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Spatiotemporal Analysis of Black Carbon Sources: Case of Santiago, Chile, under SARS-CoV-2 Lockdowns

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  • Carla Adasme

    (Departamento de Ingeniería Química y Bioprocesos, Pontificia Universidad Católica de Chile, Santiago 7820436, Chile
    Centro de Desarrollo Urbano Sustentable (CEDEUS), Los Navegantes 1963, Providencia, Santiago 7520246, Chile)

  • Ana María Villalobos

    (Departamento de Ingeniería Química y Bioprocesos, Pontificia Universidad Católica de Chile, Santiago 7820436, Chile)

  • Héctor Jorquera

    (Departamento de Ingeniería Química y Bioprocesos, Pontificia Universidad Católica de Chile, Santiago 7820436, Chile
    Centro de Desarrollo Urbano Sustentable (CEDEUS), Los Navegantes 1963, Providencia, Santiago 7520246, Chile)

Abstract

Background: The SARS-CoV-2 pandemic has temporarily decreased black carbon emissions worldwide. The use of multi-wavelength aethalometers provides a quantitative apportionment of black carbon (BC) from fossil fuels (BC ff ) and wood-burning sources (BC wb ). However, this apportionment is aggregated: local and non-local BC sources are lumped together in the aethalometer results. Methods: We propose a spatiotemporal analysis of BC results along with meteorological data, using a fuzzy clustering approach, to resolve local and non-local BC contributions. We apply this methodology to BC measurements taken at an urban site in Santiago, Chile, from March through December 2020, including lockdown periods of different intensities. Results: BC ff accounts for 85% of total BC; there was up to an 80% reduction in total BC during the most restrictive lockdowns (April–June); the reduction was 40–50% in periods with less restrictive lockdowns. The new methodology can apportion BC ff and BC wb into local and non-local contributions; local traffic (wood burning) sources account for 66% (86%) of BC ff (BC wb ). Conclusions: The intensive lockdowns brought down ambient BC across the city. The proposed fuzzy clustering methodology can resolve local and non-local contributions to BC in urban zones.

Suggested Citation

  • Carla Adasme & Ana María Villalobos & Héctor Jorquera, 2022. "Spatiotemporal Analysis of Black Carbon Sources: Case of Santiago, Chile, under SARS-CoV-2 Lockdowns," IJERPH, MDPI, vol. 19(24), pages 1-20, December.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:24:p:17064-:d:1007991
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    References listed on IDEAS

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    1. Héctor Jorquera & Ana María Villalobos, 2020. "Combining Cluster Analysis of Air Pollution and Meteorological Data with Receptor Model Results for Ambient PM 2.5 and PM 10," IJERPH, MDPI, vol. 17(22), pages 1-25, November.
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