Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change

Peatlands are wetlands with an accumulation of peats, partially decomposed organisms, under waterlogged and anoxic conditions. Despite peatlands being extensively studied due to their wide distribution and various functions, the trends in peatland research have hardly been analyzed. We performed dyn...

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Published in:Forests
Main Authors: Hyunyoung Yang, Jeongyeon Chae, A-Ram Yang, Rujito Agus Suwignyo, Eunho Choi
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2023
Subjects:
Online Access:https://doi.org/10.3390/f14091818
https://doaj.org/article/de148d19c28f4066abb3344e83b92775
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spelling ftdoajarticles:oai:doaj.org/article:de148d19c28f4066abb3344e83b92775 2023-10-29T02:39:30+01:00 Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change Hyunyoung Yang Jeongyeon Chae A-Ram Yang Rujito Agus Suwignyo Eunho Choi 2023-09-01T00:00:00Z https://doi.org/10.3390/f14091818 https://doaj.org/article/de148d19c28f4066abb3344e83b92775 EN eng MDPI AG https://www.mdpi.com/1999-4907/14/9/1818 https://doaj.org/toc/1999-4907 doi:10.3390/f14091818 1999-4907 https://doaj.org/article/de148d19c28f4066abb3344e83b92775 Forests, Vol 14, Iss 1818, p 1818 (2023) peatland dynamic topic modeling network analysis research trend analysis Plant ecology QK900-989 article 2023 ftdoajarticles https://doi.org/10.3390/f14091818 2023-10-01T00:38:19Z Peatlands are wetlands with an accumulation of peats, partially decomposed organisms, under waterlogged and anoxic conditions. Despite peatlands being extensively studied due to their wide distribution and various functions, the trends in peatland research have hardly been analyzed. We performed dynamic topic modeling (DTM) and network analysis to investigate the changes in the global trends in peatland research. Among the searched studies using the keyword ‘peatland’ from ScienceDirect, titles and abstracts from 9541 studies (1995–2022) were used for the analysis. They were classified into 16 topics via DTM (geomorphology, land use and land cover, production, greenhouse gas, habitat, permafrost, management, deposit, fire, soil organic matter, peatland formation, forest, past environmental change, microbe, metal, and hydrology). Among these, the proportion of ‘management’ was the largest and increased the fastest, showing the transition of research trends toward the sustainable management of peatlands under climate change. The keywords used within topics tended to change dynamically when related to a large number of studies and increasing trends. Network analysis among topics suggested that studying peatlands as a response measure to climate change will promote overall peatland research because the greenhouse gases topic had the greatest impact on other topics. Despite increasing research on peatland management under climate change, a gap between academia and policies was found in the field of using peatlands as a response measure to climate change, indicating the necessity for effective policies, research, and technology. This study demonstrates that DTM and network analysis are useful tools for understanding the temporal shift of views on peatlands and finding a gap we need to focus on in the near future. Article in Journal/Newspaper permafrost Directory of Open Access Journals: DOAJ Articles Forests 14 9 1818
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic peatland
dynamic topic modeling
network analysis
research trend analysis
Plant ecology
QK900-989
spellingShingle peatland
dynamic topic modeling
network analysis
research trend analysis
Plant ecology
QK900-989
Hyunyoung Yang
Jeongyeon Chae
A-Ram Yang
Rujito Agus Suwignyo
Eunho Choi
Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change
topic_facet peatland
dynamic topic modeling
network analysis
research trend analysis
Plant ecology
QK900-989
description Peatlands are wetlands with an accumulation of peats, partially decomposed organisms, under waterlogged and anoxic conditions. Despite peatlands being extensively studied due to their wide distribution and various functions, the trends in peatland research have hardly been analyzed. We performed dynamic topic modeling (DTM) and network analysis to investigate the changes in the global trends in peatland research. Among the searched studies using the keyword ‘peatland’ from ScienceDirect, titles and abstracts from 9541 studies (1995–2022) were used for the analysis. They were classified into 16 topics via DTM (geomorphology, land use and land cover, production, greenhouse gas, habitat, permafrost, management, deposit, fire, soil organic matter, peatland formation, forest, past environmental change, microbe, metal, and hydrology). Among these, the proportion of ‘management’ was the largest and increased the fastest, showing the transition of research trends toward the sustainable management of peatlands under climate change. The keywords used within topics tended to change dynamically when related to a large number of studies and increasing trends. Network analysis among topics suggested that studying peatlands as a response measure to climate change will promote overall peatland research because the greenhouse gases topic had the greatest impact on other topics. Despite increasing research on peatland management under climate change, a gap between academia and policies was found in the field of using peatlands as a response measure to climate change, indicating the necessity for effective policies, research, and technology. This study demonstrates that DTM and network analysis are useful tools for understanding the temporal shift of views on peatlands and finding a gap we need to focus on in the near future.
format Article in Journal/Newspaper
author Hyunyoung Yang
Jeongyeon Chae
A-Ram Yang
Rujito Agus Suwignyo
Eunho Choi
author_facet Hyunyoung Yang
Jeongyeon Chae
A-Ram Yang
Rujito Agus Suwignyo
Eunho Choi
author_sort Hyunyoung Yang
title Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change
title_short Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change
title_full Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change
title_fullStr Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change
title_full_unstemmed Trends of Peatland Research Based on Topic Modeling: Toward Sustainable Management under Climate Change
title_sort trends of peatland research based on topic modeling: toward sustainable management under climate change
publisher MDPI AG
publishDate 2023
url https://doi.org/10.3390/f14091818
https://doaj.org/article/de148d19c28f4066abb3344e83b92775
genre permafrost
genre_facet permafrost
op_source Forests, Vol 14, Iss 1818, p 1818 (2023)
op_relation https://www.mdpi.com/1999-4907/14/9/1818
https://doaj.org/toc/1999-4907
doi:10.3390/f14091818
1999-4907
https://doaj.org/article/de148d19c28f4066abb3344e83b92775
op_doi https://doi.org/10.3390/f14091818
container_title Forests
container_volume 14
container_issue 9
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