Cargando…
Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis
The analysis of vegetation dynamics affected by wildfires contributes to the understanding of ecological changes under disturbances. The use of the Normalized Difference Vegetation Index (NDVI) of satellite time series can effectively contribute to this investigation. In this paper, we employed the...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516890/ https://www.ncbi.nlm.nih.gov/pubmed/33286189 http://dx.doi.org/10.3390/e22040415 |
_version_ | 1783587103114788864 |
---|---|
author | Ba, Rui Song, Weiguo Lovallo, Michele Lo, Siuming Telesca, Luciano |
author_facet | Ba, Rui Song, Weiguo Lovallo, Michele Lo, Siuming Telesca, Luciano |
author_sort | Ba, Rui |
collection | PubMed |
description | The analysis of vegetation dynamics affected by wildfires contributes to the understanding of ecological changes under disturbances. The use of the Normalized Difference Vegetation Index (NDVI) of satellite time series can effectively contribute to this investigation. In this paper, we employed the methods of multifractal detrended fluctuation analysis (MFDFA) and Fisher–Shannon (FS) analysis to investigate the NDVI series acquired from the Visible Infrared Imaging Radiometer Suite (VIIRS) of the Suomi National Polar-Orbiting Partnership (Suomi-NPP). Four study sites that were covered by two different types of vegetation were analyzed, among them two sites were affected by a wildfire (the Camp Fire, 2018). Our findings reveal that the wildfire increases the heterogeneity of the NDVI time series along with their organization structure. Furthermore, the fire-affected and fire-unaffected pixels are quite well separated through the range of the generalized Hurst exponents and the FS information plane. The analysis could provide deeper insights on the temporal dynamics of vegetation that are induced by wildfire. |
format | Online Article Text |
id | pubmed-7516890 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75168902020-11-09 Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis Ba, Rui Song, Weiguo Lovallo, Michele Lo, Siuming Telesca, Luciano Entropy (Basel) Article The analysis of vegetation dynamics affected by wildfires contributes to the understanding of ecological changes under disturbances. The use of the Normalized Difference Vegetation Index (NDVI) of satellite time series can effectively contribute to this investigation. In this paper, we employed the methods of multifractal detrended fluctuation analysis (MFDFA) and Fisher–Shannon (FS) analysis to investigate the NDVI series acquired from the Visible Infrared Imaging Radiometer Suite (VIIRS) of the Suomi National Polar-Orbiting Partnership (Suomi-NPP). Four study sites that were covered by two different types of vegetation were analyzed, among them two sites were affected by a wildfire (the Camp Fire, 2018). Our findings reveal that the wildfire increases the heterogeneity of the NDVI time series along with their organization structure. Furthermore, the fire-affected and fire-unaffected pixels are quite well separated through the range of the generalized Hurst exponents and the FS information plane. The analysis could provide deeper insights on the temporal dynamics of vegetation that are induced by wildfire. MDPI 2020-04-07 /pmc/articles/PMC7516890/ /pubmed/33286189 http://dx.doi.org/10.3390/e22040415 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ba, Rui Song, Weiguo Lovallo, Michele Lo, Siuming Telesca, Luciano Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis |
title | Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis |
title_full | Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis |
title_fullStr | Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis |
title_full_unstemmed | Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis |
title_short | Analysis of Multifractal and Organization/Order Structure in Suomi-NPP VIIRS Normalized Difference Vegetation Index Series of Wildfire Affected and Unaffected Sites by Using the Multifractal Detrended Fluctuation Analysis and the Fisher–Shannon Analysis |
title_sort | analysis of multifractal and organization/order structure in suomi-npp viirs normalized difference vegetation index series of wildfire affected and unaffected sites by using the multifractal detrended fluctuation analysis and the fisher–shannon analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516890/ https://www.ncbi.nlm.nih.gov/pubmed/33286189 http://dx.doi.org/10.3390/e22040415 |
work_keys_str_mv | AT barui analysisofmultifractalandorganizationorderstructureinsuominppviirsnormalizeddifferencevegetationindexseriesofwildfireaffectedandunaffectedsitesbyusingthemultifractaldetrendedfluctuationanalysisandthefishershannonanalysis AT songweiguo analysisofmultifractalandorganizationorderstructureinsuominppviirsnormalizeddifferencevegetationindexseriesofwildfireaffectedandunaffectedsitesbyusingthemultifractaldetrendedfluctuationanalysisandthefishershannonanalysis AT lovallomichele analysisofmultifractalandorganizationorderstructureinsuominppviirsnormalizeddifferencevegetationindexseriesofwildfireaffectedandunaffectedsitesbyusingthemultifractaldetrendedfluctuationanalysisandthefishershannonanalysis AT losiuming analysisofmultifractalandorganizationorderstructureinsuominppviirsnormalizeddifferencevegetationindexseriesofwildfireaffectedandunaffectedsitesbyusingthemultifractaldetrendedfluctuationanalysisandthefishershannonanalysis AT telescaluciano analysisofmultifractalandorganizationorderstructureinsuominppviirsnormalizeddifferencevegetationindexseriesofwildfireaffectedandunaffectedsitesbyusingthemultifractaldetrendedfluctuationanalysisandthefishershannonanalysis |