Balancing efficiency and emissions through travel mode shifts: A multi-objective analysis from Beijing, China
• A multi-objective optimization framework to optimize travel mode splits of ODs. • The framework can both enhance travel efficiency and reduce carbon emissions. • Three policy scenarios are set up to consider the trade-off between two goals. • The optimization range is 11 %–43 %, saving up to 6 mins and 384.1 tCO 2 per trip. • The algorithm is robust under different distance intervals and emission factors. The transition towards climate-neutral mobility remains challenging for cities worldwide, particularly in balancing travel efficiency with emission reduction goals. This study develops a policy-oriented framework to optimize travel mode splits, demonstrating how behavioral adaptations can contribute to sustainable urban mobility without extensive infrastructure investments. Using Beijing as a case study, we formulate a multi-objective optimization model to identify optimal travel mode distributions between origin-destination pairs, considering both travel efficiency and carbon emissions. Our results reveal significant potential through strategic mode shifts: the optimization could reduce average travel time by up to 6.3 min while cutting carbon emissions by up to 384.1 tCO 2 per trip. The effectiveness varies across urban contexts, with optimization potential ranging from 11 % to 43 %, suggesting targeted policy interventions. Different scenarios, prioritizing either emission reduction or efficiency improvement, help identify high-priority areas for implementing mode shift strategies. Sensitivity analyses demonstrate the framework’s robustness across various contexts, including scenarios of vehicle electrification. These findings provide evidence-based support for policymakers to design targeted interventions that effectively influence travel behavior towards climate-neutral mobility.
Authors
- Zhou Huang (ORCID: https://orcid.org/0000-0002-1255-1913)
- Junnan Qi (ORCID: https://orcid.org/0000-0002-0285-9359)
- Jiangpeng Zheng
- Ganmin Yin (ORCID: https://orcid.org/0000-0002-4712-9077)
- Xiaolei Ma (ORCID: https://orcid.org/0000-0002-3841-5792)
- Shuliang Ren (ORCID: https://orcid.org/0000-0003-3776-3266)
- Xiaoqin Yan
- Yi Bao (ORCID: https://orcid.org/0000-0002-2175-2688)
- Man-Chung Tang (ORCID: https://orcid.org/0009-0004-1989-4822)
Publication Details
- Journal
- Transportation Research Part A Policy and Practice
- Published
- 2025-11-20
- DOI
- https://doi.org/10.1016/j.tra.2025.104782
- Primary Topic
- Vehicle emissions and performance
- Type
- article
- Field-Weighted Citation Impact
- 0.00