Machine-Learning-Driven Reconstruction of Organic Aerosol Sources across Dense Monitoring Networks in Europe

Adrien Jouanny, Abhishek Upadhyay, Jianhui Jiang, Petros Vasilakos, Marta Via, Yun Cheng, Benjamin Flueckiger, Gaëlle Uzu, Jean-Luc Jaffrezo, Céline Voiron, Olivier Favez, Hasna Chebaicheb, Aude Bourin, Anna Font, Véronique Riffault, Evelyn Freney, Nicolas Marchand, Benjamin Chazeau, Sébastien Conil, Jean-Eudes Petit, Jesús D. de la Rosa, Ana Sanchez de la Campa, Daniel Sanchez-Rodas Navarro, Sonia Castillo, Andrés Alastuey, Xavier Querol, Cristina Reche, María Cruz Minguillón, Marek Maasikmets, Hannes Keernik, Fabio Giardi, Cristina Colombi, Eleonora Cuccia, Stefania Gilardoni, Matteo Rinaldi, Marco Paglione, Vanes Poluzzi, Dario Massabò, Claudio Belis, Stuart Grange, Christoph Hueglin, Francesco Canonaco, Anna Tobler, Hilkka J. Timonen, Minna Aurela, Mikael Ehn, Iasonas Stavroulas, Aikaterini Bougiatioti, Konstantinos Eleftheriadis, Maria I. Gini, Olga Zografou, Manousos-Ioannis Manousakas, Gang Ian Chen, David Christopher Green, Petra Pokorná, Petr Vodička, Radek Lhotka, Jaroslav Schwarz, Andrea Schemmel, Samira Atabakhsh, Hartmut Herrmann, Laurent Poulain, Harald Flentje, Liine Heikkinen, Varun Kumar, Hugo Anne Denier van der Gon, Wenche Aas, Stephen M. Platt, Karl Espen Yttri, Imre Salma, Anikó Vasanits, Benjamin Bergmans, Yulia Sosedova, Jaroslaw Necki, Jurgita Ovadnevaite, Chunshui Lin, Julija Pauraite, Michael Pikridas, Jean Sciare, Jeni Vasilescu, Livio Belegante, Célia Alves, Jay G. Slowik, Nicole Probst-Hensch, Danielle Vienneau, André S. H. Prévôt, Aniss Aiman Medbouhi, Daniel Trejo Banos, Kees de Hoogh, Kaspar R. Daellenbach, Ekaterina Krymova, Imad El Haddad

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DOI
10.1021/acs.estlett.5c00771
Published
2025-10-20
Container
Environmental Science & Technology Letters
Publisher
American Chemical Society (ACS)
Open access
unknown

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BibTeX

@article{allodium:10.1021/acs.estlett.5c00771,
  title = {Machine-Learning-Driven Reconstruction of Organic Aerosol Sources across Dense Monitoring Networks in Europe},
  author = {Adrien Jouanny and Abhishek Upadhyay and Jianhui Jiang and Petros Vasilakos and Marta Via and Yun Cheng and Benjamin Flueckiger and Gaëlle Uzu and Jean-Luc Jaffrezo and Céline Voiron and Olivier Favez and Hasna Chebaicheb and Aude Bourin and Anna Font and Véronique Riffault and Evelyn Freney and Nicolas Marchand and Benjamin Chazeau and Sébastien Conil and Jean-Eudes Petit and Jesús D. de la Rosa and Ana Sanchez de la Campa and Daniel Sanchez-Rodas Navarro and Sonia Castillo and Andrés Alastuey and Xavier Querol and Cristina Reche and María Cruz Minguillón and Marek Maasikmets and Hannes Keernik and Fabio Giardi and Cristina Colombi and Eleonora Cuccia and Stefania Gilardoni and Matteo Rinaldi and Marco Paglione and Vanes Poluzzi and Dario Massabò and Claudio Belis and Stuart Grange and Christoph Hueglin and Francesco Canonaco and Anna Tobler and Hilkka J. Timonen and Minna Aurela and Mikael Ehn and Iasonas Stavroulas and Aikaterini Bougiatioti and Konstantinos Eleftheriadis and Maria I. Gini and Olga Zografou and Manousos-Ioannis Manousakas and Gang Ian Chen and David Christopher Green and Petra Pokorná and Petr Vodička and Radek Lhotka and Jaroslav Schwarz and Andrea Schemmel and Samira Atabakhsh and Hartmut Herrmann and Laurent Poulain and Harald Flentje and Liine Heikkinen and Varun Kumar and Hugo Anne Denier van der Gon and Wenche Aas and Stephen M. Platt and Karl Espen Yttri and Imre Salma and Anikó Vasanits and Benjamin Bergmans and Yulia Sosedova and Jaroslaw Necki and Jurgita Ovadnevaite and Chunshui Lin and Julija Pauraite and Michael Pikridas and Jean Sciare and Jeni Vasilescu and Livio Belegante and Célia Alves and Jay G. Slowik and Nicole Probst-Hensch and Danielle Vienneau and André S. H. Prévôt and Aniss Aiman Medbouhi and Daniel Trejo Banos and Kees de Hoogh and Kaspar R. Daellenbach and Ekaterina Krymova and Imad El Haddad},
  year = {2025},
  journal = {Environmental Science \& Technology Letters},
  doi = {10.1021/acs.estlett.5c00771},
  url = {https://doi.org/10.1021/acs.estlett.5c00771}
}

RIS

TY  - JOUR
TI  - Machine-Learning-Driven Reconstruction of Organic Aerosol Sources across Dense Monitoring Networks in Europe
AU  - Adrien Jouanny
AU  - Abhishek Upadhyay
AU  - Jianhui Jiang
AU  - Petros Vasilakos
AU  - Marta Via
AU  - Yun Cheng
AU  - Benjamin Flueckiger
AU  - Gaëlle Uzu
AU  - Jean-Luc Jaffrezo
AU  - Céline Voiron
AU  - Olivier Favez
AU  - Hasna Chebaicheb
AU  - Aude Bourin
AU  - Anna Font
AU  - Véronique Riffault
AU  - Evelyn Freney
AU  - Nicolas Marchand
AU  - Benjamin Chazeau
AU  - Sébastien Conil
AU  - Jean-Eudes Petit
AU  - Jesús D. de la Rosa
AU  - Ana Sanchez de la Campa
AU  - Daniel Sanchez-Rodas Navarro
AU  - Sonia Castillo
AU  - Andrés Alastuey
AU  - Xavier Querol
AU  - Cristina Reche
AU  - María Cruz Minguillón
AU  - Marek Maasikmets
AU  - Hannes Keernik
AU  - Fabio Giardi
AU  - Cristina Colombi
AU  - Eleonora Cuccia
AU  - Stefania Gilardoni
AU  - Matteo Rinaldi
AU  - Marco Paglione
AU  - Vanes Poluzzi
AU  - Dario Massabò
AU  - Claudio Belis
AU  - Stuart Grange
AU  - Christoph Hueglin
AU  - Francesco Canonaco
AU  - Anna Tobler
AU  - Hilkka J. Timonen
AU  - Minna Aurela
AU  - Mikael Ehn
AU  - Iasonas Stavroulas
AU  - Aikaterini Bougiatioti
AU  - Konstantinos Eleftheriadis
AU  - Maria I. Gini
AU  - Olga Zografou
AU  - Manousos-Ioannis Manousakas
AU  - Gang Ian Chen
AU  - David Christopher Green
AU  - Petra Pokorná
AU  - Petr Vodička
AU  - Radek Lhotka
AU  - Jaroslav Schwarz
AU  - Andrea Schemmel
AU  - Samira Atabakhsh
AU  - Hartmut Herrmann
AU  - Laurent Poulain
AU  - Harald Flentje
AU  - Liine Heikkinen
AU  - Varun Kumar
AU  - Hugo Anne Denier van der Gon
AU  - Wenche Aas
AU  - Stephen M. Platt
AU  - Karl Espen Yttri
AU  - Imre Salma
AU  - Anikó Vasanits
AU  - Benjamin Bergmans
AU  - Yulia Sosedova
AU  - Jaroslaw Necki
AU  - Jurgita Ovadnevaite
AU  - Chunshui Lin
AU  - Julija Pauraite
AU  - Michael Pikridas
AU  - Jean Sciare
AU  - Jeni Vasilescu
AU  - Livio Belegante
AU  - Célia Alves
AU  - Jay G. Slowik
AU  - Nicole Probst-Hensch
AU  - Danielle Vienneau
AU  - André S. H. Prévôt
AU  - Aniss Aiman Medbouhi
AU  - Daniel Trejo Banos
AU  - Kees de Hoogh
AU  - Kaspar R. Daellenbach
AU  - Ekaterina Krymova
AU  - Imad El Haddad
PY  - 2025
JO  - Environmental Science & Technology Letters
DO  - 10.1021/acs.estlett.5c00771
UR  - https://doi.org/10.1021/acs.estlett.5c00771
ER  - 

APA

Jouanny, A., Upadhyay, A., Jiang, J., Vasilakos, P., Via, M., Cheng, Y., Flueckiger, B., Uzu, G., Jaffrezo, J., Voiron, C., Favez, O., Chebaicheb, H., Bourin, A., Font, A., Riffault, V., Freney, E., Marchand, N., Chazeau, B., Conil, S., Petit, J., Rosa, J. D. D. L., Campa, A. S. D. L., Navarro, D. S., Castillo, S., Alastuey, A., Querol, X., Reche, C., Minguillón, M. C., Maasikmets, M., Keernik, H., Giardi, F., Colombi, C., Cuccia, E., Gilardoni, S., Rinaldi, M., Paglione, M., Poluzzi, V., Massabò, D., Belis, C., Grange, S., Hueglin, C., Canonaco, F., Tobler, A., Timonen, H. J., Aurela, M., Ehn, M., Stavroulas, I., Bougiatioti, A., Eleftheriadis, K., Gini, M. I., Zografou, O., Manousakas, M., Chen, G. I., Green, D. C., Pokorná, P., Vodička, P., Lhotka, R., Schwarz, J., Schemmel, A., Atabakhsh, S., Herrmann, H., Poulain, L., Flentje, H., Heikkinen, L., Kumar, V., Gon, H. A. D. V. D., Aas, W., Platt, S. M., Yttri, K. E., Salma, I., Vasanits, A., Bergmans, B., Sosedova, Y., Necki, J., Ovadnevaite, J., Lin, C., Pauraite, J., Pikridas, M., Sciare, J., Vasilescu, J., Belegante, L., Alves, C., Slowik, J. G., Probst-Hensch, N., Vienneau, D., Prévôt, A. S. H., Medbouhi, A. A., Banos, D. T., Hoogh, K. D., Daellenbach, K. R., Krymova, E., & Haddad, I. E. (2025). Machine-Learning-Driven Reconstruction of Organic Aerosol Sources across Dense Monitoring Networks in Europe. Environmental Science & Technology Letters. https://doi.org/10.1021/acs.estlett.5c00771

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