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Uncovering driving factors and spatiotemporal patterns of urban passenger car CO2 emissions: A case study in Hangzhou, China

Author

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  • Zhu, Bing
  • Hu, Simon
  • Chen, Xiqun (Michael)
  • Roncoli, Claudio
  • Lee, Der-Horng

Abstract

While passenger cars offer the convenience of door-to-door travel, they are responsible for a substantial share of urban traffic-related carbon emissions, accounting for 44% of the global transport sector's emissions in 2022. Existing studies have not adequately identified the driving factors and spatiotemporal patterns of Passenger car CO2 Emissions (PCEs). To fill this gap, a comprehensive analytical framework for analysing PCE, encompassing several key components, has been developed. First, the PCE is estimated at a fine-grained level by utilising million-scale GPS trajectory data. Secondly, road network and urban functional features are extracted based on multi-source data, examining their nonlinear impacts on PCE. The driving factors of PCE during peak and off-peak periods are identified based on interpretable factor analysis. Finally, latent space clustering techniques are applied to reveal the spatiotemporal patterns of PCE, verified by significance tests. The effectiveness of this framework is demonstrated via a case study in Hangzhou, China. Notably, during peak hours, the driving factors of PCE are the road network's closeness centrality, service-related Points of Interest (POI) density, and trunk road density. In addition, five distinctive PCE patterns are identified. These findings facilitate the development of targeted and differentiated passenger car traffic management strategies, promoting carbon emission reduction in the transport sector.

Suggested Citation

  • Zhu, Bing & Hu, Simon & Chen, Xiqun (Michael) & Roncoli, Claudio & Lee, Der-Horng, 2024. "Uncovering driving factors and spatiotemporal patterns of urban passenger car CO2 emissions: A case study in Hangzhou, China," Applied Energy, Elsevier, vol. 375(C).
    • Handle: RePEc:eee:appene:v:375:y:2024:i:c:s0306261924014776
    DOI: 10.1016/j.apenergy.2024.124094
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    as
    1. Zizhen Xu & Shauhrat S. Chopra, 2023. "Interconnectedness enhances network resilience of multimodal public transportation systems for Safe-to-Fail urban mobility," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    2. Shang, Wen-Long & Chen, Yishui & Yu, Qing & Song, Xuewang & Chen, Yanyan & Ma, Xiaolei & Chen, Xiqun & Tan, Zhijia & Huang, Jianling & Ochieng, Washington, 2023. "Spatio-temporal analysis of carbon footprints for urban public transport systems based on smart card data," Applied Energy, Elsevier, vol. 352(C).
    3. Wu, Jishi & Jia, Peng & Feng, Tao & Li, Haijiang & Kuang, Haibo & Zhang, Junyi, 2023. "Uncovering the spatiotemporal impacts of built environment on traffic carbon emissions using multi-source big data," Land Use Policy, Elsevier, vol. 129(C).
    4. Matteo Böhm & Mirco Nanni & Luca Pappalardo, 2022. "Gross polluters and vehicle emissions reduction," Nature Sustainability, Nature, vol. 5(8), pages 699-707, August.
    5. Simone Speizer & Jay Fuhrman & Laura Aldrete Lopez & Mel George & Page Kyle & Seth Monteith & Haewon McJeon, 2024. "Integrated assessment modeling of a zero-emissions global transportation sector," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    6. Liu, Jianmiao & Li, Junyi & Chen, Yong & Lian, Song & Zeng, Jiaqi & Geng, Maosi & Zheng, Sijing & Dong, Yinan & He, Yan & Huang, Pei & Zhao, Zhijian & Yan, Xiaoyu & Hu, Qinru & Wang, Lei & Yang, Di & , 2023. "Multi-scale urban passenger transportation CO2 emission calculation platform for smart mobility management," Applied Energy, Elsevier, vol. 331(C).
    7. Nuri C. Onat & Jafar Mandouri & Murat Kucukvar & Burak Sen & Saddam A. Abbasi & Wael Alhajyaseen & Adeeb A. Kutty & Rateb Jabbar & Marcello Contestabile & Abdel Magid Hamouda, 2023. "Rebound effects undermine carbon footprint reduction potential of autonomous electric vehicles," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    8. Ma, Jie & Xu, Mengmeng & Jiang, Jiehui, 2023. "Mapping high-resolution urban road carbon and pollutant emissions using travel demand data," Energy, Elsevier, vol. 263(PE).
    9. Aljoša Slameršak & Giorgos Kallis & Daniel W. O’Neill, 2022. "Energy requirements and carbon emissions for a low-carbon energy transition," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    10. Boeing, Geoff, 2017. "OSMnx: New Methods for Acquiring, Constructing, Analyzing, and Visualizing Complex Street Networks," SocArXiv q86sd, Center for Open Science.
    11. Lisa Winkler & Drew Pearce & Jenny Nelson & Oytun Babacan, 2023. "The effect of sustainable mobility transition policies on cumulative urban transport emissions and energy demand," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    12. Timothy M. Lenton & Chi Xu & Jesse F. Abrams & Ashish Ghadiali & Sina Loriani & Boris Sakschewski & Caroline Zimm & Kristie L. Ebi & Robert R. Dunn & Jens-Christian Svenning & Marten Scheffer, 2023. "Quantifying the human cost of global warming," Nature Sustainability, Nature, vol. 6(10), pages 1237-1247, October.
    13. Matthew J. Gidden & Thomas Gasser & Giacomo Grassi & Nicklas Forsell & Iris Janssens & William F. Lamb & Jan Minx & Zebedee Nicholls & Jan Steinhauser & Keywan Riahi, 2023. "Aligning climate scenarios to emissions inventories shifts global benchmarks," Nature, Nature, vol. 624(7990), pages 102-108, December.
    14. Cui, Xuezhu & Zhuang, Caigang & Jiao, Zhenzhi & Tan, Zhangzhi & Li, Shaoying, 2023. "How can urban built environment (BE) influence on-road (OR) carbon emissions? A road segment scale quantification based on massive vehicle trajectory big data," Journal of Transport Geography, Elsevier, vol. 111(C).
    15. Christopher Hoehne & Matteo Muratori & Paige Jadun & Brian Bush & Arthur Yip & Catherine Ledna & Laura Vimmerstedt & Kara Podkaminer & Ookie Ma, 2023. "Exploring decarbonization pathways for USA passenger and freight mobility," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    16. Charlotte Liotta & Vincent Viguié & Felix Creutzig, 2023. "Environmental and welfare gains via urban transport policy portfolios across 120 cities," Post-Print hal-04445981, HAL.
    17. Charlotte Liotta & Vincent Viguié & Felix Creutzig, 2023. "Environmental and welfare gains via urban transport policy portfolios across 120 cities," Nature Sustainability, Nature, vol. 6(9), pages 1067-1076, September.
    Full references (including those not matched with items on IDEAS)

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