Toward Zero-Carbon Urban Transitions with Health, Climate Resilience, and Equity Co-Benefits: Assessing Nexus Linkages
Getting to net-zero-carbon cities while advancing well-being (W), health (H), social equity
(E), and climate resilience (R)(referred to as the WHER outcomes) is critical for local and …
(E), and climate resilience (R)(referred to as the WHER outcomes) is critical for local and …
Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree
Urban vibrancy can facilitate human activities and social interactions, attract capital and
talent, enhance competitiveness and creativity, maintain resilience, and finally achieve a …
talent, enhance competitiveness and creativity, maintain resilience, and finally achieve a …
Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach
Active travel has environmental, social, and public health-related benefits. Researchers from
diverse domains have extensively studied built-environment associations with active travel …
diverse domains have extensively studied built-environment associations with active travel …
Elaborating non-linear associations and synergies of subway access and land uses with urban vitality in Shenzhen
J Yang, J Cao, Y Zhou - Transportation Research Part A: Policy and …, 2021 - Elsevier
Previous studies on the built environment and urban vitality often assume that they follow a
pre-defined (mostly linear in parameters) relationship, and few studies substantiate whether …
pre-defined (mostly linear in parameters) relationship, and few studies substantiate whether …
Nonlinear effect of accessibility on car ownership in Beijing: Pedestrian-scale neighborhood planning
Using a 2017 travel survey dataset and crawled heatmaps and point-of-interests (POIs) data
in Beijing, China, this study adopts a gradient boosting decision trees (GBDT) algorithm to …
in Beijing, China, this study adopts a gradient boosting decision trees (GBDT) algorithm to …
[HTML][HTML] Using explainable machine learning to understand how urban form shapes sustainable mobility
Municipalities are increasingly acknowledging the importance of urban form interventions
that can reduce intra-city car travel in achieving more sustainable cities. Current academic …
that can reduce intra-city car travel in achieving more sustainable cities. Current academic …
[HTML][HTML] Gender differences in active travel among older adults: Non-linear built environment insights
Y Yang, K Sasaki, L Cheng, X Liu - Transportation research part D: transport …, 2022 - Elsevier
Although many studies have revealed the relationship between the built environment and
active travel among older adults, limited studies offer insights into gender differences. Using …
active travel among older adults, limited studies offer insights into gender differences. Using …
Urban form and physical activity through transport: a review based on the d-variable framework
The potential to encourage physical activity through the use of active transport modes,
particularly walking and cycling, is of interest to public health and planning professionals …
particularly walking and cycling, is of interest to public health and planning professionals …
Urban planning in the 15-minute city: Revisited under sustainable and smart city developments until 2030
G Pozoukidou, M Angelidou - Smart Cities, 2022 - mdpi.com
The 15-minute-city concept represents an increasingly popular urban policymaking and
planning paradigm that seeks to shift attention to the neighborhood as a “place” rather …
planning paradigm that seeks to shift attention to the neighborhood as a “place” rather …
Using machine-learning models to understand nonlinear relationships between land use and travel
The number of machine learning applications to explore the complex relationship between
land use and travel behavior has proliferated during the past several years. This discussion …
land use and travel behavior has proliferated during the past several years. This discussion …