Remote sensing technology for rapid extraction of burned areas and ecosystem environmental assessment.

Burned areas Forest fire GEE platform OTSU threshold Remote sensing environment index Sentinel-2

Journal

PeerJ
ISSN: 2167-8359
Titre abrégé: PeerJ
Pays: United States
ID NLM: 101603425

Informations de publication

Date de publication:
2023
Historique:
received: 15 08 2022
accepted: 21 11 2022
entrez: 13 2 2023
pubmed: 14 2 2023
medline: 15 2 2023
Statut: epublish

Résumé

Forest fires are one of the significant disturbances in forest ecosystems. It is essential to extract burned areas rapidly and accurately to formulate forest restoration strategies and plan restoration plans. In this work, we constructed decision trees and used a combination of differential normalized burn ratio (dNBR) index and OTSU threshold method to extract the heavily and mildly burned areas. The applicability of this method was evaluated with three fires in Muli County, Sichuan, China, and we concluded that the extraction accuracy of this method could reach 97.69% and 96.37% for small area forest fires, while the extraction accuracy was lower for large area fires, only 89.32%. In addition, the remote sensing environment index (RSEI) was used to evaluate the ecological environment changes. It analyzed the change of the RSEI level through the transition matrix, and all three fires showed that the changes in RSEI were stronger for heavily burned areas than for mildly burned areas, after the forest fire the ecological environment (RSEI) was reduced from good to moderate. These results realized the quantitative evaluation and dynamic evaluation of the ecological environment condition, providing an essential basis for the restoration, decision making and management of the affected forests.

Identifiants

pubmed: 36778148
doi: 10.7717/peerj.14557
pii: 14557
pmc: PMC9910190
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e14557

Informations de copyright

© 2023 Zhang et al.

Déclaration de conflit d'intérêts

The authors declare that they have no competing interests.

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Auteurs

Shiqi Zhang (S)

College of Earth Sciences, Chengdu University of Technology, Chengdu, China.

Maoyang Bai (M)

College of Earth Sciences, Chengdu University of Technology, Chengdu, China.

Xiao Wang (X)

School of Architecture and Civil Engineering, Chengdu University, Chengdu, China.

Xuefeng Peng (X)

College of Tourism and Urban-Rural Planning, Chengdu University of Technology, Chengdu, China.

Ailin Chen (A)

Sichuan Earthquake Agency, Chengdu, China.
Chengdu lnstitute of Tibetan Plateau Earthquake Research, China Earthquake Administration, Chengdu, China.

Peihao Peng (P)

College of Earth Sciences, Chengdu University of Technology, Chengdu, China.
College of Tourism and Urban-Rural Planning, Chengdu University of Technology, Chengdu, China.

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