Development of Europe-Wide Models for Particle Elemental Composition Using Supervised Linear Regression and Random Forest

Jie Chen; Kees de Hoogh; John Gulliver; Barbara Hoffmann; Ole Hertel; Matthias Ketzel; Gudrun Weinmayr; Mariska Bauwelinck; Aaron van Donkelaar; Ulla A. Hvidtfeldt; Richard Atkinson; Nicole A. H. Janssen; Randall V. Martin; Evangelia Samoli; Zorana J. Andersen; Bente M. Oftedal; Massimo Stafoggia; Tom Bellander; Maciej Strak; Kathrin Wolf; Danielle Vienneau; Bert Brunekreef; Gerard Hoek

doi:10.1021/acs.est.0c06595

Development of Europe-Wide Models for Particle Elemental Composition Using Supervised Linear Regression and Random Forest

Jie Chen, Kees de Hoogh, John Gulliver, Barbara Hoffmann, Ole Hertel, Matthias Ketzel, Gudrun Weinmayr, Mariska Bauwelinck, Aaron van Donkelaar, Ulla A. Hvidtfeldt, Richard Atkinson, Nicole A. H. Janssen, Randall V. Martin, Evangelia Samoli, Zorana J. Andersen, Bente M. Oftedal, Massimo Stafoggia, Tom Bellander, Maciej Strak, Kathrin WolfDanielle Vienneau, Bert Brunekreef, Gerard Hoek

Research output: Contribution to journal › Article › Academic › peer-review

Abstract

We developed Europe-wide models of long-term exposure to eight elements (copper, iron, potassium, nickel, sulfur, silicon, vanadium, and zinc) in particulate matter with diameter

Original language	English
Number of pages	12
Journal	Environmental Science and Technology
Issue number	24
DOIs	https://doi.org/10.1021/acs.est.0c06595
Publication status	Published - 2020

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chen-et-al-2020-development-of-europe-wide-models-for-particle-elemental-composition-using-supervised-linear-regressionFinal published version, 5.89 MBLicence: CC BY-NC-ND

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Chen, J., de Hoogh, K., Gulliver, J., Hoffmann, B., Hertel, O., Ketzel, M., Weinmayr, G., Bauwelinck, M., van Donkelaar, A., Hvidtfeldt, U. A., Atkinson, R., Janssen, N. A. H., Martin, R. V., Samoli, E., Andersen, Z. J., Oftedal, B. M., Stafoggia, M., Bellander, T., Strak, M., ... Hoek, G. (2020). Development of Europe-Wide Models for Particle Elemental Composition Using Supervised Linear Regression and Random Forest. Environmental Science and Technology, (24). https://doi.org/10.1021/acs.est.0c06595

@article{c70db041650a40c7880300332c3da1ff,

title = "Development of Europe-Wide Models for Particle Elemental Composition Using Supervised Linear Regression and Random Forest",

abstract = "We developed Europe-wide models of long-term exposure to eight elements (copper, iron, potassium, nickel, sulfur, silicon, vanadium, and zinc) in particulate matter with diameter ",

author = "Jie Chen and {de Hoogh}, Kees and John Gulliver and Barbara Hoffmann and Ole Hertel and Matthias Ketzel and Gudrun Weinmayr and Mariska Bauwelinck and {van Donkelaar}, Aaron and Hvidtfeldt, {Ulla A.} and Richard Atkinson and Janssen, {Nicole A. H.} and Martin, {Randall V.} and Evangelia Samoli and Andersen, {Zorana J.} and Oftedal, {Bente M.} and Massimo Stafoggia and Tom Bellander and Maciej Strak and Kathrin Wolf and Danielle Vienneau and Bert Brunekreef and Gerard Hoek",

note = "Publisher Copyright: {\textcopyright} 2020 American Chemical Society.",

year = "2020",

doi = "10.1021/acs.est.0c06595",

language = "English",

journal = "Environmental Science and Technology",

issn = "0013-936X",

publisher = "American Chemical Society",

number = "24",

}

Chen, J, de Hoogh, K, Gulliver, J, Hoffmann, B, Hertel, O, Ketzel, M, Weinmayr, G, Bauwelinck, M, van Donkelaar, A, Hvidtfeldt, UA, Atkinson, R, Janssen, NAH, Martin, RV, Samoli, E, Andersen, ZJ, Oftedal, BM, Stafoggia, M, Bellander, T, Strak, M, Wolf, K, Vienneau, D, Brunekreef, B & Hoek, G 2020, 'Development of Europe-Wide Models for Particle Elemental Composition Using Supervised Linear Regression and Random Forest', Environmental Science and Technology, no. 24. https://doi.org/10.1021/acs.est.0c06595

TY - JOUR

T1 - Development of Europe-Wide Models for Particle Elemental Composition Using Supervised Linear Regression and Random Forest

AU - Chen, Jie

AU - de Hoogh, Kees

AU - Gulliver, John

AU - Hoffmann, Barbara

AU - Hertel, Ole

AU - Ketzel, Matthias

AU - Weinmayr, Gudrun

AU - Bauwelinck, Mariska

AU - van Donkelaar, Aaron

AU - Hvidtfeldt, Ulla A.

AU - Atkinson, Richard

AU - Janssen, Nicole A. H.

AU - Martin, Randall V.

AU - Samoli, Evangelia

AU - Andersen, Zorana J.

AU - Oftedal, Bente M.

AU - Stafoggia, Massimo

AU - Bellander, Tom

AU - Strak, Maciej

AU - Wolf, Kathrin

AU - Vienneau, Danielle

AU - Brunekreef, Bert

AU - Hoek, Gerard

PY - 2020

Y1 - 2020

N2 - We developed Europe-wide models of long-term exposure to eight elements (copper, iron, potassium, nickel, sulfur, silicon, vanadium, and zinc) in particulate matter with diameter

AB - We developed Europe-wide models of long-term exposure to eight elements (copper, iron, potassium, nickel, sulfur, silicon, vanadium, and zinc) in particulate matter with diameter

U2 - 10.1021/acs.est.0c06595

DO - 10.1021/acs.est.0c06595

M3 - Article

SN - 0013-936X

JO - Environmental Science and Technology

JF - Environmental Science and Technology

IS - 24

ER -

Development of Europe-Wide Models for Particle Elemental Composition Using Supervised Linear Regression and Random Forest

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