Activity-based modeling reveals substantial emission reductions from bus transit and electric vehicle uptake in urban fleets, highlighting key strategies for sustainable mobility.
Global increase in motorization and rapid urbanization has made this sector, a significant contributor to the air pollution and developing countries like India follow the same trend with a higher intensity. The present study attempts a detailed assessment of vehicular emission trends in India with studies conducted in Bhubaneswar, a Tier - II smart city. The study involves questionnaire survey, videography techniques along with a bottom-up activity-based framework incorporating empirical fleet age distributions and Bharat Stage (BS) standards to encompass local field traffic conditions. Questionnaire survey was conducted to examine vehicle age and emission-standards of vehicles. Using IPCC guidelines and the field based framework, the emission parameters - Average Fuel Usage, Fuel Consumption, and Total Pollutant Emission were estimated, by considering traffic volume, mileage, and emission standards. Results showcased that real-world emissions are characterized by vehicle type, occupancy, and fuel efficiency. Two-wheelers despite exhibiting lower per-capita emission, contribute to the second highest emission among private vehicles (11.98 g of CO and 7.18 g of HC+NO x ). 4Ws exhibit the highest Per-Passenger Emission Intensity (g/person-km), due to low occupancy and higher space. Heavy vehicles (buses) emit lowest Per-Passenger Emission Intensity (g/person-km) (0.11 g CO and 0.05 g HC+NO x ). Multi-model time-series forecasting indicates that the EV traffic share in Bhubaneswar is projected to rise from 7% to a range of 10.5% - 13.8% over the next five years. For every 1% increase in the EV fleet share, an average of 43.4 g of combined criteria pollutants is saved per kilometer traveled across city corridors. While a complete modal shift to high-occupancy buses provides the highest per-passenger efficiency (>99% reduction), even a shift of 10%-25% from private vehicles to buses will lead to pollutant savings of 7.4–18.5%. The study reflects the requirement of strategic planning for EV adoption and shifts to public transportation for sustainable future.
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Samal et al. (2026) studied this question.
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