a social equity lens

    Open Access•Luyu Liu, Jinhyung Lee et al.•ARTICLE•Computers Environment and Urban…•2024

  • The cost of climate change

    Open Access•Naser Ahmed, Jinhyung Lee et al.•ARTICLE•Computers Environment and Urban…•2024

    Public transit offers urban populations physical accessibility to resources and opportunities. However, at the same time, transit trips often expose users to extreme environmental conditions, such as extreme heat and cold since transit journeys usually include out-of-vehicle trip segments including walking and waiting. Such exposure can be considered as environmental health costs because exposure to weather extremes can lead to adverse health out…

  • Covid‐19 Pandemic's Impacts on Passenger Transportation

    Open Access•Luyu Liu•CHAPTER•International Encyclopedia of…•2025

    The COVID‐19 pandemic is one of the most impactful public health crises in this century, which negatively impacted transportation systems from both the demand and supply side. In the short term, lockdowns and travel bans led to an unprecedented decline in mobility demand and large‐scale service cuts. Meanwhile, supply of mobility faced severe disruptions due to quarantine measures and manpower shortages. During the intermediate phase, transportat…

  • Accessibility derivative

    Open Access•Luyu Liu, Hubert J Miller et al.•ARTICLE•Environment and Planning B Urban…•2025

    Accessibility is one of the most essential objectives of public transit systems as the transit service’s useability and service quality. The accessibility of transit systems as a whole is well understood; however, it is still unclear how each route contributes to the system-wide accessibility. Meanwhile, with a higher risk of disruptions and more uncertainties from climate change and other disruptions, there is an urgent need to systematically st…

  • Measuring exposure to extreme heat in public transit systems

    Open Access•Luyu Liu, Xiaojiang Li et al.•ARTICLE•Journal of Transport Geography•2025•Cited by: 1

  • Using computer vision and street view images to assess bus stop amenities

    Open Access•Yilong Dai, Luyu Liu et al.•ARTICLE•Computers Environment and Urban…•2025•Cited by: 1•References: 16

  • Potentials and limitations of large-scale, individual-level mobile location data for food acquisition analysis

    Open Access•Donghao Lyu, Duanya Lyu et al.•ARTICLE•Health & Place•2025•References: 1

  • General Transit Feed Specification

    Open Access•Luyu Liu•CHAPTER•International Encyclopedia of…•2026

    This entry explores the history, structure, applications, and challenges of both the General Transit Feed Specification (GTFS) and GTFS Realtime (GTFS‐RT), and illustrates their impact on transit systems and their role in shaping future transportation analytics. The GTFS is the de facto open data standard for the representation, communication, and analysis of public transportation systems. As well as providing a foundation for trip planning, tran…

Public transport (12 works) · Engineering (11 works) · Transport engineering (11 works) · Urban Transport and Accessibility (9 works) · Business (8 works) · Geography (8 works) · Computer Science (7 works) · Transportation Planning and Optimization (5 works) · Climate change (3 works) · Economics (3 works)

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