Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm

We use a causal discovery algorithm based on a temporal convolution network (TCN) to discover the drivers of surface ozone variability over Antarctica.

Bibliographic Details
Published in:Environmental Science: Processes & Impacts
Main Authors: Kumar, P., Kuttippurath, J., Mitra, A.
Other Authors: Indian Institute of Technology Kharagpur, Ministry of Education, India
Format: Article in Journal/Newspaper
Language:English
Published: Royal Society of Chemistry (RSC) 2022
Subjects:
Antarc*
Antarctica
Online Access:http://dx.doi.org/10.1039/d1em00383f
http://pubs.rsc.org/en/content/articlepdf/2022/EM/D1EM00383F
id crroyalschem:10.1039/d1em00383f
record_format openpolar
spelling crroyalschem:10.1039/d1em00383f 2024-10-13T14:02:35+00:00 Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm Kumar, P. Kuttippurath, J. Mitra, A. Indian Institute of Technology Kharagpur Ministry of Education, India 2022 http://dx.doi.org/10.1039/d1em00383f http://pubs.rsc.org/en/content/articlepdf/2022/EM/D1EM00383F en eng Royal Society of Chemistry (RSC) http://rsc.li/journals-terms-of-use Environmental Science: Processes & Impacts volume 24, issue 3, page 447-459 ISSN 2050-7887 2050-7895 journal-article 2022 crroyalschem https://doi.org/10.1039/d1em00383f 2024-09-24T04:10:14Z We use a causal discovery algorithm based on a temporal convolution network (TCN) to discover the drivers of surface ozone variability over Antarctica. Article in Journal/Newspaper Antarc* Antarctica Royal Society of Chemistry Environmental Science: Processes & Impacts 24 3 447 459
institution Open Polar
collection Royal Society of Chemistry
op_collection_id crroyalschem
language English
description We use a causal discovery algorithm based on a temporal convolution network (TCN) to discover the drivers of surface ozone variability over Antarctica.
author2 Indian Institute of Technology Kharagpur
Ministry of Education, India
format Article in Journal/Newspaper
author Kumar, P.
Kuttippurath, J.
Mitra, A.
spellingShingle Kumar, P.
Kuttippurath, J.
Mitra, A.
Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm
author_facet Kumar, P.
Kuttippurath, J.
Mitra, A.
author_sort Kumar, P.
title Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm
title_short Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm
title_full Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm
title_fullStr Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm
title_full_unstemmed Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm
title_sort causal discovery of drivers of surface ozone variability in antarctica using a deep learning algorithm
publisher Royal Society of Chemistry (RSC)
publishDate 2022
url http://dx.doi.org/10.1039/d1em00383f
http://pubs.rsc.org/en/content/articlepdf/2022/EM/D1EM00383F
genre Antarc*
Antarctica
genre_facet Antarc*
Antarctica
op_source Environmental Science: Processes & Impacts
volume 24, issue 3, page 447-459
ISSN 2050-7887 2050-7895
op_rights http://rsc.li/journals-terms-of-use
op_doi https://doi.org/10.1039/d1em00383f
container_title Environmental Science: Processes & Impacts
container_volume 24
container_issue 3
container_start_page 447
op_container_end_page 459
_version_ 1812818436209770496

Similar Items