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Hanlin Zhou

Biographic Data

ID3635669
NAMEHanlin Zhou
GIVEN NAMESHanlin
FAMILY NAMEZhou
SIGNATUREZHOU H
AFFILIATIONSUniversity of Connecticut
ORCID0000-0003-0334-5322
VERIFIEDYes
TOTAL WORKS26
TOTAL CITATIONS24
AUTHOR COUNT26
EDITOR COUNT0
FIRST PUBLICATION YEAR2020
LATEST PUBLICATION YEAR2026
H-INDEX4
  • Street characteristics and obesity: Evidence from Toronto and Greater Manchester using a scalable GeoAI framework

    Open Access•Wei Zheng, Wei id_orcid Zheng et al.•ARTICLE•Cities•2026

    Obesity is increasingly recognised as being shaped by the built environment, yet evidence remains incomplete regarding how eye-level street characteristics relate to obesity across different urban contexts. This study examines how street-level environmental characteristics are associated with obesity prevalence and whether these relationships differ across urban contexts. Using Greater Manchester (UK) and Toronto (Canada) as comparative case stud…

  • A hierarchical network approach for analyzing scale-dependent coupling among policy-relevant dimensions of disaster governance

    Open Access•Zhang Chen, Hanlin Zhou•ARTICLE•Computers Environment and Urban…•2026

  • Casted: Calibrated anomaly-based spatial-temporal event detection framework for anomaly detection in resilience curves

    Open Access•Zhang Chen, Hanlin Zhou•ARTICLE•Computers Environment and Urban…•2026

  • Linking Streetscape Atmosphere with Social Vulnerability and Community Resilience

    Zhang Chen, Hanlin Zhou et al.•ARTICLE•Annals of the American…•2026

    Social vulnerability and community resilience are essential frameworks for disaster risk management. Environmental perception quality also affects disaster outcomes by shaping social capital and postdisaster psychological recovery. As existing research seldom examines how perception quality is associated with the resilience–vulnerability system, however, practitioners cannot determine whether and how perception quality might interact with resilie…

  • Investigating the relationship between psychological stress and physical activity through individual-based geographic ecological momentary assessment

    Open Access•Haoxuan Ge, Jue Wang et al.•ARTICLE•Social Science & Medicine•2026

    Physical Activity (PA) is known to buffer stress, yet evidence remains limited when examining real-time stress responses alongside objective measures of activity and environmental exposures in daily life. To address the gap, this study employs a Geographic Ecological Momentary Assessment (GEMA) framework that integrates accelerometer, GPS tracking, and survey data. The primary objective of this study is to assess the association between self-repo…

  • Examining the Microlevel Impact of Medical Marijuana Legalization on Drug-Related Calls for Service

    Lin Liu, Zihan Su et al.•ARTICLE•Annals of the American…•2026•References: 69

    Marijuana is the most widely used illicit drug in the United States. The recent legalization of marijuana has shifted public opinion, which might affect how people report drug-related activities. Whereas some studies have investigated the issue at the city or larger scales, few have focused on a microlevel within a city. This study examined the spatiotemporal distribution of drug-related calls at the street segment level in Cincinnati, Ohio, from…

  • Associating the Visual Built Environment with Active Transport: An Analytical Approach Using Integrated Individual Behavior Data and Street Imagery

    Hanlin Zhou, Jue Wang et al.•ARTICLE•Annals of the American…•2026•References: 106

    Active transport (AT) is a crucial source of health-enhancing physical activity (PA), and the visual built environment (VBE) can significantly influence people’s AT decisions. Street view imagery (SVI) has become widely used for large-scale measurement of the VBE. Previous SVI research, however, has often either focused on residential neighborhoods instead of actual travel routes or has focused on travel modes while neglecting the PA intensity in…

  • From alleys to arterial streets: Unpacking the influence of diverse street types and associated business on urban theft patterns

    Open Access•Debao Chen, Lin Liu et al.•ARTICLE•Applied Geography•2025

  • The impact of changing ambient population composition on crime during Covid-19 lockdowns

    Open Access•Xin Gu, Lin Liu et al.•ARTICLE•Applied Geography•2025

    Governments around the world implemented social distancing measures and lockdowns to limit people's movement and stem the spread of the global COVID-19 pandemic. These restrictions have changed the ambient population and altered its racial composition. By analyzing trips between census block groups using data from SafeGraph, we calculate the ambient population and infer its racial makeup during pre-lockdown, lockdown, early-post lockdown, and lat…

  • Spatial Variations of the Broken Emotion Conjecture

    Open Access•Minxuan Lan, Lin Liu et al.•ARTICLE•Social Science Computer Review•2025•References: 19

    Crime is not randomly distributed but tends to occur in specific spatial clusters. The literature has published many theories to explain its underlying causes. In recent years, scholars have increasingly leveraged social media big data to enrich our understanding of crime. Among these efforts is the Broken Emotion Conjecture, which offers a novel perspective on the connection between crime and emotion. However, how this connection varies among cr…

  • Assessing the impact of modern streetcar on street robbery at street segment level: A longitudinal comparison in Cincinnati, OH

    Open Access•Lin Liu, Xin Gu et al.•ARTICLE•Habitat International•2025•References: 61

  • Capturing the spatial arrangement of POIs in crime modeling

    Open Access•Lin Liu, Xin Gu et al.•ARTICLE•Computers Environment and Urban…•2025•References: 69

  • Examining the relationship between active transport and exposure to streetscape diversity during travel: A study using GPS data and street view imagery

    Open Access•Hanlin Zhou, Jue Wang et al.•ARTICLE•Computers Environment and Urban…•2024

    Active transport (AT)—physical activity (PA) during travel—can promote human health. Among built environment factors related to travel research, design refers to the street network features encouraging AT. The advent of street view images (SVIs) presents the potential to measure design during travel by capturing the eye-level built environments. Benefited by SVIs, this study innovatively introduces streetscape diversity—the interconnection of str…

  • Are villages in the city and segregation associated with crime in Chinese cities? An assessment of burglary in ZG city using satellite images and big data

    Open Access•Chong Xu, Xinyu Zhang et al.•ARTICLE•Cities•2024•Cited by: 1•References: 83

  • A Multiscale Assessment of the Impact of Perceived Safety from Street View Imagery on Street Crime

    Hanlin Zhou, Lin Liu et al.•ARTICLE•Annals of the American…•2024•Cited by: 5•References: 90

    Perceived safety of the built environment—a cognitive assessment different from emotional fear of crime—might affect the number of potential crime victims in an area and thus affect crime opportunities. The perceived safety derived from street view imagery has propelled scholars to examine its relationship with crime. The literature, however, has not addressed the related geographic scale variability issue; that is, the choice of the geographic a…

  • Measuring perceived racial heterogeneity and its impact on crime: An ambient population-based approach

    Open Access•Xin Gu, Lin Liu et al.•ARTICLE•Cities•2023•Cited by: 4•References: 85

  • Investigating the association between the socioeconomic environment of the service area and fast food visitation: A context-based crystal growth approach

    Open Access•Hanlin Zhou, Gyoorie Kim et al.•ARTICLE•Health & Place•2022•Cited by: 1•References: 5

  • Are Crime and Collective Emotion Interrelated? A “Broken Emotion” Conjecture from Community Twitter Posts

    Open Access•Minxuan Lan, Lin Liu et al.•ARTICLE•Social Science Computer Review•2022•Cited by: 2•References: 20

    A neighborhood’s social cohesion, referring to the emotional and social connection of people within it, tends to have an influential impact on its crime level. Traditional approaches to measuring social cohesion and collective efficacy are mostly interviews and surveys, which are usually costly in time, money, and other resources. Big social media data provides us with a new and cost-effective source of such information. We believe the combinatio…

  • Agglomerative Effects of Crime Attractors and Generators on Street Robbery? An Assessment by Luojia 1-01 Satellite Nightlight

    Lin Liu, Hanlin Zhou et al.•ARTICLE•Annals of the American…•2022•Cited by: 3•References: 56

    Scholars have long confirmed the agglomerative effect in retail geography. The colocation of multiple shops would encourage customers to make multiple stops in a single shopping trip. Does the agglomerative effect exist in illegal activities such as crime? What is a viable measurement of the colocation of facilities that attract or generate crime? These questions have never been explicitly addressed in crime geography. Numerous studies explain cr…

  • Using Google Street View imagery to capture micro built environment characteristics in drug places, compared with street robbery

    Open Access•Hanlin Zhou, Lin Liu et al.•ARTICLE•Computers Environment and Urban…•2021

  • Chemical composition and anti-inflammatory activity of n-butanol extract of Piper sarmentosum Roxb. In the intestinal porcine epithelial cells (Ipec-J2)

    Open Access•Dingfa Wang, Luli Zhou et al.•ARTICLE•Journal of Ethnopharmacology•2021

  • Assessing the Impact of Street-View Greenery on Fear of Neighborhood Crime in Guangzhou, China

    Open Access•Fengrui Jing, Lin Liu et al.•ARTICLE•International Journal of…•2021

    Previous literature has examined the relationship between the amount of green space and perceived safety in urban areas, but little is known about the effect of street-view neighborhood greenery on perceived neighborhood safety. Using a deep learning approach, we derived greenery from a massive set of street view images in central Guangzhou. We further tested the relationships and mechanisms between street-view greenery and fear of crime in the n…

  • Burglaries and entry controls in gated communities

    Open Access•Zengli Wang, Lin Liu et al.•ARTICLE•Urban Studies•2021•Cited by: 4•References: 38

    This article examines whether different levels of entry controls impact burglary rates in gated communities. It differs from the previous studies that only distinguish gated communities from non-gated communities but ignore important variation in different levels of entry controls. A sample of 698 gated communities in a large Chinese city are selected for this study. A negative binomial regression model estimates the relationships between entry c…

  • The Spatial Heterogeneity of Factors of Drug Dealing: A Case Study from ZG, China

    Open Access•Jianguo Chen, Lin Liu et al.•ARTICLE•ISPRS International Journal of…•2020

    Drug addiction and drug-related crime caused by drug dealing are serious problems for many countries. Such problems have gained urgency in China during recent years. However, there has been no research on the relationship between drug dealing and associated factors and its variation over space at a fine scale, such as the police station management area (PSMA), in China. Based on a seven-year data set obtained in ZG city, China, a geographically w…

  • Linking Luojia 1-01 nightlight imagery to urban crime

    Open Access•Lin Liu, Hanlin Zhou et al.•ARTICLE•Applied Geography•2020

Next
  • A Multiscale Assessment of the Impact of Perceived Safety from Street View Imagery on Street Crime

    Hanlin Zhou, Lin Liu et al.•ARTICLE•Annals of the American…•2024•Cited by: 5•References: 90

    Perceived safety of the built environment—a cognitive assessment different from emotional fear of crime—might affect the number of potential crime victims in an area and thus affect crime opportunities. The perceived safety derived from street view imagery has propelled scholars to examine its relationship with crime. The literature, however, has not addressed the related geographic scale variability issue; that is, the choice of the geographic a…

  • Measuring perceived racial heterogeneity and its impact on crime: An ambient population-based approach

    Open Access•Xin Gu, Lin Liu et al.•ARTICLE•Cities•2023•Cited by: 4•References: 85

  • Burglaries and entry controls in gated communities

    Open Access•Zengli Wang, Lin Liu et al.•ARTICLE•Urban Studies•2021•Cited by: 4•References: 38

    This article examines whether different levels of entry controls impact burglary rates in gated communities. It differs from the previous studies that only distinguish gated communities from non-gated communities but ignore important variation in different levels of entry controls. A sample of 698 gated communities in a large Chinese city are selected for this study. A negative binomial regression model estimates the relationships between entry c…

  • Assessing the Intraday Variation of the Spillover Effect of Tweets-Derived Ambient Population on Crime

    Open Access•Lin Liu, Minxuan Lan et al.•ARTICLE•Social Science Computer Review•2020•Cited by: 4•References: 9

    The spatial pattern of geotagged tweets reflects the dynamic distribution of the ambient population during day and night as a result of people’s routine activities. A few studies have assessed the impact of tweets-derived ambient population on crime and the spillover effect of such impact at different spatial and temporal scales. However, none has revealed the intraday variation of such spillover effect. This study analyzes both the direct and sp…

  • Agglomerative Effects of Crime Attractors and Generators on Street Robbery? An Assessment by Luojia 1-01 Satellite Nightlight

    Lin Liu, Hanlin Zhou et al.•ARTICLE•Annals of the American…•2022•Cited by: 3•References: 56

    Scholars have long confirmed the agglomerative effect in retail geography. The colocation of multiple shops would encourage customers to make multiple stops in a single shopping trip. Does the agglomerative effect exist in illegal activities such as crime? What is a viable measurement of the colocation of facilities that attract or generate crime? These questions have never been explicitly addressed in crime geography. Numerous studies explain cr…

  • Are Crime and Collective Emotion Interrelated? A “Broken Emotion” Conjecture from Community Twitter Posts

    Open Access•Minxuan Lan, Lin Liu et al.•ARTICLE•Social Science Computer Review•2022•Cited by: 2•References: 20

    A neighborhood’s social cohesion, referring to the emotional and social connection of people within it, tends to have an influential impact on its crime level. Traditional approaches to measuring social cohesion and collective efficacy are mostly interviews and surveys, which are usually costly in time, money, and other resources. Big social media data provides us with a new and cost-effective source of such information. We believe the combinatio…

  • Are villages in the city and segregation associated with crime in Chinese cities? An assessment of burglary in ZG city using satellite images and big data

    Open Access•Chong Xu, Xinyu Zhang et al.•ARTICLE•Cities•2024•Cited by: 1•References: 83

  • Investigating the association between the socioeconomic environment of the service area and fast food visitation: A context-based crystal growth approach

    Open Access•Hanlin Zhou, Gyoorie Kim et al.•ARTICLE•Health & Place•2022•Cited by: 1•References: 5

  • The Spatial Heterogeneity of Factors of Drug Dealing: A Case Study from ZG, China

    Open Access•Jianguo Chen, Lin Liu et al.•ARTICLE•ISPRS International Journal of…•2020

    Drug addiction and drug-related crime caused by drug dealing are serious problems for many countries. Such problems have gained urgency in China during recent years. However, there has been no research on the relationship between drug dealing and associated factors and its variation over space at a fine scale, such as the police station management area (PSMA), in China. Based on a seven-year data set obtained in ZG city, China, a geographically w…

  • Linking Luojia 1-01 nightlight imagery to urban crime

    Open Access•Lin Liu, Hanlin Zhou et al.•ARTICLE•Applied Geography•2020

  • Assessing the Intraday Variation of the Spillover Effect of Tweets-Derived Ambient Population on Crime

    Open Access•Lin Liu, Minxuan Lan et al.•ARTICLE•Social Science Computer Review•2020•Cited by: 4•References: 9

    The spatial pattern of geotagged tweets reflects the dynamic distribution of the ambient population during day and night as a result of people’s routine activities. A few studies have assessed the impact of tweets-derived ambient population on crime and the spillover effect of such impact at different spatial and temporal scales. However, none has revealed the intraday variation of such spillover effect. This study analyzes both the direct and sp…

  • Using Google Street View imagery to capture micro built environment characteristics in drug places, compared with street robbery

    Open Access•Hanlin Zhou, Lin Liu et al.•ARTICLE•Computers Environment and Urban…•2021

  • Chemical composition and anti-inflammatory activity of n-butanol extract of Piper sarmentosum Roxb. In the intestinal porcine epithelial cells (Ipec-J2)

    Open Access•Dingfa Wang, Luli Zhou et al.•ARTICLE•Journal of Ethnopharmacology•2021

  • Assessing the Impact of Street-View Greenery on Fear of Neighborhood Crime in Guangzhou, China

    Open Access•Fengrui Jing, Lin Liu et al.•ARTICLE•International Journal of…•2021

    Previous literature has examined the relationship between the amount of green space and perceived safety in urban areas, but little is known about the effect of street-view neighborhood greenery on perceived neighborhood safety. Using a deep learning approach, we derived greenery from a massive set of street view images in central Guangzhou. We further tested the relationships and mechanisms between street-view greenery and fear of crime in the n…

  • Burglaries and entry controls in gated communities

    Open Access•Zengli Wang, Lin Liu et al.•ARTICLE•Urban Studies•2021•Cited by: 4•References: 38

    This article examines whether different levels of entry controls impact burglary rates in gated communities. It differs from the previous studies that only distinguish gated communities from non-gated communities but ignore important variation in different levels of entry controls. A sample of 698 gated communities in a large Chinese city are selected for this study. A negative binomial regression model estimates the relationships between entry c…

  • Investigating the association between the socioeconomic environment of the service area and fast food visitation: A context-based crystal growth approach

    Open Access•Hanlin Zhou, Gyoorie Kim et al.•ARTICLE•Health & Place•2022•Cited by: 1•References: 5

  • Are Crime and Collective Emotion Interrelated? A “Broken Emotion” Conjecture from Community Twitter Posts

    Open Access•Minxuan Lan, Lin Liu et al.•ARTICLE•Social Science Computer Review•2022•Cited by: 2•References: 20

    A neighborhood’s social cohesion, referring to the emotional and social connection of people within it, tends to have an influential impact on its crime level. Traditional approaches to measuring social cohesion and collective efficacy are mostly interviews and surveys, which are usually costly in time, money, and other resources. Big social media data provides us with a new and cost-effective source of such information. We believe the combinatio…

  • Agglomerative Effects of Crime Attractors and Generators on Street Robbery? An Assessment by Luojia 1-01 Satellite Nightlight

    Lin Liu, Hanlin Zhou et al.•ARTICLE•Annals of the American…•2022•Cited by: 3•References: 56

    Scholars have long confirmed the agglomerative effect in retail geography. The colocation of multiple shops would encourage customers to make multiple stops in a single shopping trip. Does the agglomerative effect exist in illegal activities such as crime? What is a viable measurement of the colocation of facilities that attract or generate crime? These questions have never been explicitly addressed in crime geography. Numerous studies explain cr…

  • Measuring perceived racial heterogeneity and its impact on crime: An ambient population-based approach

    Open Access•Xin Gu, Lin Liu et al.•ARTICLE•Cities•2023•Cited by: 4•References: 85

  • Examining the relationship between active transport and exposure to streetscape diversity during travel: A study using GPS data and street view imagery

    Open Access•Hanlin Zhou, Jue Wang et al.•ARTICLE•Computers Environment and Urban…•2024

    Active transport (AT)—physical activity (PA) during travel—can promote human health. Among built environment factors related to travel research, design refers to the street network features encouraging AT. The advent of street view images (SVIs) presents the potential to measure design during travel by capturing the eye-level built environments. Benefited by SVIs, this study innovatively introduces streetscape diversity—the interconnection of str…

  • Are villages in the city and segregation associated with crime in Chinese cities? An assessment of burglary in ZG city using satellite images and big data

    Open Access•Chong Xu, Xinyu Zhang et al.•ARTICLE•Cities•2024•Cited by: 1•References: 83

  • A Multiscale Assessment of the Impact of Perceived Safety from Street View Imagery on Street Crime

    Hanlin Zhou, Lin Liu et al.•ARTICLE•Annals of the American…•2024•Cited by: 5•References: 90

    Perceived safety of the built environment—a cognitive assessment different from emotional fear of crime—might affect the number of potential crime victims in an area and thus affect crime opportunities. The perceived safety derived from street view imagery has propelled scholars to examine its relationship with crime. The literature, however, has not addressed the related geographic scale variability issue; that is, the choice of the geographic a…

  • From alleys to arterial streets: Unpacking the influence of diverse street types and associated business on urban theft patterns

    Open Access•Debao Chen, Lin Liu et al.•ARTICLE•Applied Geography•2025

  • The impact of changing ambient population composition on crime during Covid-19 lockdowns

    Open Access•Xin Gu, Lin Liu et al.•ARTICLE•Applied Geography•2025

    Governments around the world implemented social distancing measures and lockdowns to limit people's movement and stem the spread of the global COVID-19 pandemic. These restrictions have changed the ambient population and altered its racial composition. By analyzing trips between census block groups using data from SafeGraph, we calculate the ambient population and infer its racial makeup during pre-lockdown, lockdown, early-post lockdown, and lat…

  • Spatial Variations of the Broken Emotion Conjecture

    Open Access•Minxuan Lan, Lin Liu et al.•ARTICLE•Social Science Computer Review•2025•References: 19

    Crime is not randomly distributed but tends to occur in specific spatial clusters. The literature has published many theories to explain its underlying causes. In recent years, scholars have increasingly leveraged social media big data to enrich our understanding of crime. Among these efforts is the Broken Emotion Conjecture, which offers a novel perspective on the connection between crime and emotion. However, how this connection varies among cr…

  • Assessing the impact of modern streetcar on street robbery at street segment level: A longitudinal comparison in Cincinnati, OH

    Open Access•Lin Liu, Xin Gu et al.•ARTICLE•Habitat International•2025•References: 61

  • Capturing the spatial arrangement of POIs in crime modeling

    Open Access•Lin Liu, Xin Gu et al.•ARTICLE•Computers Environment and Urban…•2025•References: 69

  • Street characteristics and obesity: Evidence from Toronto and Greater Manchester using a scalable GeoAI framework

    Open Access•Wei Zheng, Wei id_orcid Zheng et al.•ARTICLE•Cities•2026

    Obesity is increasingly recognised as being shaped by the built environment, yet evidence remains incomplete regarding how eye-level street characteristics relate to obesity across different urban contexts. This study examines how street-level environmental characteristics are associated with obesity prevalence and whether these relationships differ across urban contexts. Using Greater Manchester (UK) and Toronto (Canada) as comparative case stud…

  • A hierarchical network approach for analyzing scale-dependent coupling among policy-relevant dimensions of disaster governance

    Open Access•Zhang Chen, Hanlin Zhou•ARTICLE•Computers Environment and Urban…•2026

  • Casted: Calibrated anomaly-based spatial-temporal event detection framework for anomaly detection in resilience curves

    Open Access•Zhang Chen, Hanlin Zhou•ARTICLE•Computers Environment and Urban…•2026

  • Linking Streetscape Atmosphere with Social Vulnerability and Community Resilience

    Zhang Chen, Hanlin Zhou et al.•ARTICLE•Annals of the American…•2026

    Social vulnerability and community resilience are essential frameworks for disaster risk management. Environmental perception quality also affects disaster outcomes by shaping social capital and postdisaster psychological recovery. As existing research seldom examines how perception quality is associated with the resilience–vulnerability system, however, practitioners cannot determine whether and how perception quality might interact with resilie…

  • Investigating the relationship between psychological stress and physical activity through individual-based geographic ecological momentary assessment

    Open Access•Haoxuan Ge, Jue Wang et al.•ARTICLE•Social Science & Medicine•2026

    Physical Activity (PA) is known to buffer stress, yet evidence remains limited when examining real-time stress responses alongside objective measures of activity and environmental exposures in daily life. To address the gap, this study employs a Geographic Ecological Momentary Assessment (GEMA) framework that integrates accelerometer, GPS tracking, and survey data. The primary objective of this study is to assess the association between self-repo…

  • Examining the Microlevel Impact of Medical Marijuana Legalization on Drug-Related Calls for Service

    Lin Liu, Zihan Su et al.•ARTICLE•Annals of the American…•2026•References: 69

    Marijuana is the most widely used illicit drug in the United States. The recent legalization of marijuana has shifted public opinion, which might affect how people report drug-related activities. Whereas some studies have investigated the issue at the city or larger scales, few have focused on a microlevel within a city. This study examined the spatiotemporal distribution of drug-related calls at the street segment level in Cincinnati, Ohio, from…

Geography (16 works) · Crime Patterns and Interventions (15 works) · Sociology (11 works) · Computer Science (8 works) · Criminology (7 works) · Mathematics (7 works) · Population (7 works) · Demography (6 works) · Medicine (6 works) · Psychology (6 works)

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