[en] Tree growth is a key ecosystem function supporting climate change mitigation strategies. However climate change may induce feedbacks on radial growth and wood density, affecting the carbon sequestration capacity of forests. Using a mixed modeling technique long-term trends in radial growth, wood density and above-ground biomass, defined as the product of the annual basal area growth with the wood density, of common beech (Fagus sylvatica) and sessile oak (Quercus petraea) in the Belgian Ardennes, were determined and explained using climate drivers of change. This modeling strategy allowed us to determine if the same conclusions can be drawn when only BAI is considered, as is assumed in most carbon sequestration studies, when looking at long-term trends in carbon sequestration. The models indicate that above-ground biomass increment changes over time are more driven by changes in radial growth than by changes in wood density. Nevertheless, the assumption of constant wood density in most carbon sequestration studies is incorrect. Ignoring wood density results in an underestimation of long-term trends in above-ground biomass increment for beech, and an overestimation of above-ground biomass increment for oak. Interesting is that radial growth is mostly driven by climate variables of the current year, whereas wood density is more driven by the climate variables of the previous year. Beech radial growth and wood density is found to be negatively influenced by drought and positively by water availability. Oak radial growth and wood density is negatively affected by late frost and positively by water availability. The findings of this study suggest that radial growth in combination with wood density should be used in carbon sequestration studies as different climate driven long-term trends in radial growth and wood density are found.
Disciplines :
Agriculture & agronomy Environmental sciences & ecology Phytobiology (plant sciences, forestry, mycology...) Life sciences: Multidisciplinary, general & others
Author, co-author :
Vannoppen, Astrid; Division Forest, Nature and Landscape, Department of Earth and Environmental Sciences, University of Leuven, Leuven, Belgium
De Mil, Tom ; Université de Liège - ULiège > TERRA Research Centre > Gestion des ressources forestières ; UGCT-Woodlab-UGent, Ghent University, Laboratory of Wood Technology, Department of Forest and Water Management, Gent, Belgium
Kint, Vincent; Division Forest, Nature and Landscape, Department of Earth and Environmental Sciences, University of Leuven, Leuven, Belgium
Ponette, Quentin; Earth and Life Institute, Université Catholique de Louvain, Louvain-la-Neuve, Belgium
Van den Bulcke, Jan; UGCT-Woodlab-UGent, Ghent University, Laboratory of Wood Technology, Department of Forest and Water Management, Gent, Belgium
This research received funding from FWO Vlaanderen [grant number: G.0C96.14N ]. We would like to thank Jorgen Op De Beeck and Eric Van Beek for their technical support. We are grateful to the Walloon forest service (DNF, Département de la Nature et des Forêts) that gave permission to core the trees. Climatic data were made available by the Royal Meteorological Institute of Belgium.
Aertsen, W., Janssen, E., Kint, V., Bontemps, J.-D., Van Orshoven, J., Muys, B., Long-term growth changes of common beech (Fagus sylvatica L.) are less pronounced on highly productive sites. For. Ecol. Manage. 312 (2014), 252–259, 10.1016/j.foreco.2013.09.034.
Ainsworth, E.A., Yendrek, C.R., Sitch, S., Collins, W.J., Emberson, L.D., The effects of tropospheric ozone on net primary productivity and implications for climate change. Annu. Rev. Plant Biol. 63 (2012), 637–661, 10.1146/annurev-arplant-042110-103829.
Babst, F., Poulter, B., Trouet, V., Tan, K., Neuwirth, B., Wilson, R., Carrer, M., Grabner, M., Tegel, W., Levanic, T., Panayotov, M., Urbinati, C., Bouriaud, O., Ciais, P., Frank, D., Site- and species-specific responses of forest growth to climate across the European continent. Glob. Ecol. Biogeogr. 22 (2013), 706–717, 10.1111/geb.12023.
Babst, F., Bouriaud, O., Papale, D., Gielen, B., Janssens, I.A., Nikinmaa, E., Ibrom, A., Wu, J., Bernhofer, C., Köstner, B., Grünwald, T., Seufert, G., Ciais, P., Frank, D., Above-ground woody carbon sequestration measured from tree rings is coherent with net ecosystem productivity at five eddy-covariance sites. New Phytol. 201 (2014), 1289–1303, 10.1111/nph.12589.
Badeau, V., Becker, M., Bert, D., Dupouey, J.L., Lebourgeois, F., Picard, J.-F., Long-term growth trends of trees: ten years of dendrochronological studies in France. Growth Trends in European Forests, 1996, Springer, 167–181.
Barbaroux, C., Bréda, N., Contrasting distribution and seasonal dynamics of carbohydrate reserves in stem wood of adult ring-porous sessile oak and diffuse-porous beech trees. Tree Physiol. 22 (2002), 1201–1210, 10.1093/treephys/22.17.1201.
Bergès, L., Dupouey, J.-L., Franc, A., Long-term changes in wood density and radial growth of Quercus petraea Liebl. in northern France since the middle of the nineteenth century. Trees 14 (2000), 398–408, 10.1007/s004680000055.
Björklund, J., Seftigen, K., Schweingruber, F., Fonti, P., von Arx, G., Bryukhanova, M.V., Cuny, H.E., Carrer, M., Castagneri, D., Frank, D.C., Cell size and wall dimensions drive distinct variability of earlywood and latewood density in Northern Hemisphere conifers. New Phytol. 216 (2017), 728–740, 10.1111/nph.14639.
Blaschke, L., Forstreuter, M., Sheppard, L.J., Polle, A., Lignification in beech (Fagus sylvatica) grown at elevated CO2 concentrations. Tree Physiol. 22 (2002), 469–477, 10.1093/treephys/22.7.469.
Bontemps, J.-D., Esper, J., Statistical modelling and RCS detrending methods provide similar estimates of long-term trend in radial growth of common beech in north-eastern France. Dendrochronologia 29 (2011), 99–107, 10.1016/j.dendro.2010.09.002.
Bontemps, J.-D., Hervé, J.-C., Dhôte, J.-F., Long-term changes in forest productivity: a consistent assessment in even-aged stands. For. Sci. 55 (2009), 549–564.
Bontemps, J.-D., Hervé, J.-C., Dhôte, J.-F., Dominant radial and height growth reveal comparable historical variations for common beech in north-eastern France. For. Ecol. Manage. 259 (2010), 1455–1463, 10.1016/j.foreco.2010.01.019.
Bontemps, J.-D., Gelhaye, P., Nepveu, G., Hervé, J.-C., When tree rings behave like foam: moderate historical decrease in the mean ring density of common beech paralleling a strong historical growth increase. Ann. For. Sci. 70 (2013), 329–343, 10.1007/s13595-013-0263-2.
Borghetti, M., Gentilesca, T., Leonardi, S., van Noije, T., Rita, A., Mencuccini, M., Long-term temporal relationships between environmental conditions and xylem functional traits: a meta-analysis across a range of woody species along climatic and nitrogen deposition gradients. Tree Physiol. 37 (2017), 4–17, 10.1093/treephys/tpw087.
Bouriaud, O., Bréda, N., Moguédec, G.L., Nepveu, G., Modelling variability of wood density in beech as affected by ring age, radial growth and climate. Trees 18 (2004), 264–276, 10.1007/s00468-003-0303-x.
Bouriaud, O., Teodosiu, M., Kirdyanov, A.V., Wirth, C., Influence of wood density in tree-ring based annual productivity assessments and its errors in Norway spruce. Biogeosci. Discuss. 12 (2015), 5871–5905, 10.5194/bgd-12-5871-2015.
Briffa, K.R., Osborn, T.J., Schweingruber, F.H., Jones, P.D., Shiyatov, S.G., Vaganov, E.A., Tree-ring width and density data around the Northern Hemisphere: part 1, local and regional climate signals. Holocene 12 (2002), 737–757, 10.1191/0959683602hl587rp.
Bunn, A.G., A dendrochronology program library in R (dplR). Dendrochronologia 26 (2008), 115–124, 10.1016/j.dendro.2008.01.002.
Campioli, M., Vincke, C., Jonard, M., Kint, V., Demarée, G., Ponette, Q., Current status and predicted impact of climate change on forest production and biogeochemistry in the temperate oceanic European zone: review and prospects for Belgium as a case study. J. For. Res. 17 (2012), 1–18, 10.1007/s10310-011-0255-8.
Carrer, M., von Arx, G., Castagneri, D., Petit, G., Distilling allometric and environmental information from time series of conduit size: the standardization issue and its relationship to tree hydraulic architecture. Tree Physiol. 35 (2015), 27–33.
Ceulemans, R., Nijs, I., Global change impact on ecosystems. Den Ouden, Vanderstraeten, M., (eds.) Belgian Global Change Research 1990–2002. Assessment and Integration Report, 2004, Belgian Science Policy, Brussels, 135–171.
Charru, M., Seynave, I., Morneau, F., Bontemps, J.-D., Recent changes in forest productivity: An analysis of national forest inventory data for common beech (Fagus sylvatica L.) in north-eastern France. For. Ecol. Manage. 260 (2010), 864–874, 10.1016/j.foreco.2010.06.005.
Ciais, P., Reichstein, M., Viovy, N., Granier, A., Ogée, J., Allard, V., Aubinet, M., Buchmann, N., Bernhofer, C., Carrara, A., Europe-wide reduction in primary productivity caused by the heat and drought in 2003. Nature 437 (2005), 529–533, 10.1038/nature03972.
Cuny, H.E., Rathgeber, C.B.K., Frank, D., Fonti, P., Mäkinen, H., Prislan, P., Rossi, S., Castillo del, E.M., Campelo, F., Vavrčík, H., Camarero, J.J., Bryukhanova, M.V., Jyske, T., Gričar, J., Gryc, V., Luis, M.D., Vieira, J., Čufar, K., Kirdyanov, A.V., Oberhuber, W., Treml, V., Huang, J.-G., Li, X., Swidrak, I., Deslauriers, A., Liang, E., Nöjd, P., Gruber, A., Nabais, C., Morin, H., Krause, C., King, G., Fournier, M., Woody biomass production lags stem-girth increase by over one month in coniferous forests. Nat. Plants, 1, 2015, 10.1038/nplants.2015.160 nplants2015160.
De Mil, T., Vannoppen, A., Beeckman, H., Van Acker, J., Van den Bulcke, J., A field-to-desktop toolchain for X-ray CT densitometry enables tree ringanalysis. Ann. Bot. 117 (2016), 1187–1196, 10.1093/aob/mcw063n.
Delatour, C., Les dépérissements de chênes en Europe. Rev. For. 35 (1983), 265–282, 10.4267/2042/21659.
Delpierre, N., Berveiller, D., Granda, E., Dufrêne, E., Wood phenology, not carbon input, controls the interannual variability of wood growth in a temperate oak forest. New Phytol. 210 (2016), 459–470, 10.1111/nph.13771.
Fonti, P., von Arx, G., García-González, I., Eilmann, B., Sass-Klaassen, U., Gärtner, H., Eckstein, D., Studying global change through investigation of the plastic responses of xylem anatomy in tree rings. New Phytol. 185 (2010), 42–53, 10.1111/j.1469-8137.2009.03030.x.
Frank, D., Esper, J., Characterization and climate response patterns of a high-elevation, multi-species tree-ring network in the European Alps. Dendrochronologia 22 (2005), 107–121, 10.1016/j.dendro.2005.02.004.
Grassi, G., House, J., Dentener, F., Federici, S., den Elzen, M., Penman, J., The key role of forests in meeting climate targets requires science for credible mitigation. Nat. Clim. Change 7 (2017), 220–226, 10.1038/nclimate3227.
Grissino-Mayer, H.D., Evaluating crossdating accuracy: a manual and tutorial for the computer program COFECHA. Tree-Ring Res. 57:2 (2001), 205–221.
Guillemot, J., Francois, C., Hmimina, G., Dufrêne, E., Martin-StPaul, N.K., Soudani, K., Marie, G., Ourcival, J.-M., Delpierre, N., Environmental control of carbon allocation matters for modelling forest growth. New Phytol. 214 (2017), 180–193, 10.1111/nph.14320.
Holmes, R.L., Computer-assisted quality control in tree-ring dating and measurement. Tree-Ring Bull. 43 (1983), 51–67.
Hothorn, T., Bretz, F., Westfall, P., Simultaneous inference in general parametric models. Biom. J. 50 (2008), 346–363, 10.1002/bimj.200810425.
IPCC, Stocker, T.F., Qin, D., Plattner, G.-K., Tignor, M., Allen, S.K., Boschung, J., Nauels, A., Xia, Y., Bex, V., Midgley, P.M., (eds.) Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, 2013, Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.
Jump, A.S., Hunt, J.M., Peñuelas, J., Rapid climate change-related growth decline at the southern range edge of Fagus sylvatica. Glob. Change Biol. 12 (2006), 2163–2174, 10.1111/j.1365-2486.2006.01250.x.
Köcher, P., Gebauer, T., Horna, V., Leuschner, C., Leaf water status and stem xylem flux in relation to soil drought in five temperate broad-leaved tree species with contrasting water use strategies. Ann. For. Sci., 66, 2009, 101, 10.1051/forest/2008076.
Körner, C., Asshoff, R., Bignucolo, O., Hättenschwiler, S., Keel, S.G., Peláez-Riedl, S., Pepin, S., Siegwolf, R.T.W., Zotz, G., Carbon flux and growth in mature deciduous forest trees exposed to elevated CO2. Science 309 (2005), 1360–1362, 10.1126/science.1113977.
Kelly, P.M., Leuschner, H.H., Briffa, K.R., Harris, I.C., The climatic interpretation of pan-European signature years in oak ring-width series. Holocene 12 (2002), 689–694, 10.1191/0959683602hl582rp.
Kimak, A., Leuenberger, M., Are carbohydrate storage strategies of trees traceable by early–latewood carbon isotope differences?. Trees 29 (2015), 859–870, 10.1007/s00468-015-1167-6.
Kint, V., Aertsen, W., Campioli, M., Vansteenkiste, D., Delcloo, A., Muys, B., Radial growth change of temperate tree species in response to altered regional climate and air quality in the period 1901–2008. Clim. Change 115 (2012), 343–363, 10.1007/s10584-012-0465-x.
Kostiainen, K., Kaakinen, S., Saranpää, P., Sigurdsson, B.D., Linder, S., Vapaavuori, E., Effect of elevated [CO2] on stem wood properties of mature Norway spruce grown at different soil nutrient availability. Glob. Change Biol. 10 (2004), 1526–1538, 10.1111/j.1365-2486.2004.00821.x.
Lindner, M., Maroschek, M., Netherer, S., Kremer, A., Barbati, A., Garcia-Gonzalo, J., Seidl, R., Delzon, S., Corona, P., Kolström, M., Lexer, M.J., Marchetti, M., Climate change impacts, adaptive capacity, and vulnerability of European forest ecosystems. For. Ecol. Manage. 259 (2010), 698–709, 10.1016/j.foreco.2009.09.023.
Luyssaert, S., Ciais, P., Piao, S.L., Schulze, E.-D., Jung, M., Zaehle, S., Schelhaas, M.J., Reichstein, M., Churkina, G., Papale, D., Abril, G., Beer, C., Grace, J., Loustau, D., Matteucci, G., Magnani, F., Nabuurs, G.J., Verbeeck, H., Sulkava, M., Van Der WERF, G.R., Janssens, I.A., members of the CARBOEUROPE-IP SYNTHESIS TEAM, The European carbon balance. part 3: forests. Glob. Change Biol. 16 (2010), 1429–1450, 10.1111/j.1365-2486.2009.02056.x.
Magnani, F., Mencuccini, M., Borghetti, M., Berbigier, P., Berninger, F., Delzon, S., Grelle, A., Hari, P., Jarvis, P.G., Kolari, P., Kowalski, A.S., Lankreijer, H., Law, B.E., Lindroth, A., Loustau, D., Manca, G., Moncrieff, J.B., Rayment, M., Tedeschi, V., Valentini, R., Grace, J., The human footprint in the carbon cycle of temperate and boreal forests. Nature 447 (2007), 849–851, 10.1038/nature05847.
Martin-Benito, D., Kint, V., Del Rio, M., Muys, B., Cañellas, I., Growth responses of West-Mediterranean Pinus nigra to climate change are modulated by competition and productivity: past trends and future perspectives. For. Ecol. Manage. 262 (2011), 1030–1040, 10.1016/j.foreco.2011.05.038.
Matyssek, R., Wieser, G., Ceulemans, R., Rennenberg, H., Pretzsch, H., Haberer, K., Löw, M., Nunn, A.J., Werner, H., Wipfler, P., Oßwald, W., Nikolova, P., Hanke, D.E., Kraigher, H., Tausz, M., Bahnweg, G., Kitao, M., Dieler, J., Sandermann, H., Herbinger, K., Grebenc, T., Blumenröther, M., Deckmyn, G., Grams, T.E.E., Heerdt, C., Leuchner, M., Fabian, P., Häberle, K.-H., Enhanced ozone strongly reduces carbon sink strength of adult beech (Fagus sylvatica)—resume from the free-air fumigation study at Kranzberg Forest. Environ. Pollut. 158 (2010), 2527–2532, 10.1016/j.envpol.2010.05.009.
Meinshausen, M., Vogel, E., Nauels, A., Lorbacher, K., Meinshausen, N., Etheridge, D., Fraser, P., Montzka, S.A., Rayner, P., Trudinger, C., Krummel, P., Beyerle, U., Cannadell, J.G., Daniel, J.S., Enting, I., Law, R.M., O'Doherty, S., Prinn, R.G., Reimann, S., Rubino, M., Velders, G.J.M., Vollmer, M.K., Weiss, R., Historical greenhouse gas concentrations. Geosci. Model Dev. Discuss. 2016 (2016), 1–122, 10.5194/gmd-2016-169.
Mencuccini, M., Martínez-Vilalta, J., Vanderklein, D., Hamid, H.A., Korakaki, E., Lee, S., Michiels, B., Size-mediated ageing reduces vigour in trees. Ecol. Lett. 8 (2005), 1183–1190, 10.1111/j.1461-0248.2005.00819.x.
Michelot, A., Simard, S., Rathgeber, C., Dufrêne, E., Damesin, C., Comparing the intra-annual wood formation of three European species (Fagus sylvatica, Quercus petraea and Pinus sylvestris) as related to leaf phenology and non-structural carbohydrate dynamics. Tree Physiol. 32 (2012), 1033–1045, 10.1093/treephys/tps052.
Mills, G., Pleijel, H., Braun, S., Büker, P., Bermejo, V., Calvo, E., Danielsson, H., Emberson, L., Fernández, I.G., Grünhage, L., Harmens, H., Hayes, F., Karlsson, P.-E., Simpson, D., New stomatal flux-based critical levels for ozone effects on vegetation. Atmos. Environ. 45 (2011), 5064–5068, 10.1016/j.atmosenv.2011.06.009.
Pérez-de-Lis, G., García-González, I., Rozas, V., Olano, J.M., Feedbacks between earlywood anatomy and non-structural carbohydrates affect spring phenology and wood production in ring-porous oaks. Biogeosciences 13 (2016), 5499–5510, 10.5194/bg-13-5499-2016.
Pérez-de-Lis, G., Olano, J.M., Rozas, V., Rossi, S., Vázquez-Ruiz, R.A., García-González, I., Environmental conditions and vascular cambium regulate carbon allocation to xylem growth in deciduous oaks. Funct. Ecol. 31 (2017), 592–603, 10.1111/1365-2435.12789.
Pan, Y., Birdsey, R.A., Fang, J., Houghton, R., Kauppi, P.E., Kurz, W.A., Phillips, O.L., Shvidenko, A., Lewis, S.L., Canadell, J.G., Ciais, P., Jackson, R.B., Pacala, S.W., McGuire, A.D., Piao, S., Rautiainen, A., Sitch, S., Hayes, D., A large and persistent carbon sink in the world's forests. Science 333 (2011), 988–993, 10.1126/science.1201609.
Peñuelas, J., Canadell, J.G., Ogaya, R., Increased water-use efficiency during the 20th century did not translate into enhanced tree growth. Glob. Ecol. Biogeogr. 20 (2011), 597–608, 10.1111/j.1466-8238.2010.00608.x.
Pinheiro, J., Bates, D., Mixed-Effects Models in S and S-PLUS. 2000, Springer Science & Business Media.
Pinheiro, J., Bates, D., DebRoy, S., Sarkar, D., R Core Team, 2016. {nlme}: Linear and Nonlinear Mixed Effects Models} R package version 3. 1–128.
Piovesan, G., Biondi, F., Filippo, A.D., Alessandrini, A., Maugeri, M., Drought-driven growth reduction in old beech (Fagus sylvatica L.) forests of the central Apennines, Italy. Glob. Change Biol. 14 (2008), 1265–1281, 10.1111/j.1365-2486.2008.01570.x.
Pretzsch, H., Dieler, J., Matyssek, R., Wipfler, P., Tree and stand growth of mature Norway spruce and European beech under long-term ozone fumigation. Environ. Pollut., Facing the Future: Evidence from Joint AspenFACE, SoyFACE and SFB 607 Meeting 158, 2010, 1061–1070, 10.1016/j.envpol.2009.07.035.
Pretzsch, H., Biber, P., Schütze, G., Uhl, E., Rötzer, T., Forest stand growth dynamics in Central Europe have accelerated since 1870. Nat. Commun., 5, 2014, 4967, 10.1038/ncomms5967.
R Development Core Teame, R: A language and environment for statistical computing. 2016, R Foundation for Statistical Computing, Vienna, Austria.
Rötzer, T., Häberle, K.-H., Kallenbach, C., Matyssek, R., Schütze, G., Pretzsch, H., Tree species and size drive water consumption of beech/spruce forests—a simulation study highlighting growth under water limitation. Plant Soil, 2017, 1–20, 10.1007/s11104-017-3306-x.
Reyer, C., Lasch-Born, P., Suckow, F., Gutsch, M., Murawski, A., Pilz, T., Projections of regional changes in forest net primary productivity for different tree species in Europe driven by climate change and carbon dioxide. Ann. For. Sci. 71 (2013), 211–225, 10.1007/s13595-013-0306-8.
Richardson, A.D., Carbone, M.S., Keenan, T.F., Czimczik, C.I., Hollinger, D.Y., Murakami, P., Schaberg, P.G., Xu, X., Seasonal dynamics and age of stemwood nonstructural carbohydrates in temperate forest trees. New Phytol. 197 (2013), 850–861, 10.1111/nph.12042.
Rinn, F., TSAP-Win. Time series analysis and presentation for dendrochronology and related applications. 2003, RINNTECH, Heidelberg.
Scharnweber, T., Manthey, M., Criegee, C., Bauwe, A., Schröder, C., Wilmking, M., Drought matters −Declining precipitation influences growth of Fagus sylvatica L. and Quercus robur L. in north-eastern Germany. For. Ecol. Manage. 262 (2011), 947–961, 10.1016/j.foreco.2011.05.026.
Skomarkova, M.V., Vaganov, E.A., Mund, M., Knohl, A., Linke, P., Boerner, A., Schulze, E.-D., Inter-annual and seasonal variability of radial growth, wood density and carbon isotope ratios in tree rings of beech (Fagus sylvatica) growing in Germany and Italy. Trees 20 (2006), 571–586, 10.1007/s00468-006-0072-4.
Tegel, W., Seim, A., Hakelberg, D., Hoffmann, S., Panev, M., Westphal, T., Büntgen, U., A recent growth increase of European beech (Fagus sylvatica L.) at its Mediterranean distribution limit contradicts drought stress. Eur. J. For. Res. 133 (2014), 61–71, 10.1007/s10342-013-0737-7.
Thomas, F.M., Blank, R., Hartmann, G., Abiotic and biotic factors and their interactions as causes of oak decline in Central Europe. For. Pathol. 32 (2002), 277–307, 10.1046/j.1439-0329.2002.00291.x.
Thornthwaite, C.W., An approach toward a rational classification of climate. Geogr. Rev. 38 (1948), 55–94, 10.2307/210739.
Tricot, C., Vandiepenbeeck, M., Van de Vyver, H., Debontridder, L., De evolutie van het klimaat in België in Oog voor het klimaat. 2015, Koninklijk Meteorologisch Instituut van België, Brussel.
van der Maaten, E., Climate sensitivity of radial growth in European beech (Fagus sylvatica L.) at different aspects in southwestern Germany. Trees 26 (2012), 777–788, 10.1007/s00468-011-0645-8.
Van den Bulcke, J., Wernersson, E.L.G., Dierick, M., Van Loo, D., Masschaele, B., Brabant, L., Boone, M.N., Van Hoorebeke, L., Haneca, K., Brun, A., Luengo Hendriks, C.L., Van Acker, J., 3D tree-ring analysis using helical X-ray tomography. Dendrochronologia 32 (2014), 39–46, 10.1016/j.dendro.2013.07.001.
Vannoppen, A., Maes, S., Kint, V., De Mil, T., Ponette, Q., Van Acker, J., Van den Bulcke, J., Verheyen, K., Muys, B., Using X-ray CT based tree-ring width data for tree growth trend analysis. Dendrochronologia 44 (2017), 66–75, 10.1016/j.dendro.2017.03.003.
Vansteenkiste, D., Van Acker, J., Stevens, M., Le Thiec, D., Nepveu, G., Composition, distribution and supposed origin of mineral inclusions in sessile oak wood—consequences for microdensitometrical analysis. Ann. For. Sci. 64 (2007), 11–19, 10.1051/forest:2006083.
Vieno, M., Heal, M.R., Hallsworth, S., Famulari, D., Doherty, R.M., Dore, A.J., Tang, Y.S., Braban, C.F., Leaver, D., Sutton, M.A., Reis, S., The role of long-range transport and domestic emissions in determining atmospheric secondary inorganic particle concentrations across the UK. Atmos. Chem. Phys. 14 (2014), 8435–8447, 10.5194/acp-14-8435-2014.
Wykoff, W.R., A basal area increment model for individual conifers in the Northern Rocky Mountains. For. Sci. 36 (1990), 1077–1104.
Zeller, L., Ammer, C., Annighöfer, P., Biber, P., Marshall, J., Schütze, G., del Río Gaztelurrutia, M., Pretzsch, H., Tree ring wood density of Scots pine and European beech lower in mixed-species stands compared with monocultures. For. Ecol. Manage. 400 (2017), 363–374, 10.1016/j.foreco.2017.06.018.
Zuur, A.F., Ieno, E.N., Walker, N., Saveliev, A.A., Smith, G.M., Mixed effects models and extensions in ecology with R, Statistics for Biology and Health. 2009, Springer, New York, New York, NY.