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DendroTools : R package for studying linear and nonlinear responses between tree-rings and daily environmental dataJevšenak, Jernej ; Levanič, TomWe introduce in this paper the dendroTools R package for studying the statistical relationships between tree-ring parameters and daily environmental data. The core function of the package is ... daily_response(), which works by sliding a moving window through daily environmental data and calculating statistical metrics with one or more tree ring proxies. Possible metrics are correlation coefficient, coefficient of determination and adjusted coeffi- cient of determination. In addition to linear regression, it is possible to use a nonlinear artificial neural network with the Bayesian regularization training algorithm (brnn). dendroTools provides the opportunity to use daily climate data and robust nonlinear functions for the analysis of climate-growth relationships. Models should thus be better adapted to the real (continuous) growth of trees and should gain in predictive capabilities. The dendroTools R package is freely available in the CRAN repository. The functionality of the package is demonstrated on two examples, one using a mean vessel area (MVA) chronology and one a traditional tree-ring width (TRW).Source: Dendrochronologia. - ISSN 1125-7865 (Vol. 48, Apr. 2018, str. 32-39)Type of material - article, component partPublish date - 2018Language - englishCOBISS.SI-ID - 4995238
Author
Jevšenak, Jernej |
Levanič, Tom
Topics
dendroclimatology |
daily climate data |
running window |
nonlinear modelling |
tree-ring proxies |
climate reconstruction |
dendroklimatologija |
dnevni klimatski podatki |
drseče okno |
nelinearno modeliranje |
proxy podatki iz drevesnih branik |
rekonstrukcija klime
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Author | Jevšenak, Jernej ; Levanič, Tom |
Title | DendroTools : R package for studying linear and nonlinear responses between tree-rings and daily environmental data |
Publication date | 2018-02-10 |
COBISS.SI-ID | 4995238 |
Publication version in repository | Postprint, author's finally reviewed version, accepted for publication |
Publication licence | Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International |
Embargo | Postpone publication for public until 2020-02-10 |
Project(s) from which the publication was funded
Title | Acronym | Project ID | Funder |
---|---|---|---|
Mortaliteta v nižinskih hrastovih sestojih Panonske nižine - posledica zniževanja podtalnice ali klimatskih sprememb? | J4-8216-2017 |
Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije |
|
Uporaba paleoklimatskih podatkov za izboljševanje napovedovanja suše na Z Balkanu | J4-5519-2013 |
Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije |
|
Gozdna biologija, ekologija in tehnologija | P4-0107-2015 |
Javna agencija za znanstvenoraziskovalno in inovacijsko dejavnost Republike Slovenije |
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Database name | Field | Year |
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Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
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Jevšenak, Jernej | 39600 |
Levanič, Tom | 11595 |
Source: Personal bibliographies
and: SICRIS
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