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+
+
+
+ 20240522T114024-3ef6d90c33f1629b363ab15b9261a0d27306ff3b
+ 20240522114024
+
+ JOSS Admin
+ admin@theoj.org
+
+ The Open Journal
+
+
+
+
+ Journal of Open Source Software
+ JOSS
+ 2475-9066
+
+ 10.21105/joss
+ https://joss.theoj.org
+
+
+
+
+ 05
+ 2024
+
+
+ 9
+
+ 97
+
+
+
+ fellingdater: a toolkit to estimate, report and combine
+felling dates derived from historical tree-ring series.
+
+
+
+ Kristof
+ Haneca
+ https://orcid.org/0000-0002-7719-8305
+
+
+
+ 05
+ 22
+ 2024
+
+
+ 6716
+
+
+ 10.21105/joss.06716
+
+
+ http://creativecommons.org/licenses/by/4.0/
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+ 10.5281/zenodo.11186275
+
+
+ GitHub review issue
+ https://github.com/openjournals/joss-reviews/issues/6716
+
+
+
+ 10.21105/joss.06716
+ https://joss.theoj.org/papers/10.21105/joss.06716
+
+
+ https://joss.theoj.org/papers/10.21105/joss.06716.pdf
+
+
+
+
+
+ Precise tree-ring dating of building
+activities despite the absence of bark: A case-study on medieval church
+roofs in damme, belgium
+ Haneca
+ Dendrochronologia
+ 1
+ 30
+ 10.1016/j.dendro.2011.06.002
+ 2012
+ Haneca, K., & Debonne, V. (2012).
+Precise tree-ring dating of building activities despite the absence of
+bark: A case-study on medieval church roofs in damme, belgium.
+Dendrochronologia, 30(1), 23–34.
+https://doi.org/10.1016/j.dendro.2011.06.002
+
+
+ A slice through time. Dendrochronology and
+precision dating
+ Baillie
+ 1995
+ Baillie, M. G. L. (1995). A slice
+through time. Dendrochronology and precision dating. B.T. Batsford
+Ltd.
+
+
+ Oaks, tree-rings and wooden cultural
+heritage: A review of the main characteristics and applications of oak
+dendrochronology in europe
+ Haneca
+ Journal of Archaeological
+Science
+ 1
+ 36
+ 10.1016/j.jas.2008.07.005
+ 2009
+ Haneca, K., Cufar, K., &
+Beeckman, H. (2009). Oaks, tree-rings and wooden cultural heritage: A
+review of the main characteristics and applications of oak
+dendrochronology in europe. Journal of Archaeological Science, 36(1),
+1–11. https://doi.org/10.1016/j.jas.2008.07.005
+
+
+ Dendroarchaeology in Europe
+ Tegel
+ Frontiers in Ecology and
+Evolution
+ 10
+ 10.3389/fevo.2022.823622
+ 2022
+ Tegel, W., Muigg, B., Skiadaresis,
+G., Vanmoerkerke, J., & Seim, A. (2022). Dendroarchaeology in
+Europe. Frontiers in Ecology and Evolution, 10, 823622.
+https://doi.org/10.3389/fevo.2022.823622
+
+
+ A statistical model for the prediction of the
+number of sapwood rings in Scots pine (Pinus sylvestris
+L.)
+ Edvardsson
+ Dendrochronologia
+ 74
+ 10.1016/j.dendro.2022.125963
+ 2022
+ Edvardsson, J., Rögnvaldsson, K.,
+Helgadóttir, E. D., Linderson, H., & Hrafnkelsson, B. (2022). A
+statistical model for the prediction of the number of sapwood rings in
+Scots pine (Pinus sylvestris L.). Dendrochronologia, 74, 125963.
+https://doi.org/10.1016/j.dendro.2022.125963
+
+
+ The Zurich method for sapwood
+estimation
+ Bleicher
+ Dendrochronologia
+ 64
+ 10.1016/j.dendro.2020.125776
+ 2020
+ Bleicher, N., Walder, F., Gut, U.,
+& Bolliger, M. (2020). The Zurich method for sapwood estimation.
+Dendrochronologia, 64, 125776.
+https://doi.org/10.1016/j.dendro.2020.125776
+
+
+ Determination of the number of sapwood annual
+rings in oak in the region of southern moravia
+ Rybnicek
+ Journal of Forest Science
+ 3
+ 52
+ 10.17221/4496-JFS
+ 2006
+ Rybnicek, M., Vavrik, H., &
+Hubeny, R. (2006). Determination of the number of sapwood annual rings
+in oak in the region of southern moravia. Journal of Forest Science,
+52(3), 141–146.
+https://doi.org/10.17221/4496-JFS
+
+
+ A 700 year dating chronology for northern
+france. Applications of tree-ring studies. Current research in
+dendrochronology and related subjects
+ Pilcher
+ BAR International Series
+ 333
+ 1987
+ Pilcher, J. R. (1987). A 700 year
+dating chronology for northern france. Applications of tree-ring
+studies. Current research in dendrochronology and related subjects. BAR
+International Series, 333, 127–139.
+
+
+ Jahrringchronologische datierung von
+eichenhölzern ohne waldkante
+ Hollstein
+ Bonner Jahrbücher
+ 165
+ 1965
+ Hollstein, E. (1965).
+Jahrringchronologische datierung von eichenhölzern ohne waldkante.
+Bonner Jahrbücher, 165, 12–27.
+
+
+ Mitteleuropäische eichenchronologie: Trierer
+dendrochronologische forschungen zur archäologie und
+kunstgeschichte
+ Hollstein
+ 1980
+ Hollstein, E. (1980).
+Mitteleuropäische eichenchronologie: Trierer dendrochronologische
+forschungen zur archäologie und kunstgeschichte. Verlag Phillipp von
+Zabern.
+
+
+ Aufbau und anwendung der dendrochronologie
+für eichenholz in polen
+ Wazny
+ 1990
+ Wazny, T. (1990). Aufbau und
+anwendung der dendrochronologie für eichenholz in polen [PhD
+thesis].
+
+
+ The interpretation, presentation and use of
+tree-ring dates
+ Miles
+ Vernacular architecture
+ 28
+ 10.1179/030554797786050563
+ 1997
+ Miles, D. (1997). The interpretation,
+presentation and use of tree-ring dates. Vernacular Architecture, 28,
+40–56.
+https://doi.org/10.1179/030554797786050563
+
+
+ Sapwood estimates of pedunculate oak (Quercus
+robur L.) in eastern Baltic
+ Sohar
+ Dendrochronologia
+ 1
+ 30
+ 10.1016/j.dendro.2011.08.001
+ 2012
+ Sohar, K., Vitas, A., &
+Läänelaid, A. (2012). Sapwood estimates of pedunculate oak (Quercus
+robur L.) in eastern Baltic. Dendrochronologia, 30(1), 49–56.
+https://doi.org/10.1016/j.dendro.2011.08.001
+
+
+ A tree-ring chronology from the western part
+of sweden. Sapwood and a dating problem
+ Bräthen
+ Second nordic conference on the application
+of scientific methods in archaeology, PACT 7(1)
+ 1982
+ Bräthen, A. (1982). A tree-ring
+chronology from the western part of sweden. Sapwood and a dating
+problem. In T. Hackens & V. Mejdahl (Eds.), Second nordic conference
+on the application of scientific methods in archaeology, PACT 7(1) (pp.
+27–35).
+
+
+ Sapwood estimates in the interpretation of
+tree-ring dates
+ Hughes
+ Journal of Archaeological
+Science
+ 8
+ 10.1016/0305-4403(81)90037-6
+ 1981
+ Hughes, M. K., Milsom, S. J., &
+Leggett, P. A. (1981). Sapwood estimates in the interpretation of
+tree-ring dates. Journal of Archaeological Science, 8, 381–390.
+https://doi.org/10.1016/0305-4403(81)90037-6
+
+
+ Sapwood characteristics of Quercus robur
+species from the south-western part of the Pannonian
+Basin
+ Jevšenak
+ Dendrochronologia
+ 54
+ 10.1016/j.dendro.2019.02.006
+ 2019
+ Jevšenak, J., Goršić, E., Stojanović,
+D. B., Matović, B., & Levanič, T. (2019). Sapwood characteristics of
+Quercus robur species from the south-western part of the Pannonian
+Basin. Dendrochronologia, 54, 64–70.
+https://doi.org/10.1016/j.dendro.2019.02.006
+
+
+ Sapwood estimates and the dating of short
+ring sequences
+ Hillam
+ BAR International Series
+ 333
+ 1987
+ Hillam, J., Morgan, R. A., &
+Tyers, I. (1987). Sapwood estimates and the dating of short ring
+sequences. BAR International Series, 333,
+165–185.
+
+
+ Estimating missing sapwood rings in three
+European gymnosperm species by the heartwood age rule
+ Gjerdrum
+ Dendrochronologia
+ 3
+ 31
+ 10.1016/j.dendro.2013.03.001
+ 2013
+ Gjerdrum, P. (2013). Estimating
+missing sapwood rings in three European gymnosperm species by the
+heartwood age rule. Dendrochronologia, 31(3), 228–231.
+https://doi.org/10.1016/j.dendro.2013.03.001
+
+
+ Refinements in the interpretation of
+tree-ring dates for oak building timbers in england and
+wales
+ Miles
+ Vernacular Architecture
+ 37
+ 10.1179/174962906X158291
+ 2006
+ Miles, D. (2006). Refinements in the
+interpretation of tree-ring dates for oak building timbers in england
+and wales. Vernacular Architecture, 37, 84–96.
+https://doi.org/10.1179/174962906X158291
+
+
+ Bayesian interpretation of tree-ring dates in
+practice
+ Tyers
+ Vernacular Architecture
+ 1
+ 39
+ 10.1179/174962908X365082
+ 2008
+ Tyers, C. (2008). Bayesian
+interpretation of tree-ring dates in practice. Vernacular Architecture,
+39(1), 91106.
+https://doi.org/10.1179/174962908X365082
+
+
+ A dendrochronology program library in R
+(dplR)
+ Bunn
+ Dendrochronologia
+ 2
+ 26
+ 10.1016/j.dendro.2008.01.002
+ 2008
+ Bunn, A. G. (2008). A
+dendrochronology program library in R (dplR). Dendrochronologia, 26(2),
+115–124.
+https://doi.org/10.1016/j.dendro.2008.01.002
+
+
+ Statistical and visual crossdating in R using
+the dplR library
+ Bunn
+ Dendrochronologia
+ 4
+ 28
+ 10.1016/j.dendro.2009.12.001
+ 2010
+ Bunn, A. G. (2010). Statistical and
+visual crossdating in R using the dplR library. Dendrochronologia,
+28(4), 251–258.
+https://doi.org/10.1016/j.dendro.2009.12.001
+
+
+ dplR: Dendrochronology program library in r. R
+package version 1.7.4
+ Bunn
+ 2022
+ Bunn, A. G., Korpela, M., Biondi, F.,
+Campelo, F., Mérain, P., Qeadan, F., & Zang, C. (2022). dplR:
+Dendrochronology program library in r. R package version 1.7.4.
+https://CRAN.R-project.org/package=dplR
+
+
+ Bayesian analysis of radiocarbon
+dates
+ Bronk Ramsey
+ Radiocarbon
+ 1
+ 51
+ 10.2458/rc.v51i1.3494
+ 2009
+ Bronk Ramsey, C. (2009). Bayesian
+analysis of radiocarbon dates. Radiocarbon, 51(1), 337–360.
+https://doi.org/10.2458/rc.v51i1.3494
+
+
+ A bayesian approach to sapwood estimates and
+felling dates in dendrochronology
+ Millard
+ Archaeometry
+ 1
+ 44
+ 10.1111/1475-4754.00048
+ 2002
+ Millard, A. (2002). A bayesian
+approach to sapwood estimates and felling dates in dendrochronology.
+Archaeometry, 44(1), 137–143.
+https://doi.org/10.1111/1475-4754.00048
+
+
+ The ups and downs of the building trade in a
+medieval city: Tree-ring data as proxies for economic, social and
+demographic dynamics in Bruges (c. 12001500)
+ Haneca
+ Dendrochronologia
+ 64
+ 10.1016/j.dendro.2020.125773
+ 2020
+ Haneca, K., Debonne, V., &
+Hoffsummer, P. (2020). The ups and downs of the building trade in a
+medieval city: Tree-ring data as proxies for economic, social and
+demographic dynamics in Bruges (c. 12001500). Dendrochronologia, 64,
+125773.
+https://doi.org/10.1016/j.dendro.2020.125773
+
+
+ OpenDendro webpages & code
+ Bunn
+ 10.5281/ZENODO.6110786
+ 2022
+ Bunn, A. G., Anchukaitis, K., &
+Swetnam, T. L. (2022). OpenDendro webpages & code. Zenodo.
+https://doi.org/10.5281/ZENODO.6110786
+
+
+ ggplot2: elegant graphics for data
+analysis
+ Wickham
+ 2016
+ Wickham, H. (2016). ggplot2: elegant
+graphics for data analysis. Springer-Verlag.
+https://ggplot2.tidyverse.org
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+
+ Correcting the calculation of
+gleichläufigkeit
+ Buras
+ Dendrochronologia
+ 34
+ 10.1016/j.dendro.2015.03.003
+ 2015
+ Buras, A., & Wilmking, M. (2015).
+Correcting the calculation of gleichläufigkeit. Dendrochronologia, 34,
+29–30.
+https://doi.org/10.1016/j.dendro.2015.03.003
+
+
+ Beitrag zur rationalisierung eines
+dendrochronologischen verfahrens und zur analyse seiner
+aussagesicherheit
+ Eckstein
+ Forstwissenschaftliches
+Centralblatt
+ 88
+ 10.1007/BF02741777
+ 1969
+ Eckstein, D., & Bauch, J. (1969).
+Beitrag zur rationalisierung eines dendrochronologischen verfahrens und
+zur analyse seiner aussagesicherheit. Forstwissenschaftliches
+Centralblatt, 88, 230–250.
+https://doi.org/10.1007/BF02741777
+
+
+ Über die sicherheit jahrringchronologische
+datierung
+ Huber
+ Holz als Roh und Werkstoff
+ 10-12
+ 6
+ 10.1007/BF02603303
+ 1943
+ Huber, B. (1943). Über die sicherheit
+jahrringchronologische datierung. Holz Als Roh Und Werkstoff, 6(10-12),
+263–268. https://doi.org/10.1007/BF02603303
+
+
+ On the similarity of tree-ring patterns:
+Assessing the influence of semi-synchronous growth changes on the
+Gleichläufigkeitskoeffizient for big tree-ring data sets
+ Visser
+ Archaeometry
+ 1
+ 63
+ 10.1111/arcm.12600
+ 2021
+ Visser, R. M. (2021). On the
+similarity of tree-ring patterns: Assessing the influence of
+semi-synchronous growth changes on the Gleichläufigkeitskoeffizient for
+big tree-ring data sets. Archaeometry, 63(1), 204–215.
+https://doi.org/10.1111/arcm.12600
+
+
+ RemembeRINGs. The development and application
+of local and regional tree-ring chronologies of oak for the purposes of
+archaeological and historical research in the netherlands
+ Jansma
+ 1995
+ Jansma, E. (1995). RemembeRINGs. The
+development and application of local and regional tree-ring chronologies
+of oak for the purposes of archaeological and historical research in the
+netherlands. ROB.
+https://dspace.library.uu.nl/handle/1874/45149
+
+
+ A simple crossdating program for tree-ring
+research
+ Baillie
+ Tree-Ring Bulletin
+ 33
+ 1973
+ Baillie, M. G. L., & Pilcher, J.
+R. (1973). A simple crossdating program for tree-ring research.
+Tree-Ring Bulletin, 33, 7–14.
+
+
+ Methods for summarizing radiocarbon
+datasets
+ Bronk Ramsey
+ Radiocarbon
+ 6
+ 59
+ 10.1017/RDC.2017.108
+ 2017
+ Bronk Ramsey, C. (2017). Methods for
+summarizing radiocarbon datasets. Radiocarbon, 59(6), 1809–1833.
+https://doi.org/10.1017/RDC.2017.108
+
+
+ Radiocarbon calibration and analysis of
+stratigraphy: The OxCal program
+ Bronk Ramsey
+ Radiocarbon
+ 2
+ 37
+ 10.1017/S0033822200030903
+ 1995
+ Bronk Ramsey, C. (1995). Radiocarbon
+calibration and analysis of stratigraphy: The OxCal program.
+Radiocarbon, 37(2), 425–430.
+https://doi.org/10.1017/S0033822200030903
+
+
+ Summary of dendro data formats (published as
+supplementary material for Brewer, Murphy & Jansma, 2011. TRiCYCLE:
+a universal conversion tool for digital tree-ring data).
+ Brewer
+ Tree-Ring Research
+ 67
+ 10.3959/2010-12.1
+ 2011
+ Brewer, P., & Murphy, D. (2011).
+Summary of dendro data formats (published as supplementary material for
+Brewer, Murphy & Jansma, 2011. TRiCYCLE: a universal conversion tool
+for digital tree-ring data). Tree-Ring Research, 67, 60.
+https://doi.org/10.3959/2010-12.1
+
+
+ Inference from large sets of radiocarbon
+dates: software and methods
+ Crema
+ Radiocarbon
+ 10.1017/RDC.2020.95
+ 2020
+ Crema, E. R., & Bevan, A. (2020).
+Inference from large sets of radiocarbon dates: software and methods.
+Radiocarbon, 1–17.
+https://doi.org/10.1017/RDC.2020.95
+
+
+ Seeing the forest for the trees: New
+approaches and challenges for dendroarchaeology in the 21st
+century
+ Domínguez-Delmás
+ Dendrochronologia
+ 62
+ 10.1016/j.dendro.2020.125731
+ 2020
+ Domínguez-Delmás, M. (2020). Seeing
+the forest for the trees: New approaches and challenges for
+dendroarchaeology in the 21st century. Dendrochronologia, 62, 125731.
+https://doi.org/10.1016/j.dendro.2020.125731
+
+
+ European Larch Sapwood: A Model for
+Predicting the Cambial Age and for a More Accurate
+Dating
+ Shindo
+ Dendrochronologia
+ 83
+ 10.1016/j.dendro.2023.126150
+ 2024
+ Shindo, L., Saulnier, M., Raese, H.,
+Guibal, F., Edouard, J.-L., Bolka, M., Carrer, M., Corona, C., Gassmann,
+P., Grabner, M., Guillet, S., Nicolussi, K., Nola, P., Pignatelli, O.,
+& Stoffel, M. (2024). European Larch Sapwood: A Model for Predicting
+the Cambial Age and for a More Accurate Dating. Dendrochronologia, 83,
+126150.
+https://doi.org/10.1016/j.dendro.2023.126150
+
+
+
+
+
+
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+
+
+
+
+
+
+
+Journal of Open Source Software
+JOSS
+
+2475-9066
+
+Open Journals
+
+
+
+6716
+10.21105/joss.06716
+
+fellingdater: a toolkit to estimate,
+report and combine felling dates derived from historical tree-ring
+series.
+
+
+
+https://orcid.org/0000-0002-7719-8305
+
+Haneca
+Kristof
+
+
+
+
+
+Flanders Heritage Agency, Belgium
+
+
+
+
+24
+4
+2024
+
+9
+97
+6716
+
+Authors of papers retain copyright and release the
+work under a Creative Commons Attribution 4.0 International License (CC
+BY 4.0)
+2022
+The article authors
+
+Authors of papers retain copyright and release the work under
+a Creative Commons Attribution 4.0 International License (CC BY
+4.0)
+
+
+
+R
+tree-ring analysis
+dendrochronology
+sapwood
+dendroarchaeology
+
+
+
+
+
+ Summary
+
Tree-ring dating, or dendrochronology, allows the assignment of
+ calendar-year dates to growth rings that can be observed on an old
+ piece of timber. Once a tree-ring series is securely anchored to a
+ calendar year time scale, the end date of the outermost ring can be
+ used to estimate the year when the tree was felled.
+
The fellingdater package offers a suite of
+ functions that can assist dendrochronologists to infer, combine and
+ report felling date estimates from dated tree-ring series, based on
+ the presence of partially preserved sapwood or waney edge
+ (Fig. 1).
+
+
A cross-section of a historical timber from a medieval
+ roof construction. All ring boundaries are marked, as well as the
+ heartwood and the partially preserved sapwood.
+
+
+
+
+ Background
+
Dendrochronology is the most precise chronometric dating technique
+ for (pre-)historical wooden constructions and objects
+ (Baillie,
+ 1995). It involves recording the ring width pattern on a
+ cross-section of an ancient wooden element and matching this pattern
+ to absolutely dated reference chronologies. This allows anchoring the
+ recorded tree-ring pattern to an absolute time scale. In
+ archaeological, architectural or art-historical studies, the primary
+ objective of a dendrochronological survey is to ascertain an accurate
+ estimate of the felling date (or dying-off) of the parent
+ tree from which the timber originates
+ (Domínguez-Delmás,
+ 2020;
+ Haneca
+ et al., 2009;
+ Tegel
+ et al., 2022). This felling date is the closest related and
+ datable event to the creation of the wooden object or
+ construction.
+
The exact felling date can be inferred from the most recently
+ formed tree ring prior to the felling or death of the tree. Often, the
+ wood of the felled tree has undergone processing, trimming, or
+ biological deterioration leading to the irreversible loss of wood
+ tissue. In such cases, the timing of the felling date can only be
+ estimated. The most challenging situation is when neither sapwood, nor
+ the transition between heartwood and sapwood, remains on the object or
+ timber (Fig. 1,
+ HW/SW boundary). Then, an untraceable amount of wood and growth layers
+ has been removed and the last measured ring only provides an earliest
+ possible felling date or terminus post quem.
+
The fellingdater package aims to facilitate
+ the process to infer, combine and report felling date estimates from
+ dated tree-ring series, based on the presence of (partially) preserved
+ sapwood or waney edge.
+
+
+ Statement of need
+
Many descriptive statistics and statistical models have been
+ published to establish accurate estimates of the expected number of
+ sapwood rings
+ (Bleicher
+ et al., 2020;
+ Bräthen,
+ 1982;
+ Edvardsson
+ et al., 2022;
+ Gjerdrum,
+ 2013;
+ Haneca
+ et al., 2009;
+ Hillam
+ et al., 1987;
+ Hollstein,
+ 1965,
+ 1980;
+ Hughes
+ et al., 1981;
+ Jevšenak
+ et al., 2019;
+ Miles,
+ 1997;
+ Pilcher,
+ 1987;
+ Rybnicek
+ et al., 2006;
+ Shindo
+ et al., 2024;
+ Sohar
+ et al., 2012;
+ Wazny,
+ 1990). These models are based on counts of sapwood rings from
+ living and historical timbers and often rely on log-transformation of
+ the original data, or use regression models including additional
+ variables such as mean ring width, the cambial age of the tree or a
+ combination of both. A standardized methodology for reporting felling
+ dates is therefore hampered by this variety in statistical
+ approaches.
+
A Bayesian method to improve the procedures to model sapwood data,
+ compute lower and upper limits for the felling date based upon the
+ selected sapwood model and a given credible interval have been
+ introduced by Millard
+ (2002).
+ This procedure was further refined by Miles
+ (2006),
+ and critically reviewed with real-life examples by Tyers
+ (2008).
+ This workflow has been incorporated in
+ OxCal,
+ the routine software for radiocarbon dating and modelling
+ (Bronk
+ Ramsey, 2009). Tree-ring analysis, on the other hand, relies on
+ a growing set of R-packages, with the ‘Dendrochronology
+ Program Library in R’
+ (Bunn,
+ 2008,
+ 2010;
+ Bunn,
+ Korpela, et al., 2022), at its core (https://opendendro.org/,
+ Bunn,
+ Anchukaitis, et al., 2022). Yet, the reporting of felling dates
+ is currently not a standardized procedure incorporated in an
+ R-package.
+
The fellingdater package allows to fully
+ document the methodology to establish a felling date – for a single
+ timber or a group of timbers – making the whole procedure reproducible
+ and assists in building standardized workflows when applied to large
+ datasets (e.g.
+ Haneca
+ et al., 2020). The package includes functions related to each
+ step in the (generalized) workflow when analysing historical tree-ring
+ series (Fig. 2).
+
+
A generalized workflow and related functions, for
+ inferring felling dates from tree-ring dated historical
+ timbers.
+
+
+
+
+ Data within the package
+
The package comes with published datasets of sapwood counts,
+ retrieved from their original publication (e.g.
+ Haneca
+ & Debonne, 2012). This was only possible for a limited
+ number of datasets as many have been published as histograms with wide
+ bins (>1), what does do not allow to retrieve the underlying data
+ points. An overview of all included sapwood datasets is generated by
+ sw_data_overview().
+
More information on the datasets, such as the bibliographic
+ reference to the original publication, the wood species and some basic
+ descriptive statistics can be accessed by
+ sw_data_info(<name_of_dataset>).
+
sw_model() fits a chosen density
+ distribution to the original data, and returns the output of the
+ modelling process. With sw_model_plot() the
+ model is visualized as a ggplot-style graph
+ (Wickham,
+ 2016) (Fig.
+ 3).
The function read_fh() is an extension to
+ the dplR::read.fh() function and allows to
+ read .fh
+ (format
+ Heidelberg) files of ring widths (in decadal, half-chrono
+ or chrono format)
+ (Brewer
+ & Murphy, 2011). The function is focused on extracting
+ information found in the HEADER fields of the .fh files, which often
+ harbour essential information necessary for establishing a well
+ informed estimate of the felling date. The
+ read_fh() function retrieves the information
+ from the HEADER fields and lists the items as attributes to the
+ ring-width measurements. The
+ fh_header()function facilitates easy
+ conversion to a data.frame.
+
+
+ Crossdating
+
The function cor_table() computes commonly
+ used correlation values between dated tree-ring series and reference
+ chronologies. This function helps to verify the assigned end date of
+ the series by comparing the measurements against absolutely dated
+ reference chronologies, thereby providing information on timber
+ provenance. The latter enables the selection of the most appropriate
+ sapwood model for the tree-ring data.
After selecting the appropriate sapwood model (e.g., one of
+ Fig. 3) one can use the
+ model to estimate the upper and lower limits of the number of
+ missing sapwood rings. The function
+ sw_interval() calculates the probability
+ density function (PDF) and highest probability density interval
+ (HDI) of the felling date range based on the observed number of
+ sapwood rings (n_sapwood = ...), their
+ chronological dating (last = ...), and the
+ selected sapwood data (sw_data = ...) and
+ model (densfun = ...).
+
In the example below, 10 sapwood rings were observed on a
+ historical timber (with the last ring dated to 1234 CE) that is
+ supposed to have a provenance in the Southern Baltic region (covered
+ by the sapwood model published by Wazny
+ (1990)).
+ The HDI delineates an interval in which the actual felling date is
+ most likely situated (Fig.
+ 4).
+
Note that the more sapwood rings that have been measured, the
+ more probability mass is assigned to the tails of the sapwood
+ model.
A truncated lognormal distribution, representing the
+ sapwood model for a tree-ring series with 10 sapwood rings. The
+ black line delineates the 95% credible interval for the felling
+ date.
+
+
+
+
+ Combine felling dates
+
+ sw_combine
+
The procedure to combine felling dates of a group of related
+ tree-ring series with (partially) preserved sapwood, in order to
+ narrow down the range of a shared felling date, is provided by the
+ function sw_combine(). This function
+ returns a list with:
+
+
+
the probability density function (PDF) for the felling date
+ of the individual series and the PDF of the model that
+ combines these individual series
+ ($data_raw),
+
+
+
the HDI for the combined estimate of the common felling
+ date ($hdi_model),
+
+
+
the Agreement index
+ ($A_model) of the model, expressing how
+ well the individual series fit into the model,
+
+
+
an overview of the felling date range for the individual
+ series ($individual_series), and their
+ Agreement index
+ (Ai) to the combined model.
+
+
+
The function sw_combine_plot() allows to
+ visualize the output.
+
The rationale and mathematical background of the
+ Agreement index (Ai)
+ was introduced and developed by Bronk Ramsey
+ (1995,
+ 2017).
+ Both the Ai of the individual series
+ and for the whole model (Amodel)
+ should ideally be around 100%, and not lower than the critical
+ threshold Ac = 60%.
+
The example dataset below consists of 5 dated tree-ring series,
+ one of which has an exact felling date
+ (Fig. 5,
+ left). The proposed combined felling date equals the
+ felling date of the series with an exact felling date (trs_15),
+ but now it can be assessed that this falls within the felling date
+ ranges for three other individual series (trs_11, trs_12 and
+ trs_14). One other series (trs_13) has no remaining sapwood and
+ therefore only an earliest possible felling date can be given
+ (arrow pointing away from last measured ring). The agreement
+ indexes of all individual series and the overall model are high
+ and above the critical threshold of 60%.
Graphical output of
+ sw_combine(). The sapwood model for the
+ individual series in light grey, the probability density
+ function of the combined felling in dark grey tone. The credible
+ interval for the felling date of individual series is shown as a
+ dashed red line and a black line for the combined estimate. The
+ dataset in the left graph includes an exact felling date that
+ matches with the estimates for the other series. The graph on
+ the right shows a model that fails to group all series around a
+ common felling date.
+
+
+
In the next example, an attempt to compute a common felling
+ date for a group of 5 tree-ring series fails. All but one of the
+ series include partially preserved sapwood, but these tree-ring
+ series do not share a common timing for their estimated felling
+ date (Fig. 5,
+ right). The agreement index of the model is far below 60%,
+ as is the case for most of the individual series.
For large datasets of dated tree-ring series, it is not always
+ straightforward to assess temporal trends in the frequency of
+ felling dates. The individual series each have their own probability
+ density function based on a chosen sapwood model and the number of
+ observed sapwood rings. To make another reference to radiocarbon
+ dating, it is common practice in the analysis of large volumes of
+ radiocarbon dates to compute the summed probability
+ densities (SPD) of the calibrated radiocarbon dates. Summed
+ probabilities are used to determine the temporal density of ages
+ (events) in situations where there is no clear prior information on
+ their distribution
+ (Bronk
+ Ramsey, 2017). This procedure is implemented in OxCal and the
+ R-package rcarbon
+ (Crema
+ & Bevan, 2020). The function
+ sw_sum() makes his procedure available for
+ tree-ring analyses. The summed probability distribution (SPD) of the
+ individual probability densities of felling dates of single
+ tree-ring series with incomplete sapwood allows visualizing of
+ fluctuations in the incidence of potential felling dates over time.
+ Exact felling dates derived from tree-ring series with waney edge
+ are not included in the computational process of the SPD as they
+ would result in anomalous spikes in the SPD, since their associated
+ probability (p = 1) would be assigned to a single
+ calendar year. Therefore exact felling dates are plotted separately
+ on top of the SPD (Fig.
+ 6).
Graphical representation of the out put of
+ sw_sum(). The blue bars represent the
+ summed probability density (SPD) of the individual series with
+ partial sapwood. The red line is a rectangular filter applied to
+ the SPD to highlight the general trend. Series with exact felling
+ dates are plotted as triangles.
+
+
+
+
+
+ Future work
+
In its current version, the package
+ fellingdater is tailored to the general
+ workflow for analyzing tree-ring datasets from wooden cultural
+ heritage objects and constructions, made of European oak
+ (Quercus sp.). The sapwood data included in the
+ current version reflect this focus on oak. However, all functions can
+ also work with a custom sapwood dataset provided as a
+ data.frame. As such, sapwood data from other
+ regions and wood species can also be explored, modeled and used to
+ determine felling dates.
+
+
+ Acknowledgements
+
Koen Van Daele and Ronald Visser fueled me with valuable feedback
+ on earlier versions of the package.
+
At rOpenSci, dr. Antonio J. Pérez-Luque, dr.
+ Nicholas Tierney and dr. Maëlle Salmon provided an essential and
+ constructive software review, allowing me to significantly improve the
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