The DOI matches its Crossref record; 33 of the 33 references it cites were found in a registry or an index.
Mode choice, substitution patterns and environmental impacts of shared and personal micro-mobility
Open accessAbstract
Shared micro-mobility services are rapidly expanding yet little is known about travel behaviour. Understanding mode choice, in particular, is quintessential for incorporating micro-mobility into transport simulations in order to enable effective transport planning. We contribute by collecting a large dataset with matching GPS tracks, booking data and survey data for more than 500 travellers, and by estimating a first choice model between eight transport modes, including shared e-scooters, shared e-bikes, personal e-scooters and personal e-bikes. We find that trip distance, precipitation and access distance are fundamental to micro-mobility mode choice. Substitution patterns reveal that personal e-scooters and e-bikes emit less CO2 than the transport modes they replace, while shared e-scooters and e-bikes emit more CO2 than the transport modes they replace. Our results enable researchers and planners to test the effectiveness of policy interventions through transport simulations. Service providers can use our findings on access distances to optimize vehicle repositioning.
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Cites
Mixed MNL models for discrete response
McFadden, D., & Train, K. (2000) · Journal of Applied Econometrics · doi:10.1002/1099-1255(200009/10)15:5<447::aid-jae570>3.0.co;2-1 · Cited by 4,322
The Mixed Logit model: The state of practice
Hensher, D. A., & Greene, W. H. (2003) · Transportation · doi:10.1023/a:1022558715350 · Cited by 2,047
Ortúzar, J. D. D., & Willumsen, L. G. (2011) · doi:10.1002/9781119993308 · Cited by 1,220
The Multi-Agent Transport Simulation MATSim
Axhausen, K. W., & Zürich, E. (2016) · Ubiquity Press eBooks · doi:10.5334/baw · Cited by 1,060
Self-citationHess, S., & Palma, D. (2019) · Journal of Choice Modelling · doi:10.1016/j.jocm.2019.100170 · Cited by 953
Bikeshare: A Review of Recent Literature
Fishman, E. (2016) · Transport Reviews · doi:10.1080/01441647.2015.1033036 · Cited by 875
Bike Share: A Synthesis of the Literature
Fishman, E., Washington, S., & Haworth, N. (2013) · Transport Reviews · doi:10.1080/01441647.2013.775612 · Cited by 707
El-Assi, W., Salah Mahmoud, M., & Nurul Habib, K. (2017) · Transportation · doi:10.1007/s11116-015-9669-z · Cited by 569
Factors influencing the choice of shared bicycles and shared electric bikes in Beijing
Campbell, A. A., Cherry, C. R., Ryerson, M. S., & Yang, X. (2016) · Transportation Research Part C: Emerging Technologies · doi:10.1016/j.trc.2016.03.004 · Cited by 486
Bike sharing: A review of evidence on impacts and processes of implementation and operation
Ricci, M. (2015) · Research in Transportation Business & Management · doi:10.1016/j.rtbm.2015.03.003 · Cited by 468
Cited by
Life cycle assessment of shared electric bicycle on greenhouse gas emissions in China
Zhu, Z., & Lu, C. (2023) · Science of The Total Environment · doi:10.1016/j.scitotenv.2022.160546 · Cited by 39
Metadata
- Authors
- Reck, D. J., Martin, H., & Axhausen, K. W.
- Venue
- Transportation Research Part D: Transport and Environment
- Publisher
- Elsevier BV
- Published
- 2022-01
- Volume
- 102
- Pages
- 103134
- ISSN
- 1361-9209 (ISSN-L)
- OpenAlex
- W4226028809
- Cited by
- 253
- References
- 33
- FWCI
- 10.18
- Type
- journal article
- Language
- en
- Open access
- hybrid
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