Abstract
Particle number emission factors were determined for hundreds of individual diesel and gasoline vehicles in their real operation on Finnish highways and regional roads in 2020 with one-by-one chase measurements and Robust Regression Plume Analysis (RRPA). RRPA is a rapid way to analyze data from a large number of vehicle chases automatically. The particle number emission factors were determined for four ranges of particle diameters (>1.3, > 2.5, > 10, and >23 nm). The emission factors for most of the measured vehicles were observed to significantly exceed the non-volatile particle number limits used in the most recent European emission regulation levels, for both light-duty and heavy-duty vehicles. Additionally, most of the newest vehicles (covering regulation levels up to Euro 6), for which the particle number emission regulations (non-volatile >23 nm particles) apply, showed emission factors of the >23 nm particles clearly above the regulation limits. Although the experiments included measurements of real-world plume particles (mixture of non-volatile and semi-volatile particles) and not only the non-volatile regulated particles, it is important to note that the emissions of regulated particles were also estimated to exceed the limits, based on non-volatile >23 nm particle fraction from curbside studies. Moreover, the emission factors of the >1.3 nm particles were mostly about an order of magnitude higher compared to the >23 nm particles.
| Original language | English |
|---|---|
| Pages (from-to) | 8911-8920 |
| Number of pages | 10 |
| Journal | Environmental Science and Technology |
| Volume | 57 |
| Issue number | 24 |
| DOIs | |
| Publication status | Published - 20 Jun 2023 |
| Publication type | A1 Journal article-refereed |
Funding
This research is a campaign of the Academy of Finland project “EFFi” (grant no. 322120) supported by data analysis carried out in the “AHMA” project funded by the Jane and Aatos Erkko’s Foundation. S.M. is supported by the Academy of Finland competitive funding to strengthen university research profiles (PROFI) for the University of Eastern Finland (grant no. 325022). This research has received support from the Academy of Finland Flagship Programme “ACCC” (grant nos. 337550 and 337551). Tampere University’s measurement van, ATMo-Lab, contributes to the INAR RI and ACTRIS infrastructures. The authors also acknowledge persons conducting the experiments, Aarne Kiviniemi, Leonardo Negri, Pauli Simonen, and Stanislav Demyanenko, as well as persons assisting with the experiments, Ari Laitinen, Elmeri Laakkonen, Fanni Mylläri, Janne Huhtala, Jorma Keskinen, and Lassi Markkula.
Keywords
- emission factors
- particle emissions
- particle number
- passenger cars
- real-world emissions
- RRPA
- vehicle fleet
Publication forum classification
- Publication forum level 2
ASJC Scopus subject areas
- General Chemistry
- Environmental Chemistry
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