Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation Index

Among the indirect estimation approaches of soil water content in the upper layer of the soil, the “triangle method” is one of the most common that relies on the simple relationship between the optical and thermal features sensed via Earth Observation. These features are controll...

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Main Authors: Fulvio Capodici, Carmelo Cammalleri, Antonio Francipane, Giuseppe Ciraolo, Goffredo La Loggia, Antonino Maltese
Format: Article
Language:English
Published: MDPI AG 2020-01-01
Series:Geosciences
Subjects:
Online Access:https://www.mdpi.com/2076-3263/10/1/23
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spelling doaj-f52f2a1d86f8416790f35db01f89b6192020-11-25T03:35:38ZengMDPI AGGeosciences2076-32632020-01-011012310.3390/geosciences10010023geosciences10010023Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation IndexFulvio Capodici0Carmelo Cammalleri1Antonio Francipane2Giuseppe Ciraolo3Goffredo La Loggia4Antonino Maltese5Dipartimento di Ingegneria, Università degli Studi di Palermo, 90133 Palermo, ItalyEuropean Commission, Joint Research Centre, 21027 Ispra, ItalyDipartimento di Ingegneria, Università degli Studi di Palermo, 90133 Palermo, ItalyDipartimento di Ingegneria, Università degli Studi di Palermo, 90133 Palermo, ItalyDipartimento di Ingegneria, Università degli Studi di Palermo, 90133 Palermo, ItalyDipartimento di Ingegneria, Università degli Studi di Palermo, 90133 Palermo, ItalyAmong the indirect estimation approaches of soil water content in the upper layer of the soil, the &#8220;triangle method&#8221; is one of the most common that relies on the simple relationship between the optical and thermal features sensed via Earth Observation. These features are controlled by water content at the surface and within the root zone but also by meteorological forcing including air temperature and humidity, as well as solar radiation. Night- and day-time MODIS composites of land-surface temperature (<i>LST</i>) allowed applying a version of the triangle method that takes into account the temporal admittance of the soil. In this study, it has been applied to a long time-series of pair images to analyze the seasonal influence of the meteorological forcing on a triangle method index (or temperature&#8722;vegetation index, <i>TVX</i>), as well as to discuss extra challenges of the diachronic approach including seasonality effects and the variability of environmental forcing. The Imera Meridionale basin (Sicily, Italy) has been chosen to analyze the method over a time-series of 12 years. The analysis reveals that, under these specific environmental and climatic conditions (strong seasonality and rainfall out of phase with vegetation growth), Normalized Difference Vegetation Index (<i>NDVI</i>) and <i>LST</i> pairs move circularly in time within the optical vs. thermal feature space. Concordantly, the boundaries of the triangle move during the seasons. Results showed a strong correlation between <i>TVX</i> and rainfall normalized amplitudes of the power spectra (<i>r</i><sup>2</sup> ~0.8) over the range of frequencies of the main harmonics.https://www.mdpi.com/2076-3263/10/1/23diachronic mappingthermal admittancefast fourier-transformseasonal effects
collection DOAJ
language English
format Article
sources DOAJ
author Fulvio Capodici
Carmelo Cammalleri
Antonio Francipane
Giuseppe Ciraolo
Goffredo La Loggia
Antonino Maltese
spellingShingle Fulvio Capodici
Carmelo Cammalleri
Antonio Francipane
Giuseppe Ciraolo
Goffredo La Loggia
Antonino Maltese
Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation Index
Geosciences
diachronic mapping
thermal admittance
fast fourier-transform
seasonal effects
author_facet Fulvio Capodici
Carmelo Cammalleri
Antonio Francipane
Giuseppe Ciraolo
Goffredo La Loggia
Antonino Maltese
author_sort Fulvio Capodici
title Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation Index
title_short Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation Index
title_full Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation Index
title_fullStr Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation Index
title_full_unstemmed Soil Water Content Diachronic Mapping: An FFT Frequency Analysis of a Temperature–Vegetation Index
title_sort soil water content diachronic mapping: an fft frequency analysis of a temperature–vegetation index
publisher MDPI AG
series Geosciences
issn 2076-3263
publishDate 2020-01-01
description Among the indirect estimation approaches of soil water content in the upper layer of the soil, the &#8220;triangle method&#8221; is one of the most common that relies on the simple relationship between the optical and thermal features sensed via Earth Observation. These features are controlled by water content at the surface and within the root zone but also by meteorological forcing including air temperature and humidity, as well as solar radiation. Night- and day-time MODIS composites of land-surface temperature (<i>LST</i>) allowed applying a version of the triangle method that takes into account the temporal admittance of the soil. In this study, it has been applied to a long time-series of pair images to analyze the seasonal influence of the meteorological forcing on a triangle method index (or temperature&#8722;vegetation index, <i>TVX</i>), as well as to discuss extra challenges of the diachronic approach including seasonality effects and the variability of environmental forcing. The Imera Meridionale basin (Sicily, Italy) has been chosen to analyze the method over a time-series of 12 years. The analysis reveals that, under these specific environmental and climatic conditions (strong seasonality and rainfall out of phase with vegetation growth), Normalized Difference Vegetation Index (<i>NDVI</i>) and <i>LST</i> pairs move circularly in time within the optical vs. thermal feature space. Concordantly, the boundaries of the triangle move during the seasons. Results showed a strong correlation between <i>TVX</i> and rainfall normalized amplitudes of the power spectra (<i>r</i><sup>2</sup> ~0.8) over the range of frequencies of the main harmonics.
topic diachronic mapping
thermal admittance
fast fourier-transform
seasonal effects
url https://www.mdpi.com/2076-3263/10/1/23
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