[HTML][HTML] Crafting strong, integrated policy mixes for deep CO2 mitigation in road transport

J Axsen, P Plötz, M Wolinetz - Nature Climate Change, 2020 - nature.com
Transport CO2 emissions continue to grow globally despite advances in low-carbon
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 …

Threshold and moderating effects of land use on metro ridership in Shenzhen: Implications for TOD planning

Q Shao, W Zhang, X Cao, J Yang, J Yin - Journal of Transport Geography, 2020 - Elsevier
Although many studies investigate the association between land use and station ridership,
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

C Wu, Y Ye, F Gao, X Ye - Sustainable Cities and Society, 2023 - Elsevier
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 …

Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree

L Xiao, S Lo, J Liu, J Zhou, Q Li - Sustainable Cities and Society, 2021 - Elsevier
Urban vibrancy can facilitate human activities and social interactions, attract capital and
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

J Liu, B Wang, L Xiao - Journal of Transport Geography, 2021 - Elsevier
Active travel has environmental, social, and public health-related benefits. Researchers from
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 …

Nonlinear effect of accessibility on car ownership in Beijing: Pedestrian-scale neighborhood planning

W Zhang, Y Zhao, XJ Cao, D Lu, Y Chai - Transportation research part D …, 2020 - Elsevier
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 …

[HTML][HTML] Using explainable machine learning to understand how urban form shapes sustainable mobility

F Wagner, N Milojevic-Dupont, L Franken… - … Research Part D …, 2022 - Elsevier
Municipalities are increasingly acknowledging the importance of urban form interventions
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 …