Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South Korea
Globally, countries have experienced substantial increases in farmland abandonment. Although vegetation phenology is a key factor for the classification of land use, understanding of the phenological change of abandoned farmland is lacking. Using harmonic analysis of NDVI and NDWI extracted from Lan...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Taylor & Francis Group
2020-04-01
|
Series: | GIScience & Remote Sensing |
Subjects: | |
Online Access: | http://dx.doi.org/10.1080/15481603.2019.1698490 |
_version_ | 1827811693325975552 |
---|---|
author | Sunggyu Lee Soyoun Kim Heeyeun Yoon |
author_facet | Sunggyu Lee Soyoun Kim Heeyeun Yoon |
author_sort | Sunggyu Lee |
collection | DOAJ |
description | Globally, countries have experienced substantial increases in farmland abandonment. Although vegetation phenology is a key factor for the classification of land use, understanding of the phenological change of abandoned farmland is lacking. Using harmonic analysis of NDVI and NDWI extracted from Landsat imagery, this study investigates the distinctive phenological characteristics of abandoned farmland, which contrasts with that of three other agricultural types (paddy, agricultural field, orchard) in the study site of Gwangyang City in Jeollanam Province, South Korea. The results suggest that abandoned farmland has higher overall greenness coverage and overall water content in vegetation than the other uses. In terms of both indices, abandoned farmlands changed with relatively less fluctuation than those of other uses, suggesting the existence of constant and unmanaged vegetation from ecological succession, which differs from crop fields that undergo cultivation procedures. The significant harmonic components differed among agricultural types and vegetation indices. In paddy, NDVI was explained with multiple, higher-order harmonic components, while in other types only first-order components met the 5% statistical significance level. With NDWI, land types were more clearly discernible, because of the different cultivation procedures involving water: wet-field method (paddy), dryland farming (orchard, agricultural field), and no cultivation (abandoned farmland). The analysis confirms that harmonic analysis could be useful in discerning abandoned farmland among areas of active agricultural use and shows that the statistical significance of harmonic terms can be employed as indicators of different agricultural types. The observed pattern of the geographic distribution of abandoned farmland has policy implications for the promotion of sustainable reuse of marginal farmland. |
first_indexed | 2024-03-11T23:09:10Z |
format | Article |
id | doaj.art-268666b6615e43d0853ae671f943313b |
institution | Directory Open Access Journal |
issn | 1548-1603 1943-7226 |
language | English |
last_indexed | 2024-03-11T23:09:10Z |
publishDate | 2020-04-01 |
publisher | Taylor & Francis Group |
record_format | Article |
series | GIScience & Remote Sensing |
spelling | doaj.art-268666b6615e43d0853ae671f943313b2023-09-21T12:34:16ZengTaylor & Francis GroupGIScience & Remote Sensing1548-16031943-72262020-04-0157333835110.1080/15481603.2019.16984901698490Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South KoreaSunggyu Lee0Soyoun Kim1Heeyeun Yoon2College of Agriculture and Life Sciences, Seoul National UniversitySeoul National UniversityCollege of Agriculture and Life Sciences, Seoul National UniversityGlobally, countries have experienced substantial increases in farmland abandonment. Although vegetation phenology is a key factor for the classification of land use, understanding of the phenological change of abandoned farmland is lacking. Using harmonic analysis of NDVI and NDWI extracted from Landsat imagery, this study investigates the distinctive phenological characteristics of abandoned farmland, which contrasts with that of three other agricultural types (paddy, agricultural field, orchard) in the study site of Gwangyang City in Jeollanam Province, South Korea. The results suggest that abandoned farmland has higher overall greenness coverage and overall water content in vegetation than the other uses. In terms of both indices, abandoned farmlands changed with relatively less fluctuation than those of other uses, suggesting the existence of constant and unmanaged vegetation from ecological succession, which differs from crop fields that undergo cultivation procedures. The significant harmonic components differed among agricultural types and vegetation indices. In paddy, NDVI was explained with multiple, higher-order harmonic components, while in other types only first-order components met the 5% statistical significance level. With NDWI, land types were more clearly discernible, because of the different cultivation procedures involving water: wet-field method (paddy), dryland farming (orchard, agricultural field), and no cultivation (abandoned farmland). The analysis confirms that harmonic analysis could be useful in discerning abandoned farmland among areas of active agricultural use and shows that the statistical significance of harmonic terms can be employed as indicators of different agricultural types. The observed pattern of the geographic distribution of abandoned farmland has policy implications for the promotion of sustainable reuse of marginal farmland.http://dx.doi.org/10.1080/15481603.2019.1698490abandoned farmlandvegetation phenologyharmonic analysislandsat time series |
spellingShingle | Sunggyu Lee Soyoun Kim Heeyeun Yoon Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South Korea GIScience & Remote Sensing abandoned farmland vegetation phenology harmonic analysis landsat time series |
title | Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South Korea |
title_full | Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South Korea |
title_fullStr | Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South Korea |
title_full_unstemmed | Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South Korea |
title_short | Analysis of differences in vegetation phenology cycle of abandoned farmland, using harmonic analysis of time-series vegetation indices data: the case of Gwangyang City, South Korea |
title_sort | analysis of differences in vegetation phenology cycle of abandoned farmland using harmonic analysis of time series vegetation indices data the case of gwangyang city south korea |
topic | abandoned farmland vegetation phenology harmonic analysis landsat time series |
url | http://dx.doi.org/10.1080/15481603.2019.1698490 |
work_keys_str_mv | AT sunggyulee analysisofdifferencesinvegetationphenologycycleofabandonedfarmlandusingharmonicanalysisoftimeseriesvegetationindicesdatathecaseofgwangyangcitysouthkorea AT soyounkim analysisofdifferencesinvegetationphenologycycleofabandonedfarmlandusingharmonicanalysisoftimeseriesvegetationindicesdatathecaseofgwangyangcitysouthkorea AT heeyeunyoon analysisofdifferencesinvegetationphenologycycleofabandonedfarmlandusingharmonicanalysisoftimeseriesvegetationindicesdatathecaseofgwangyangcitysouthkorea |