Envisioning the Future of Mobility: A Well-Being-Oriented Approach
Abstract
:1. Introduction
2. Literature Review
3. Data and Methods
3.1. Data
3.2. Methods
4. Results
5. Link between Mobility and Well-Being
5.1. Physical Well-Being
5.2. Mental and Psychological Well-Being
5.3. Financial Well-Being
5.4. Capability and Social Well-Being (Relational Dimension)
6. Discussion
6.1. Vehicle
6.2. Infrastructure and Environment
6.3. Mobility Stakeholders
6.4. Policy
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Ryff, C.D. Happiness is everything, or is it? Explorations on the meaning of psychological well-being. J. Personal. Soc. Psychol. 1989, 57, 1069–1081. [Google Scholar] [CrossRef]
- Waterman, A.S. Two conceptions of happiness: Contrasts of personal expressiveness (eudaimonia) and hedonic enjoyment. J. Pers. Soc. Psychol. 1993, 64, 678–691. [Google Scholar] [CrossRef]
- Diener, E.; Suh, E.; Oishi, S. Recent findings on subjective well-being. Indian J. Clin. Psychol. 1997, 24, 25–41. [Google Scholar]
- Steptoe, A.; Deaton, A.; Stone, A.A. Subjective wellbeing, health, and ageing. Lancet 2015, 385, 640–648. [Google Scholar] [CrossRef] [PubMed]
- Keyes, C.L.M. The Mental Health Continuum: From Languishing to Flourishing in Life. J. Health Soc. Behav. 2002, 43, 207–222. [Google Scholar] [CrossRef]
- Keyes, C.L.M. Mental Illness and/or Mental Health? Investigating Axioms of the Complete State Model of Health. J. Consult. Clin. Psychol. 2005, 73, 539–548. [Google Scholar] [CrossRef]
- Seligman, M.E.P. Flourish: A Visionary New Understanding of Happiness and Well-Being; Free Press: New York, NY, USA, 2011. [Google Scholar]
- Dodge, R.; Daly, A.P.; Huyton, J.; Sanders, L.D. The challenge of defining wellbeing. Int. J. Wellbeing 2012, 2, 222–235. [Google Scholar] [CrossRef]
- Lambert, L.; Lomas, T.; van de Weijer, M.P.; Passmore, H.A.; Joshanloo, M.; Harter, J.; Ishikawa, Y.; Lai, A.; Kitagawa, T.; Chen, D.; et al. Towards a greater global understanding of wellbeing: A proposal for a more inclusive measure. Int. J. Wellbeing 2020, 10, 1–18. [Google Scholar] [CrossRef]
- Western, M.; Tomaszewski, W. Subjective Wellbeing, Objective Wellbeing and Inequality in Australia. PLoS ONE 2016, 11, e0163345. [Google Scholar] [CrossRef]
- Netemeyer, R.G.; Warmath, D.; Fernandes, D.; Lynch, J.G. How Am I Doing? Perceived Financial Well-Being, Its Potential Antecedents, and Its Relation to Overall Well-Being. J. Consum. Res. 2018, 45, 68–89. [Google Scholar] [CrossRef]
- Zöldy, M.; Baranyi, P. The Cognitive Mobility Concept. Infocommunications J. 2023, 15, 35–40. [Google Scholar] [CrossRef]
- Norum, R. Mobility. In Anthropology; Oxford University Press: Oxford, UK, 2020. [Google Scholar] [CrossRef]
- Webber, S.C.; Porter, M.M.; Menec, V.H. Mobility in Older Adults: A Comprehensive Framework. Gerontol. 2010, 50, 443–450. [Google Scholar] [CrossRef]
- Kaufmann, V. Mobility as a Tool for Sociology. Sociologica 2014, 8. [Google Scholar] [CrossRef]
- Ravulaparthy, S.; Yoon, S.Y.; Goulias, K.G. Linking Elderly Transport Mobility and Subjective Well-Being: A Multivariate Latent Modeling Approach. Transp. Res. Rec. 2013, 2382, 28–36. [Google Scholar] [CrossRef]
- Vella-Brodrick, D.A.; Stanley, J. The significance of transport mobility in predicting well-being. Transp. Policy 2013, 29, 236–242. [Google Scholar] [CrossRef]
- Tirachini, A.; Chaniotakis, E.; Abouelela, M.; Antoniou, C. The sustainability of shared mobility: Can a platform for shared rides reduce motorized traffic in cities? Transp. Res. Part C Emerg. Technol. 2020, 117, 102707. [Google Scholar] [CrossRef]
- Hunter, J.G.; Ulwelling, E.; Konishi, M.; Michelini, N.; Modali, A.; Mendoza, A.; Snyder, J.; Mehrotra, S.; Zheng, Z.; Kumar, A.R.; et al. The future of mobility-as-a-service: Trust transfer across automated mobilities, from road to sidewalk. Front. Psychol. 2023, 14, 1129583. [Google Scholar] [CrossRef]
- Popova, Y. Relations between Wellbeing and Transport Infrastructure of the Country. Procedia Eng. 2017, 178, 579–588. [Google Scholar] [CrossRef]
- Millonig, A.; Haustein, S. Human factors of digitalized mobility forms and services. Eur. Transp. Res. Rev. 2020, 12, 46. [Google Scholar] [CrossRef]
- Coppola, P.; Silvestri, F. Autonomous vehicles and future mobility solutions. In Autonomous Vehicles and Future Mobility; Elsevier: Amsterdam, The Netherlands, 2019; pp. 1–15. [Google Scholar] [CrossRef]
- Collins, A.L.; Goldman, N.; Rodríguez, G. Is Positive Well-Being Protective of Mobility Limitations among Older Adults? J. Gerontol. Ser. B Psychol. Sci. Soc. Sci. 2008, 63, P321–P327. [Google Scholar] [CrossRef]
- Cass, N.; Shove, E.; Urry, J. Social Exclusion, Mobility and Access. Sociol. Rev. 2005, 53, 539–555. [Google Scholar] [CrossRef]
- Shafrin, J.; Sullivan, J.; Goldman, D.P.; Gill, T.M. The association between observed mobility and quality of life in the near elderly. PLoS ONE 2017, 12, e0182920. [Google Scholar] [CrossRef]
- Wegener, M. The future of mobility in cities: Challenges for urban modelling. Transp. Policy 2013, 29, 275–282. [Google Scholar] [CrossRef]
- Ziemann, S.; Grunwald, A.; Schebek, L.; Müller, D.; Weil, M. The future of mobility and its critical raw materials. Rev. Metall. 2013, 110, 47–54. [Google Scholar] [CrossRef]
- Duran-Rodas, D.; Villeneuve, D.; Wulfhorst, G. Bike-sharing: The good, the bad, and the future: An analysis of the public discussion on Twitter. Eur. J. Transp. Infrastruct. Res. 2020, 20, 38–58. [Google Scholar] [CrossRef]
- Purcell, W.M.; Feldman, B.S.; Finn, M.; Spengler, J.D. Exploring a Culture of Health in the Auto Industry. Sustainability 2021, 13, 3924. [Google Scholar] [CrossRef]
- Cremades, L.V.; Casals, L.C. Analysis of the Future of Mobility: The Battery Electric Vehicle Seems Just a Transitory Alternative. Energies 2022, 15, 9149. [Google Scholar] [CrossRef]
- Driscoll, P.A.; Theodórsdóttir, H.; Richardson, T.; Mguni, P. Is the Future of Mobility Electric? Learning from Contested Storylines of Sustainable Mobility in Iceland. Eur. Plan. Stud. 2012, 20, 627–639. [Google Scholar] [CrossRef]
- Paiva, S.; Mourao, F. Mobility-as-a-Service Challenges and Opportunities in the Post-Pandemic. In Proceedings of the 2021 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT), Dubai, United Arab Emirates, 12–16 December 2021; pp. 136–141. [Google Scholar] [CrossRef]
- Rieck, F.; Machielse, K.; van Duin, R. Will Automotive Be the Future of Mobility? Striving for Six Zeros. World Electr. Veh. J. 2020, 11, 10. [Google Scholar] [CrossRef]
- Gatzert, N.; Osterrieder, K. The future of mobility and its impact on the automobile insurance industry. Risk Manag. Insur. Rev. 2020, 23, 31–51. [Google Scholar] [CrossRef]
- Lyons, G.; Marsden, G. Opening out and closing down: The treatment of uncertainty in transport planning’s forecasting paradigm. Transportation 2021, 48, 595–616. [Google Scholar] [CrossRef]
- Ecola, L.; Zmud, J.; Gu, K.; Phleps, P.; Feige, I. Future Travel Demand in China: Scenarios for Year 2030. Transp. Res. Rec. J. Transp. Res. Board 2016, 2581, 57–65. [Google Scholar] [CrossRef]
- Watkins, K. Does the Future of Mobility Depend on Public Transportation? J. Public Transp. 2018, 21, 53–59. [Google Scholar] [CrossRef]
- Lyons, G. Walking as a service—Does it have legs? Transp. Res. Part A Policy Pr. 2020, 137, 271–284. [Google Scholar] [CrossRef]
- Kesselring, S.; Tschoerner, C. The Deliberative Practice of Vision Mobility 2050: Vision-making for Sustainable Mobility in the Region of Munich? Transp. Res. Procedia 2016, 19, 380–391. [Google Scholar] [CrossRef]
- Barreto, L.; Amaral, A.; Baltazar, S. Flexible on Demand Transport Services (FDTS): The future of mobility systems. In Proceedings of the 2019 IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC), Valbonne Sophia-Antipolis, France, 17–19 June 2019; pp. 1–9. [Google Scholar] [CrossRef]
- Mårtensson, H.B.; Larsen, K.; Höjer, M. Investigating potential effects of mobility and accessibility services using the avoid-shift-improve framework. Sustain. Cities Soc. 2023, 96, 104676. [Google Scholar] [CrossRef]
- Ramji, A.; Venugopal, S. Creating a Sustainable Mobility Ecosystem in India: Vision 2030. In Proceedings of the 2019 IEEE Transportation Electrification Conference (ITEC-India), Bengaluru, India, 17–19 December 2019; pp. 1–6. [Google Scholar] [CrossRef]
- Birkle, C.; Pendlebury, D.A.; Schnell, J.; Adams, J. Web of Science as a data source for research on scientific and scholarly activity. Quant. Sci. Stud. 2020, 1, 363–376. [Google Scholar] [CrossRef]
- Klavans, R.; Boyack, K.W. Which Type of Citation Analysis Generates the Most Accurate Taxonomy of Scientific and Technical Knowledge? J. Assoc. Inf. Sci. Technol. 2017, 68, 984–998. [Google Scholar] [CrossRef]
- Blondel, V.D.; Guillaume, J.-L.; Lambiotte, R.; Lefebvre, E. Fast unfolding of communities in large networks. J. Stat. Mech. 2008, 2008, P10008. [Google Scholar] [CrossRef]
- Adai, A.T.; Date, S.V.; Wieland, S.; Marcotte, E.M. LGL: Creating a Map of Protein Function with an Algorithm for Visualizing Very Large Biological Networks. J. Mol. Biol. 2004, 340, 179–190. [Google Scholar] [CrossRef]
- Fortunato, S.; Barthelemy, M. Resolution limit in community detection. Proc. Natl. Acad. Sci. USA 2007, 104, 36–41. [Google Scholar] [CrossRef] [PubMed]
- Lahitani, A.R.; Permanasari, A.E.; Setiawan, N.A. Cosine similarity to determine similarity measure: Study case in online essay assessment. In Proceedings of the 2016 4th International Conference on Cyber and IT Service Management, Bandung, Indonesia, 26–27 April 2016; pp. 1–6. [Google Scholar] [CrossRef]
- Guralnik, J.M.; Ferrucci, L.; Simonsick, E.M.; Salive, M.E.; Wallace, R.B. Lower-Extremity Function in Persons over the Age of 70 Years as a Predictor of Subsequent Disability. N. Engl. J. Med. 1995, 332, 556–562. [Google Scholar] [CrossRef] [PubMed]
- Zhu, Y.; Hinds, W.C.; Kim, S.; Sioutas, C. Concentration and Size Distribution of Ultrafine Particles Near a Major Highway. J. Air Waste Manag. Assoc. 2002, 52, 1032–1042. [Google Scholar] [CrossRef] [PubMed]
- Zhu, Y.; Hinds, W.C.; Kim, S.; Shen, S.; Sioutas, C. Study of ultrafine particles near a major highway with heavy-duty diesel traffic. Atmos. Environ. 2002, 36, 4323–4335. [Google Scholar] [CrossRef]
- Anenberg, S.C.; Miller, J.; Minjares, R.; Du, L.; Henze, D.K.; Lacey, F.; Malley, C.S.; Emberson, L.; Franco, V.; Klimont, Z.; et al. Impacts and mitigation of excess diesel-related NOx emissions in 11 major vehicle markets. Nature 2017, 545, 467–471. [Google Scholar] [CrossRef]
- Giechaskiel, B.; Melas, A.; Martini, G.; Dilara, P.; Ntziachristos, L. Revisiting Total Particle Number Measurements for Vehicle Exhaust Regulations. Atmosphere 2022, 13, 155. [Google Scholar] [CrossRef]
- Currie, J.; Neidell, M.; Schmieder, J.F. Air pollution and infant health: Lessons from New Jersey. J. Health Econ. 2009, 28, 688–703. [Google Scholar] [CrossRef]
- Brunekreef, B.; Janssen, N.A.H.; de Hartog, J.; Harssema, H.; Knape, M.; van Vliet, P. Air Pollution from Truck Traffic and Lung Function in Children Living near Motorways. Epidemiology 1997, 8, 280–298. [Google Scholar]
- Pucher, J.; Buehler, R. Making Cycling Irresistible: Lessons from The Netherlands, Denmark and Germany. Transp. Rev. 2008, 28, 495–528. [Google Scholar] [CrossRef]
- Ewing, R.; Cervero, R. Travel and the Built Environment: A meta-analysis. J. Am. Plan. Assoc. 2010, 76, 265–294. [Google Scholar] [CrossRef]
- Cassidy, J.D.; Carroll, L.J.; Côté, P.; Lemstra, M.; Berglund, A.; Nygren, Å. Effect of Eliminating Compensation for Pain and Suffering on the Outcome of Insurance Claims for Whiplash Injury. N. Engl. J. Med. 2000, 342, 1179–1186. [Google Scholar] [CrossRef] [PubMed]
- Elbers, N.A.; Hulst, L.; Cuijpers, P.; Akkermans, A.J.; Bruinvels, D.J. Do compensation processes impair mental health? A meta-analysis. Injury 2013, 44, 674–683. [Google Scholar] [CrossRef]
- Mayou, R.; Ehlers, A.; Bryant, B. Posttraumatic stress disorder after motor vehicle accidents: 3-year follow-up of a prospective longitudinal study. Behav. Res. Ther. 2002, 40, 665–675. [Google Scholar] [CrossRef] [PubMed]
- Netuveli, G.; Wiggins, R.D.; Hildon, Z.; Montgomery, S.M.; Blane, D. Quality of life at older ages: Evidence from the English longitudinal study of aging (wave 1). J. Epidemiol. Community Health 2006, 60, 357–363. [Google Scholar] [CrossRef]
- Chihuri, S.; Mielenz, T.J.; DiMaggio, C.J.; Betz, M.E.; DiGuiseppi, C.; Jones, V.C.; Li, G. Driving Cessation and Health Outcomes in Older Adults. J. Am. Geriatr. Soc. 2016, 64, 332–341. [Google Scholar] [CrossRef] [PubMed]
- Badr, H.S.; Du, H.; Marshall, M.; Dong, E.; Squire, M.M.; Gardner, L.M. Association between mobility patterns and COVID-19 transmission in the USA: A mathematical modelling study. Lancet Infect. Dis. 2020, 20, 1247–1254. [Google Scholar] [CrossRef]
- Perchoux, C.; Chaix, B.; Cummins, S.; Kestens, Y. Conceptualization and measurement of environmental exposure in epidemiology: Accounting for activity space related to daily mobility. Health Place 2013, 21, 86–93. [Google Scholar] [CrossRef]
- Li, X.; Poon, C.-S.; Liu, P.S. Heavy metal contamination of urban soils and street dusts in Hong Kong. Appl. Geochem. 2001, 16, 1361–1368. [Google Scholar] [CrossRef]
- Peng, C.; Chen, W.; Liao, X.; Wang, M.; Ouyang, Z.; Jiao, W.; Bai, Y. Polycyclic aromatic hydrocarbons in urban soils of Beijing: Status, sources, distribution and potential risk. Environ. Pollut. 2011, 159, 802–808. [Google Scholar] [CrossRef]
- Sieber, W.K.; Robinson, C.F.; Birdsey, J.; Chen, G.X.; Hitchcock, E.M.; Lincoln, J.E.; Nakata, A.; Sweeney, M.H. Obesity and other risk factors: The National Survey of U.S. Long-Haul Truck Driver Health and Injury. Am. J. Ind. Med. 2014, 57, 615–626. [Google Scholar] [CrossRef]
- Hege, A.; Lemke, M.K.; Apostolopoulos, Y.; Sönmez, S. Occupational health disparities among U.S. long-haul truck drivers: The influence of work organization and sleep on cardiovascular and metabolic disease risk. PLoS ONE 2018, 13, e0207322. [Google Scholar] [CrossRef]
- Bovenzi, M.; Zadini, A. Self-Reported Low Back Symptoms in Urban Bus Drivers Exposed to Whole-Body Vibration. Spine 1992, 17, 1048–1059. [Google Scholar] [CrossRef] [PubMed]
- Iezzoni, L.I.; McCarthy, E.P.; Davis, R.B.; Siebens, H. Mobility impairments and use of screening and preventive services. Am. J. Public Health 2000, 90, 955–961. [Google Scholar] [CrossRef] [PubMed]
- Iezzoni, L.I.; Kilbridge, K.; Park, E.R. Physical Access Barriers to Care for Diagnosis and Treatment of Breast Cancer Among Women With Mobility Impairments. Oncol. Nurs. Forum 2010, 37, 711–717. [Google Scholar] [CrossRef] [PubMed]
- Brown, C.J.; Williams, B.R.; Woodby, L.L.; Davis, L.L.; Allman, R.M. Barriers to mobility during hospitalization from the perspectives of older patients and their nurses and physicians. J. Hosp. Med. 2007, 2, 305–313. [Google Scholar] [CrossRef]
- Morris, P.E.; Goad, A.; Thompson, C.; Taylor, K.; Harry, B.; Passmore, L.; Ross, A.; Anderson, L.; Baker, S.; Sanchez, M.; et al. Early intensive care unit mobility therapy in the treatment of acute respiratory failure. Crit. Care Med. 2008, 36, 2238–2243. [Google Scholar] [CrossRef]
- Ong, P.M. Car ownership and welfare-to-work. J. Policy Anal. Manag. 2002, 21, 239–252. [Google Scholar] [CrossRef]
- Cervero, R.; Sandoval, O.; Landis, J. Transportation as a Stimulus of Welfare-to-Work. J. Plan. Educ. Res. 2002, 22, 50–63. [Google Scholar] [CrossRef]
- Parry, I.W.H.; A Small, K. Should Urban Transit Subsidies Be Reduced? Am. Econ. Rev. 2009, 99, 700–724. [Google Scholar] [CrossRef]
- Wang, X.; He, F.; Yang, H.; Gao, H.O. Pricing strategies for a taxi-hailing platform. Transp. Res. Part E Logist. Transp. Rev. 2016, 93, 212–231. [Google Scholar] [CrossRef]
- Timperio, A. Perceptions about the local neighborhood and walking and cycling among children. Prev. Med. 2004, 38, 39–47. [Google Scholar] [CrossRef] [PubMed]
- McMillan, T.E. The relative influence of urban form on a child’s travel mode to school. Transp. Res. Part A Policy Pr. 2007, 41, 69–79. [Google Scholar] [CrossRef]
- Legro, M.W.; Reiber, G.D.; Smith, D.G.; del Aguila, M.; Larsen, J.; Boone, D. Prosthesis evaluation questionnaire for persons with lower limb amputations: Assessing prosthesis-related quality of life. Arch. Phys. Med. Rehabil. 1998, 79, 931–938. [Google Scholar] [CrossRef]
- Gailey, R.S.; Roach, K.E.; Applegate, E.; Cho, B.; Cunniffe, B.; Licht, S.; Maguire, M.; Nash, M.S. The Amputee Mobility Predictor: An instrument to assess determinants of the lower-limb amputee’s ability to ambulate. Arch. Phys. Med. Rehabil. 2002, 83, 613–627. [Google Scholar] [CrossRef] [PubMed]
- Lamoureux, E.L.; Pallant, J.F.; Pesudovs, K.; Rees, G.; Hassell, J.B.; Keeffe, J.E. The Impact of Vision Impairment Questionnaire: An Assessment of Its Domain Structure Using Confirmatory Factor Analysis and Rasch Analysis. Investig. Opthalmology Vis. Sci. 2007, 48, 1001–1006. [Google Scholar] [CrossRef]
- Greaves, I.A.; Eisen, E.A.; Smith, T.J.; Pothier, L.J.; Kriebel, D.; Woskie, S.R.; Kennedy, S.M.; Shalat, S.; Monson, R.R. Respiratory health of automobile workers exposed to metal-working fluid aerosols: Respiratory symptoms. Am. J. Ind. Med. 1997, 32, 450–459. [Google Scholar] [CrossRef]
- Vyas, H.; DAS, S.; Mehta, S. Occupational Injuries in Automobile Repair Workers. Ind. Health 2011, 49, 642–651. [Google Scholar] [CrossRef]
- Bourret, E.M.; Bernick, L.G.; Cott, C.A.; Kontos, P.C. The meaning of mobility for residents and staff in long-term care facilities. J. Adv. Nurs. 2002, 37, 338–345. [Google Scholar] [CrossRef]
- Steeg, J.; Schröder, M. A Hybrid Approach to Solve the Periodic Home Health Care Problem. In Operations Research Proceedings; Kalcsics, J., Nickel, S., Eds.; Springer: Berlin/Heidelberg, Germany, 2008; Volume 2007, pp. 297–302. [Google Scholar] [CrossRef]
- Bertels, S.; Fahle, T. A hybrid setup for a hybrid scenario: Combining heuristics for the home health care problem. Comput. Oper. Res. 2006, 33, 2866–2890. [Google Scholar] [CrossRef]
- Delbosc, A. The role of well-being in transport policy. Transp. Policy 2012, 23, 25–33. [Google Scholar] [CrossRef]
- Delbosc, A.; Currie, G. The spatial context of transport disadvantage, social exclusion and well-being. J. Transp. Geogr. 2011, 19, 1130–1137. [Google Scholar] [CrossRef]
- Stanley, J.K.; Hensher, D.A.; Stanley, J.R.; Vella-Brodrick, D. Valuing changes in wellbeing and its relevance for transport policy. Transp. Policy 2021, 110, 16–27. [Google Scholar] [CrossRef]
- Elsamani, Y.; Mejia, C.; Kajikawa, Y. Employee well-being and innovativeness: A multi-level conceptual framework based on citation network analysis and data mining techniques. PLoS ONE 2023, 18, e0280005. [Google Scholar] [CrossRef]
- Laden, F.; Neas, L.M.; Dockery, D.W.; Schwartz, J. Association of fine particulate matter from different sources with daily mortality in six U.S. cities. Environ. Health Perspect. 2000, 108, 941–947. [Google Scholar] [CrossRef] [PubMed]
- Ryan, P.H.; LeMasters, G.; Biagini, J.; Bernstein, D.; Grinshpun, S.A.; Shukla, R.; Wilson, K.; Villareal, M.; Burkle, J.; Lockey, J. Is it traffic type, volume, or distance? Wheezing in infants living near truck and bus traffic. J. Allergy Clin. Immunol. 2005, 116, 279–284. [Google Scholar] [CrossRef] [PubMed]
- Löndahl, J.; Massling, A.; Pagels, J.; Swietlicki, E.; Vaclavik, E.; Loft, S. Size-Resolved Respiratory-Tract Deposition of Fine and Ultrafine Hydrophobic and Hygroscopic Aerosol Particles during Rest and Exercise. Inhal. Toxicol. 2007, 19, 109–116. [Google Scholar] [CrossRef]
- Kumar, P.; Gurjar, B.R.; Nagpure, A.S.; Harrison, R.M. Preliminary Estimates of Nanoparticle Number Emissions from Road Vehicles in Megacity Delhi and Associated Health Impacts. Environ. Sci. Technol. 2011, 45, 5514–5521. [Google Scholar] [CrossRef]
- Nakada, L.Y.K.; Urban, R.C. COVID-19 pandemic: Impacts on the air quality during the partial lockdown in São Paulo state, Brazil. Sci. Total Environ. 2020, 730, 139087. [Google Scholar] [CrossRef]
- Kim, S.R.; Dominici, F.; Buckley, T.J. Concentrations of vehicle-related air pollutants in an urban parking garage. Environ. Res. 2007, 105, 291–299. [Google Scholar] [CrossRef]
- Janssen, N.A.; van Vliet, P.H.; Aarts, F.; Harssema, H.; Brunekreef, B. Assessment of exposure to traffic related air pollution of children attending schools near motorways. Atmospheric Environ. 2001, 35, 3875–3884. [Google Scholar] [CrossRef]
- Gabbe, B.J.; Simpson, P.M.; Cameron, P.A.; Ponsford, J.; Lyons, R.A.; Collie, A.; Fitzgerald, M.; Judson, R.; Teague, W.J.; Braaf, S.; et al. Long-term health status and trajectories of seriously injured patients: A population-based longitudinal study. PLoS Med. 2017, 14, e1002322. [Google Scholar] [CrossRef]
- Braver, E.R. Race, Hispanic origin, and socioeconomic status in relation to motor vehicle occupant death rates and risk factors among adults. Accid. Anal. Prev. 2003, 35, 295–309. [Google Scholar] [CrossRef] [PubMed]
- Echeverría, L.; Gimenez-Nadal, J.I.; Molina, J.A. Green mobility and well-being. Ecol. Econ. 2022, 195. [Google Scholar] [CrossRef]
- Rojas-Rueda, D.; de Nazelle, A.; Tainio, M.; Nieuwenhuijsen, M.J. The health risks and benefits of cycling in urban environments compared with car use: Health impact assessment study. BMJ 2011, 343, d4521. [Google Scholar] [CrossRef]
- Winters, M.; Brauer, M.; Setton, E.M.; Teschke, K. Built Environment Influences on Healthy Transportation Choices: Bicycling versus Driving. J. Urban Health 2010, 87, 969–993. [Google Scholar] [CrossRef]
- Han, L.; Peng, C.; Xu, Z. The Effect of Commuting Time on Quality of Life: Evidence from China. Int. J. Environ. Res. Public Health 2022, 20, 573. [Google Scholar] [CrossRef]
- Syed, S.T.; Gerber, B.S.; Sharp, L.K. Traveling towards Disease: Transportation Barriers to Health Care Access. J. Community Health 2013, 38, 976–993. [Google Scholar] [CrossRef]
- Ferdman, A. Well-being and mobility: A new perspective. Transp. Res. Part A Policy Pr. 2021, 146, 44–55. [Google Scholar] [CrossRef]
- Liu, J.; Ettema, D.; Helbich, M. Systematic review of the association between commuting, subjective wellbeing and mental health. Travel Behav. Soc. 2022, 28, 59–74. [Google Scholar] [CrossRef]
- Mouratidis, K.; De Vos, J.; Yiannakou, A.; Politis, I. Sustainable transport modes, travel satisfaction, and emotions: Evidence from car-dependent compact cities. Travel Behav. Soc. 2023, 33, 100613. [Google Scholar] [CrossRef]
- Hang, D.; McFadden, D.; Train, K.; Wise, K. Is Vehicle Depreciation a Component of Marginal Travel Cost? A Literature Review and Empirical Analysis. J. Transp. Econ. Policy 2016, 50, 132–150. [Google Scholar]
- Litman, T. Transportation Affordability: Evaluation and Improvement Strategies. Available online: https://trid.trb.org/view/1245894 (accessed on 22 October 2023).
- Hernández, C.R.; Peralta-Quiros, T. Balancing Financial Sustainability and Affordability in Public Transport: The Case of Bogotá, Colombia. In International Transport Forum Discussion Papers; OECD iLibrary: Paris, France, 2016. [Google Scholar] [CrossRef]
- Boniface, S.; Scantlebury, R.; Watkins, S.; Mindell, J. Health implications of transport: Evidence of effects of transport on social interactions. J. Transp. Health 2015, 2, 441–446. [Google Scholar] [CrossRef]
- Donoghue, O.A.; McGarrigle, C.A.; Kenny, R.A. Who’s in the driver’s seat? Impact on social participation and psychosocial wellbeing in adults aged 50 and over. Transp. Res. Part F Traffic Psychol. Behav. 2019, 64, 522–531. [Google Scholar] [CrossRef]
- Hickman, R.; Cao, M.; Lira, B.M.; Fillone, A.; Biona, J.B. Understanding Capabilities, Functionings and Travel in High and Low Income Neighbourhoods in Manila. Soc. Incl. 2017, 5, 161–174. [Google Scholar] [CrossRef]
- Cao, M.; Hickman, R. Understanding travel and differential capabilities and functionings in Beijing. Transp. Policy 2019, 83, 46–56. [Google Scholar] [CrossRef]
- Smith, M.; Calder-Dawe, O.; Carroll, P.; Kayes, N.; Kearns, R.; Lin, E.-Y.; Witten, K. Mobility barriers and enablers and their implications for the wellbeing of disabled children and young people in Aotearoa New Zealand: A cross-sectional qualitative study. Wellbeing, Space Soc. 2021, 2, 100028. [Google Scholar] [CrossRef]
- Sen, K.; Prybutok, V.; Prybutok, G. Determinants of social inclusion and their effect on the wellbeing of older adults. Innov. Aging 2020, 4, 319. [Google Scholar] [CrossRef]
- Pantelaki, E.; Maggi, E.; Crotti, D. Mobility impact and well-being in later life: A multidisciplinary systematic review. Res. Transp. Econ. 2021, 86, 100975. [Google Scholar] [CrossRef]
- Barnes, L.L.; Wilson, R.S.; Bienias, J.L.; de Leon, C.F.M.; Kim, H.-J.N.; Buchman, A.S.; Bennett, D.A. Correlates of Life Space in a Volunteer Cohort of Older Adults. Exp. Aging Res. 2007, 33, 77–93. [Google Scholar] [CrossRef]
- Rantakokko, M.; Portegijs, E.; Viljanen, A.; Iwarsson, S.; Kauppinen, M.; Rantanen, T. Changes in life-space mobility and quality of life among community-dwelling older people: A 2-year follow-up study. Qual. Life Res. 2016, 25, 1189–1197. [Google Scholar] [CrossRef]
- Carney, F.; Kandt, J. Health, out-of-home activities and digital inclusion in later life: Implications for emerging mobility services. J. Transp. Health 2022, 24, 101311. [Google Scholar] [CrossRef]
- Eisen, E.A.; Smith, T.J.; Kriebel, D.; Woskie, S.R.; Ma, D.J.M.; Kennedy, S.M.; Shalat, S.; Monson, R.R. Respiratory health of automobile workers and exposures to metal-working fluid aerosols: Lung spirometry. Am. J. Ind. Med. 2001, 39, 443–453. [Google Scholar] [CrossRef] [PubMed]
- Sparer, J.; Stowe, M.H.; Bello, D.; Liu, Y.; Gore, R.J.; Youngs, F.; Cullen, M.R.; Redlich, C.A.; Woskie, S.R. Isocyanate Exposures in Autobody Shop Work: The SPRAY Study. J. Occup. Environ. Hyg. 2004, 1, 570–581. [Google Scholar] [CrossRef]
- Enander, R.T.; Cohen, H.J.; Gute, D.M.; Brown, L.C.; Desmaris, A.M.C.; Missaghian, R. Lead and Methylene Chloride Exposures Among Automotive Repair Technicians. J. Occup. Environ. Hyg. 2004, 1, 119–125. [Google Scholar] [CrossRef]
- Rudolf, T.; Schurmann, T.; Schwab, S.; Hohmann, S. Toward Holistic Energy Management Strategies for Fuel Cell Hybrid Electric Vehicles in Heavy-Duty Applications. Proc. IEEE 2021, 109, 1094–1114. [Google Scholar] [CrossRef]
- Costa, E.; Seixas, J.; Costa, G.; Turrentine, T. Interplay between ethanol and electric vehicles as low carbon mobility options for passengers in the municipality of São Paulo. Int. J. Sustain. Transp. 2017, 11, 518–525. [Google Scholar] [CrossRef]
- Glitman, K.; Farnsworth, D.; Hildermeier, J. The role of electric vehicles in a decarbonized economy: Supporting a reliable, affordable and efficient electric system. Electr. J. 2019, 32, 106623. [Google Scholar] [CrossRef]
- Islam, H.; Khandoker, A.A.; Sami, T.M.S.; Talukder, T.I.; Rahman, I.; Sarkar, P.K. Car Accident Prevention And Health Monitoring System For Drivers. In Proceedings of the 2021 IEEE Region 10 Symposium (TENSYMP), Jeju, Republic of Korea, 23–25 August 2021; pp. 1–6. [Google Scholar] [CrossRef]
- Zhu, X.; Law, S. Structural Health Monitoring Based on Vehicle-Bridge Interaction: Accomplishments and Challenges. Adv. Struct. Eng. 2015, 18, 1999–2015. [Google Scholar] [CrossRef]
- Lin, C.; Yang, Y. Use of a passing vehicle to scan the fundamental bridge frequencies: An experimental verification. Eng. Struct. 2005, 27, 1865–1878. [Google Scholar] [CrossRef]
- Mamun, I.; Rahman, A.; Khaleque, A.; Mridha, M.F.; Hamid, A. Healthcare Monitoring System Inside Self-driving Smart Car in 5G Cellular Network. In Proceedings of the 2019 IEEE 17th International Conference on Industrial Informatics (INDIN), Helsinki, Finland, 22–25 July 2019; pp. 1515–1520. [Google Scholar] [CrossRef]
- Shin, H.S.; Jung, S.J.; Kim, J.J.; Chung, W.Y. Real time car driver’s condition monitoring system. In Proceedings of the IEEE Sensors, Kona, HI, USA, 1–4 November 2010. [Google Scholar] [CrossRef]
- Chen, L.; Yang, H.; Chen, Z.; Feng, Z. Research on Intelligent Disinfection-Vehicle System Design and Its Global Path Planning. Electronics 2023, 12, 1514. [Google Scholar] [CrossRef]
- Pirouz, B.; Mazzeo, D.; Palermo, S.A.; Naghib, S.N.; Turco, M.; Piro, P. CFD Investigation of Vehicle’s Ventilation Systems and Analysis of ACH in Typical Airplanes, Cars, and Buses. Sustainability 2021, 13, 6799. [Google Scholar] [CrossRef]
- Boogaard, H.; Borgman, F.; Kamminga, J.; Hoek, G. Exposure to ultrafine and fine particles and noise during cycling and driving in 11 Dutch cities. Atmos. Environ. 2009, 43, 4234–4242. [Google Scholar] [CrossRef]
- Stokols, D.; Novaco, R.W. Transportation and Well-Being. In Transportation and Behavior; Altman, I., Wohlwill, J.F., Everett, P.B., Eds.; Springer: Boston, MA, USA, 1981; pp. 85–130. [Google Scholar] [CrossRef]
- Schepers, P.; Lovegrove, G.; Helbich, M. Urban Form and Road Safety: Public and Active Transport Enable High Levels of Road Safety. In Integrating Human Health into Urban and Transport Planning; Nieuwenhuijsen, M., Khreis, H., Eds.; Springer International Publishing: Cham, Switzerland, 2019; pp. 383–408. [Google Scholar] [CrossRef]
- Sanchez-Iborra, R.; Bernal-Escobedo, L.; Santa, J. Eco-Efficient Mobility in Smart City Scenarios. Sustainability 2020, 12, 8443. [Google Scholar] [CrossRef]
- Gebresselassie, M.; Sanchez, T.W. “Smart” Tools for Socially Sustainable Transport: A Review of Mobility Apps. Urban Sci. 2018, 2, 45. [Google Scholar] [CrossRef]
- Reyes-Rubiano, L.; Serrano-Hernandez, A.; Montoya-Torres, J.R.; Faulin, J. The Sustainability Dimensions in Intelligent Urban Transportation: A Paradigm for Smart Cities. Sustainability 2021, 13, 10653. [Google Scholar] [CrossRef]
- Rathee, G.; Jaglan, N.; Iqbal, R.; Lal, S.P.; Menon, V.G. A trust analysis scheme for vehicular networks within IoT-oriented Green City. Environ. Technol. Innov. 2020, 20, 101144. [Google Scholar] [CrossRef]
- Haque, M.; Chin, H.; Debnath, A. Sustainable, safe, smart—Three key elements of Singapore’s evolving transport policies. Transp. Policy 2013, 27, 20–31. [Google Scholar] [CrossRef]
- Alahmadi, R.N. “The Role of Sustainable Transportation in the Public Health Improvement,” Presented at the IADIS International Conference ICT, Society and Human Beings 2020 (Part of MCCSIS 2020). 2020, pp. 98–104. Available online: https://www.iadisportal.org/digital-library/the-role-of-sustainable-transportation-in-the-public-health-improvement (accessed on 3 December 2023).
- Lozzi, G.; Monachino, M.S. Health considerations in active travel policies: A policy analysis at the EU level and of four member countries. Res. Transp. Econ. 2021, 86, 101006. [Google Scholar] [CrossRef]
- Spray, J.; Witten, K.; Wiles, J.; Anderson, A.; Paul, D.; Wade, J.; Ameratunga, S. Inequitable mobilities: Intersections of diversity with urban infrastructure influence mobility, health and wellbeing. Cities Health 2020, 6, 711–725. [Google Scholar] [CrossRef]
- Wiegand, D.M.; Hanowski, R.J.; McDonald, S.E. Commercial Drivers’ Health: A Naturalistic Study of Body Mass Index, Fatigue, and Involvement in Safety-Critical Events. Traffic Inj. Prev. 2009, 10, 573–579. [Google Scholar] [CrossRef]
- Smets, M.P.; Eger, T.R.; Grenier, S.G. Whole-body vibration experienced by haulage truck operators in surface mining operations: A comparison of various analysis methods utilized in the prediction of health risks. Appl. Ergon. 2010, 41, 763–770. [Google Scholar] [CrossRef] [PubMed]
- McCree, D.H.; Cosgrove, S.; Stratford, D.; Valway, S.; Keller, N.; Vega-Hernandez, J.; Jenison, S.A. Sexual and Drug Use Risk Behaviors of Long-Haul Truck Drivers and Their Commercial Sex Contacts in New Mexico. Public Health Rep. 2010, 125, 52–60. [Google Scholar] [CrossRef] [PubMed]
- Filho, J.G.P.; Neto, M.F.; Quintas, J.P.R.; Gomes, H.M. Case study on vibration health risk and comfort levels in loading crane trucks. Int. J. Health Plan. Manag. 2019, 34, E1448–E1463. [Google Scholar] [CrossRef]
- Mozafari, A.; Vahedian, M.; Mohebi, S.; Najafi, M. Work-related musculoskeletal disorders in truck drivers and official workers. Acta Med. Iran. 2015, 53, 432–438. [Google Scholar]
- Sharma, G.; Ahmad, S.; Mallick, Z.; Khan, Z.A.; James, A.T.; Asjad, M.; Badruddin, I.A.; Kamangar, S.; Javed, S.; Mohammed, A.A.; et al. Risk Factors Assessment of Musculoskeletal Disorders among Professional Vehicle Drivers in India Using an Ordinal Priority Approach. Mathematics 2022, 10, 4492. [Google Scholar] [CrossRef]
- Pickard, O.; Burton, P.; Yamada, H.; Schram, B.; Canetti, E.F.D.; Orr, R. Musculoskeletal Disorders Associated with Occupational Driving: A Systematic Review Spanning 2006–2021. Int. J. Environ. Res. Public Health 2022, 19, 6837. [Google Scholar] [CrossRef] [PubMed]
- Magaña, V.C.; Scherz, W.D.; Seepold, R.; Madrid, N.M.; Pañeda, X.G.; Garcia, R. The Effects of the Driver’s Mental State and Passenger Compartment Conditions on Driving Performance and Driving Stress. Sensors 2020, 20, 5274. [Google Scholar] [CrossRef]
- Zinzow, H.M.; Jeffirs, S.M. Driving Aggression and Anxiety: Intersections, Assessment, and Interventions. J. Clin. Psychol. 2018, 74, 43–82. [Google Scholar] [CrossRef]
- Romao, M.; Simoes, A. A Holistic Approach to Inclusive Mobility Under Resilience and Sustainability Goals: A Pilot Project in Brazil. In Advances in Industrial Design; Di Bucchianico, G., Shin, C.S., Shim, S., Fukuda, S., Montagna, G., Carvalho, C., Eds.; Springer International Publishing: Cham, Switzerland, 2020; Volume 1202, pp. 218–224. [Google Scholar] [CrossRef]
- Kostiainen, J.; Tuominen, A. Mobility as a Service—Stakeholders’ Challenges and Potential Implications. In Towards Us-er-Centric Transport in Europe; Müller, B., Meyer, G., Eds.; Lecture Notes in Mobility; Springer International Publishing: Cham, Switzerland, 2019; pp. 239–254. [Google Scholar] [CrossRef]
- Marquart, H.; Schuppan, J. Promoting Sustainable Mobility: To What Extent Is “Health” Considered by Mobility App Studies? A Review and a Conceptual Framework. Sustainability 2021, 14, 47. [Google Scholar] [CrossRef]
- Oxley, J.; Whelan, M. It Cannot Be All about Safety: The Benefits of Prolonged Mobility. Traffic Inj. Prev. 2008, 9, 367–378. [Google Scholar] [CrossRef]
- Goldsmith, S.; Cmar, W. Mobility management for smart cities professionals. In Empowering the New Mobility Workforce; Elsevier: Amsterdam, The Netherlands, 2019; pp. 63–78. [Google Scholar] [CrossRef]
- Whitmarsh, L.; Swartling, G.; Jäger, J. Participation of experts and non-experts in a sustainability assessment of mobility. Environ. Policy Gov. 2009, 19, 232–250. [Google Scholar] [CrossRef]
- Mulley, C.; Kronsell, A. Workshop 7 report: The “uberisation” of public transport and mobility as a service (MaaS): Implications for future mainstream public transport. Res. Transp. Econ. 2018, 69, 568–572. [Google Scholar] [CrossRef]
- Le Pira, M.; Inturri, G.; Ignaccolo, M.; Pluchino, A. Dealing with the Complexity of Stakeholder Interaction in Participatory Transport Planning. In Advanced Concepts, Methodologies and Technologies for Transportation and Logistics; Żak, J., Hadas, Y., Rossi, R., Eds.; Springer International Publishing: Cham, Switzerland, 2018; Volume 572, pp. 54–72. [Google Scholar] [CrossRef]
- Schiller, C.; Winters, M.; Hanson, H.M.; Ashe, M.C. A framework for stakeholder identification in concept mapping and health research: A novel process and its application to older adult mobility and the built environment. BMC Public Health 2013, 13, 428. [Google Scholar] [CrossRef]
- Conceição, M.A.; Monteiro, M.M.; Kasraian, D.; Berg, P.E.W.v.D.; Haustein, S.; Alves, I.; Azevedo, C.L.; Miranda, B. The effect of transport infrastructure, congestion and reliability on mental wellbeing: A systematic review of empirical studies. Transp. Rev. 2023, 43, 264–302. [Google Scholar] [CrossRef]
- Winata, D.T.; Rarasati, A.D. Sustainable infrastructure transportation to improve society wellbeing in Karawang. IOP Conf. Series Earth Environ. Sci. 2018, 105, 012008. [Google Scholar] [CrossRef]
- Kumar, H.; Singh, M.K.; Gupta, M.; Madaan, J. Moving towards smart cities: Solutions that lead to the Smart City Transformation Framework. Technol. Forecast. Soc. Change 2020, 153, 119281. [Google Scholar] [CrossRef]
- Hermelin, B.; Henriksson, M. Transport and Mobility Planning for Sustainable Development. Plan. Pr. Res. 2022, 37, 527–531. [Google Scholar] [CrossRef]
- Mitropoulos, L.; Kortsari, A.; Ayfantopoulou, G. A systematic literature review of ride-sharing platforms, user factors and barriers. Eur. Transp. Res. Rev. 2021, 13, 61. [Google Scholar] [CrossRef]
- Eizaguirre-Iribar, A.; Grijalba, O.; Hernández-Minguillón, R.J. An Integrated Approach to Transportation and Land-Use Planning for the Analysis of Former Railway Nodes in Sustainable Transport Development: The Case of the Vasco-Navarro Railway. Sustainability 2021, 13, 322. [Google Scholar] [CrossRef]
ID | Cluster’s Name | N (%) | Year (ave) |
---|---|---|---|
#1 | Elderly Functional Mobility | 4364 (13.9) | 2014.5 |
#2 | Air Pollution | 2955 (9.4) | 2015 |
#3 | Active Commuting | 2599 (8.3) | 2017.1 |
#4 | Traffic Injuries | 2144 (6.8) | 2012.6 |
#5 | Elderly Mobility | 1829 (5.8) | 2016.3 |
#6 | Disease Transmission and Human Mobility | 1507 (4.8) | 2018.8 |
#7 | Dust and Heavy Metal Pollution | 1498 (4.8) | 2017.4 |
#8 | Social Mobility | 1409 (4.5) | 2014.3 |
#9 | Truck Drivers | 1402 (4.5) | 2014.2 |
#10 | Residential Mobility | 1284 (4.1) | 2014.2 |
#11 | Disability Mobility | 1140 (3.6) | 2014.5 |
#12 | Patients Mobility | 805 (2.6) | 2016.1 |
#13 | Electric Mobility | 782 (2.5) | 2019.1 |
#14 | General Population Health Status | 694 (2.2) | 2013.2 |
#15 | Transportation and Job Access | 657 (2.1) | 2016.3 |
#16 | After Stroke Exercise and Fitness | 511 (1.6) | 2014 |
#17 | Ride Market and Pricing | 453 (1.4) | 2015 |
#18 | Children’s Functional Mobility | 441 (1.4) | 2015.7 |
#19 | Ankylosing Spondylitis | 416 (1.3) | 2011.2 |
#20 | Bridges Health Monitoring | 410 (1.3) | 2018.9 |
#21 | School Commuting | 382 (1.2) | 2015.5 |
#22 | Amputee and Vision Impairment | 376 (1.2) | 2017.4 |
#23 | Animal and Cattle Mobility | 266 (0.8) | 2014.3 |
#24 | Climate-Induced Mobility | 239 (0.8) | 2017.3 |
#25 | Automotive Workers Well-being | 238 (0.8) | 2010.6 |
#26 | Capital Mobility and Wage Inequality | 238 (0.8) | 2011.2 |
#27 | Elderly Mobility in Care Facilities | 230 (0.7) | 2014.2 |
#28 | Health Care Routing (Ambulance) | 209 (0.7) | 2018.4 |
#29 | EVs Charging and Electricity Market | 203 (0.6) | 2016.9 |
#30 | Cortisol | 200 (0.6) | 2015.8 |
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Elsamani, Y.; Kajikawa, Y. Envisioning the Future of Mobility: A Well-Being-Oriented Approach. Sustainability 2024, 16, 8114. https://doi.org/10.3390/su16188114
Elsamani Y, Kajikawa Y. Envisioning the Future of Mobility: A Well-Being-Oriented Approach. Sustainability. 2024; 16(18):8114. https://doi.org/10.3390/su16188114
Chicago/Turabian StyleElsamani, Yousif, and Yuya Kajikawa. 2024. "Envisioning the Future of Mobility: A Well-Being-Oriented Approach" Sustainability 16, no. 18: 8114. https://doi.org/10.3390/su16188114
APA StyleElsamani, Y., & Kajikawa, Y. (2024). Envisioning the Future of Mobility: A Well-Being-Oriented Approach. Sustainability, 16(18), 8114. https://doi.org/10.3390/su16188114