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Experimental and statistical analyses to characterize in-vehicle fine particulate matter behavior inside public transit buses operating on B20-grade biodiesel fuel
Authors:Abhilash Vijayan  Ashok Kumar
Institution:1. Department of Orthopaedic, Peking University Shenzhen Hospital, Shenzhen 518036, China;2. Department of Spinal Surgery/Orthopaedic Research Institute, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou 510080, China;3. Orthopaedic Research Lab/The Institute of Clinical Medicine, Aarhus University Hospital, 8000 Aarhus C, Denmark;1. Department of Chemical, Materials and Metallurgical Engineering, Botswana International University of Science and Technology, Palapye, Botswana;2. Department of Metallurgical and Materials Engineering, Federal University of Technology Akure, Nigeria;3. Department of Mechanical Engineering Science, University of Johannesburg, South Africa;4. School of Chemical and Metallurgical Engineering, University of the Witwatersrand, South Africa
Abstract:This paper presents results from an in-vehicle air quality study of public transit buses in Toledo, Ohio, involving continuous monitoring, and experimental and statistical analyses to understand in-vehicle particulate matter (PM) behavior inside buses operating on B20-grade biodiesel fuel. The study also focused on evaluating the effects of vehicle’s fuel type, operating periods, operation status, passenger counts, traffic conditions, and the seasonal and meteorological variation on particulates with aerodynamic diameter less than 1 micron (PM1.0). The study found that the average PM1.0 mass concentrations in B20-grade biodiesel-fueled bus compartments were approximately 15 μg m?3, while PM2.5 and PM10 concentration averages were approximately 19 μg m?3 and 37 μg m?3, respectively. It was also observed that average hourly concentration trends of PM1.0 and PM2.5 followed a “μ-shaped” pattern during transit hours.Experimental analyses revealed that the in-vehicle PM1.0 mass concentrations were higher inside diesel-fueled buses (10.0–71.0 μg m?3 with a mean of 31.8 μg m?3) as compared to biodiesel buses (3.3–33.5 μg m?3 with a mean of 15.3 μg m?3) when the windows were kept open. Vehicle idling conditions and open door status were found to facilitate smaller particle concentrations inside the cabin, while closed door facilitated larger particle concentrations suggesting that smaller particles were originating outside the vehicle and larger particles were formed within the cabin, potentially from passenger activity. The study also found that PM1.0 mass concentrations at the back of bus compartment (5.7–39.1 μg m?3 with a mean of 28.3 μg m?3) were higher than the concentrations in the front (5.7–25.9 μg m?3 with a mean of 21.9 μg m?3), and the mass concentrations inside the bus compartment were generally 30–70% lower than the just-outside concentrations. Further, bus route, window position, and time of day were found to affect the in-vehicle PM concentrations significantly. Overall, the in-vehicle PM1.0 concentrations inside the buses operating on B20-grade biodiesel ranged from 0.7 μg m?3 to 243 μg m?3, with a median of 11.6 μg m?3.Statistical models developed to study the effects of vehicle operation and ambient conditions on in-vehicle PM concentrations suggested that while open door status was the most important influencing variable for finer particles and higher passenger activity resulted in higher coarse particles concentrations inside the vehicle compartments, ambient PM concentrations contributed to all PM fractions inside the bus irrespective of particle size.
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