[HTML][HTML] Crafting strong, integrated policy mixes for deep CO2 mitigation in road transport
Transport CO2 emissions continue to grow globally despite advances in low-carbon
technology and goal setting by numerous governments. In this Perspective, we summarize …
technology and goal setting by numerous governments. In this Perspective, we summarize …
Machine learning for geographically differentiated climate change mitigation in urban areas
N Milojevic-Dupont, F Creutzig - Sustainable Cities and Society, 2021 - Elsevier
Artificial intelligence and machine learning are transforming scientific disciplines, but their
full potential for climate change mitigation remains elusive. Here, we conduct a systematic …
full potential for climate change mitigation remains elusive. Here, we conduct a systematic …
Threshold and moderating effects of land use on metro ridership in Shenzhen: Implications for TOD planning
Although many studies investigate the association between land use and station ridership,
few examine their nonlinear and moderating relationships. Using metro smartcard data in …
few examine their nonlinear and moderating relationships. Using metro smartcard data in …
Using street view images to examine the association between human perceptions of locale and urban vitality in Shenzhen, China
There is a high correlation between the physical environment, human perception, and urban
vitality. However, fine-scale variations in urban vitality are complex, and human perceptions …
vitality. However, fine-scale variations in urban vitality are complex, and human perceptions …
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 …
Examining the relationship between built environment and metro ridership at station-to-station level
Z Gan, M Yang, T Feng, HJP Timmermans - Transportation Research Part …, 2020 - Elsevier
Very few studies have examined the impact of built environment on urban rail transit
ridership at the station-to-station (origin-destination) level. Moreover, most direct ridership …
ridership at the station-to-station (origin-destination) level. Moreover, most direct ridership …