Naslov: | DendroTools : R package for studying linear and nonlinear responses between tree-rings and daily environmental data |
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Avtorji: | ID Jevšenak, Jernej (Avtor) ID Levanič, Tom (Avtor) |
Datoteke: | PDF - Predstavitvena datoteka, prenos (1,19 MB) MD5: 39B284BEC5974690B1AF8E4830A80DF2 PID: 20.500.12556/dirros/dda010a8-1531-486b-98b8-9ba0826c674c
URL - Izvorni URL, za dostop obiščite https://www.sciencedirect.com/science/article/pii/S1125786517301613?via%3Dihub
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Jezik: | Angleški jezik |
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Tipologija: | 1.01 - Izvirni znanstveni članek |
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Organizacija: | SciVie - Gozdarski inštitut Slovenije
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Povzetek: | We 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). |
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Ključne besede: | dendroclimatology, daily climate data, running window, nonlinear modelling, tree-ring proxies, climate reconstruction |
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Status publikacije: | Objavljeno |
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Verzija publikacije: | Recenzirani rokopis |
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Št. strani: | str. 32-39 |
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Številčenje: | Vol. 48 |
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PID: | 20.500.12556/DiRROS-8217 |
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UDK: | 630*56:630*17:630*11 |
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ISSN pri članku: | 1125-7865 |
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DOI: | 10.1016/j.dendro.2018.01.005 |
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COBISS.SI-ID: | 4995238 |
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Datum objave v DiRROS: | 16.04.2018 |
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Število ogledov: | 2979 |
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Število prenosov: | 1863 |
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