Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity Analysis
Web tools for statistical investigation with an interactive and friendly interface enable users without programming knowledge to conduct their analyses. We develop an Interactive Correlation Environment (ICE) in an open access platform to perform spectral collinearity analysis for biogeochemical act...
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doaj-a216bfea3fd04d32b5fd667ab9785ba62020-11-24T23:01:58ZengMDPI AGRemote Sensing2072-42922014-04-01643059307410.3390/rs6043059rs6043059Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity AnalysisIgor Ogashawara0Marcelo P. Curtarelli1Arley F. Souza2Pétala B. Augusto-Silva3Enner H. Alcântara4José L. Stech5Remote Sensing Division, National Institute for Space Research (INPE), Avenida dos Astronautas, 1758, São José dos Campos, SP 12227-010, BrazilRemote Sensing Division, National Institute for Space Research (INPE), Avenida dos Astronautas, 1758, São José dos Campos, SP 12227-010, BrazilETEP Faculdades, Avenida Barão Rio Branco, 882, São José dos Campos, SP 12242-800, BrazilRemote Sensing Division, National Institute for Space Research (INPE), Avenida dos Astronautas, 1758, São José dos Campos, SP 12227-010, BrazilCartography Department, State University of São Paulo, Rua Roberto Simonsen, 305, Presidente Prudente, SP 19060-900, BrazilRemote Sensing Division, National Institute for Space Research (INPE), Avenida dos Astronautas, 1758, São José dos Campos, SP 12227-010, BrazilWeb tools for statistical investigation with an interactive and friendly interface enable users without programming knowledge to conduct their analyses. We develop an Interactive Correlation Environment (ICE) in an open access platform to perform spectral collinearity analysis for biogeochemical activity retrieval. We evaluate its performance on different browsers and applied it to retrieve chlorophyll-a (chl-a) concentration in a tropical reservoir. The use of ICE to retrieve water chl-a concentration got a Root Mean Square Error (RMSE) lower than 7% for seasonal datasets, enhancing ICE's ability to adapt it within season. An RMSE of 17% was found for the mixed dataset with a large range of chl-a concentrations. We conclude that the use of ICE is recommended, due to its quick response, easily manipulation, high accuracy, and empirical adaptation to seasonal variability. Its use is enhanced by the development of hyperspectral sensors, which allow the identification of several biogeochemical components, such as chl-a, phycocyanin (PC), soil salinity, soil types, leaf nitrogen, and leaf chl-a concentration.http://www.mdpi.com/2072-4292/6/4/30592D correlation plotweb toolcorrelationbio-opticalchlorophyllband ratio |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Igor Ogashawara Marcelo P. Curtarelli Arley F. Souza Pétala B. Augusto-Silva Enner H. Alcântara José L. Stech |
spellingShingle |
Igor Ogashawara Marcelo P. Curtarelli Arley F. Souza Pétala B. Augusto-Silva Enner H. Alcântara José L. Stech Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity Analysis Remote Sensing 2D correlation plot web tool correlation bio-optical chlorophyll band ratio |
author_facet |
Igor Ogashawara Marcelo P. Curtarelli Arley F. Souza Pétala B. Augusto-Silva Enner H. Alcântara José L. Stech |
author_sort |
Igor Ogashawara |
title |
Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity Analysis |
title_short |
Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity Analysis |
title_full |
Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity Analysis |
title_fullStr |
Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity Analysis |
title_full_unstemmed |
Interactive Correlation Environment (ICE) — A Statistical Web Tool for Data Collinearity Analysis |
title_sort |
interactive correlation environment (ice) — a statistical web tool for data collinearity analysis |
publisher |
MDPI AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2014-04-01 |
description |
Web tools for statistical investigation with an interactive and friendly interface enable users without programming knowledge to conduct their analyses. We develop an Interactive Correlation Environment (ICE) in an open access platform to perform spectral collinearity analysis for biogeochemical activity retrieval. We evaluate its performance on different browsers and applied it to retrieve chlorophyll-a (chl-a) concentration in a tropical reservoir. The use of ICE to retrieve water chl-a concentration got a Root Mean Square Error (RMSE) lower than 7% for seasonal datasets, enhancing ICE's ability to adapt it within season. An RMSE of 17% was found for the mixed dataset with a large range of chl-a concentrations. We conclude that the use of ICE is recommended, due to its quick response, easily manipulation, high accuracy, and empirical adaptation to seasonal variability. Its use is enhanced by the development of hyperspectral sensors, which allow the identification of several biogeochemical components, such as chl-a, phycocyanin (PC), soil salinity, soil types, leaf nitrogen, and leaf chl-a concentration. |
topic |
2D correlation plot web tool correlation bio-optical chlorophyll band ratio |
url |
http://www.mdpi.com/2072-4292/6/4/3059 |
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