Topography modulates near-ground microclimate in the Mediterranean Fagus sylvatica treeline
1.Jones, C. G., Lawton, J. H., & Shachak, M. Organisms as ecosystem engineers. In Ecosystem Management 130–147 (Springer, 1994).2.Alvarez-Uria, P. & Körner, C. Low temperature limits of root growth in deciduous and evergreen temperate tree species. Funct. Ecol. 21, 211–218 (2007).Article
Google Scholar
3.Rossi, S. et al. Pattern of xylem phenology in conifers of cold ecosystems at the Northern Hemisphere. Glob. Chang. Biol. 22, 3804–3813 (2016).PubMed
Article
ADS
PubMed Central
Google Scholar
4.Körner, C. & Paulsen, J. A world-wide study of high altitude treeline temperatures. J. Biogeogr. 31, 713–732 (2004).Article
Google Scholar
5.Fick, S. E. & Hijmans, R. J. WorldClim 2: New 1-km spatial resolution climate surfaces for global land areas. Int. J. Climatol. 37, 4302–4315 (2017).Article
Google Scholar
6.Harris, I., Jones, P. D., Osborn, T. J. & Lister, D. H. Updated high-resolution grids of monthly climatic observations—the CRU TS3.10 Dataset. Int. J. Climatol. 34, 623–642 (2014).Article
Google Scholar
7.Albrich, K., Rammer, W. & Seidl, R. Climate change causes critical transitions and irreversible alterations of mountain forests. Glob. Change Biol. 26, 4013–4027 (2020).Article
ADS
Google Scholar
8.De Frenne, P. et al. Microclimate moderates plant responses to macroclimate warming. PNAS 110, 18561–18565 (2013).PubMed
Article
ADS
CAS
PubMed Central
Google Scholar
9.Maclean, I. M. D. et al. Microclimates buffer the responses of plant communities to climate change. Glob. Ecol. Biogeogr. 24, 1340–1350 (2015).Article
Google Scholar
10.Bertrand, R. et al. Changes in plant community composition lag behind climate warming in lowland forests. Nature 479, 517–520 (2011).CAS
PubMed
Article
ADS
PubMed Central
Google Scholar
11.Weigel, R., Gilles, J., Klisz, M., Manthey, M. & Kreyling, J. Forest understory vegetation is more related to soil than to climate towards the cold distribution margin of European beech. J. Veg Sci. 30, 746–755 (2019).Article
Google Scholar
12.Zellweger, F. et al. Forest microclimate dynamics drive plant responses to warming. Science 368, 772–775 (2020).CAS
PubMed
Article
ADS
PubMed Central
Google Scholar
13.Dozier, J. & Outcalt, S. I. An approach toward energy balance simulation over rugged terrain. Geogr. Anal. 11, 65–85 (1979).Article
Google Scholar
14.Rorison, I. H., Sutton, F. & Hunt, R. Local climate, topography and plant growth in Lathkill Dale NNR. I. A twelve-year summary of solar radiation and temperature. Plant Cell Environ. 9, 49–56 (1986).
Google Scholar
15.Ackerly, D. D. et al. The geography of climate change: Implications for conservation biogeography. Divers. Distrib. 16, 476–487 (2010).Article
Google Scholar
16.Baldocchi, D. D. & Xu, L. What limits evaporation from Mediterranean oak woodlands—The supply of moisture in the soil, physiological control by plants or the demand by the atmosphere?. Adv. Water Resour. 30, 2113–2122 (2007).Article
ADS
Google Scholar
17.Komatsu, H. Forest categorization according to dry-canopy evaporation rates in the growing season: Comparison of the Priestley-Taylor coefficient values from various observation sites. Hydrol. Process. 19, 3873–3896 (2005).Article
ADS
Google Scholar
18.Lenoir, J. et al. Local temperatures inferred from plant communities suggest strong spatial buffering of climate warming across Northern Europe. Glob. Chang. Biol. 19, 1470–1481 (2013).PubMed
Article
ADS
PubMed Central
Google Scholar
19.Aussenac, G. Interactions between forest stands and microclimate: Ecophysiological aspects and consequences for silviculture. Ann. For. Sci. 57, 287–301 (2000).Article
Google Scholar
20.von Arx, G., Dobbertin, M. & Rebetez, M. Spatio-temporal effects of forest canopy on understory microclimate in a long-term experiment in Switzerland. Agric. For. Meteorol. 166, 144–155 (2012).Article
ADS
Google Scholar
21.Gaudio, N. et al. Impact of tree canopy on thermal and radiative microclimates in a mixed temperate forest: A new statistical method to analyse hourly temporal dynamics. Agric. For. Meteorol. 237, 71–79 (2017).Article
ADS
Google Scholar
22.Niinemets, Ü. A review of light interception in plant stands from leaf to canopy in different plant functional types and in species with varying shade tolerance. Ecol. Res. 25, 693–714 (2010).Article
Google Scholar
23.Breshears, D. D., Myers, O. B. & Barnes, F. J. Horizontal heterogeneity in the frequency of plant-available water with woodland intercanopy-canopy vegetation patch type rivals that occurring vertically by soil depth. Ecohydrology 2, 503–519 (2009).Article
Google Scholar
24.Zou, C. B., Barron-Gafford, G. A. & Breshears, D. D. Effects of topography and woody plant canopy cover on near-ground solar radiation: Relevant energy inputs for ecohydrology and hydropedology. Geophys. Res. Lett. 34, L24S21 (2007).Article
Google Scholar
25.Renaud, V., Innes, J. L., Dobbertin, M. & Rebetez, M. Comparison between open-site and below-canopy climatic conditions in Switzerland for different types of forests over 10 years (1998–2007). Theor. Appl. Climatol. 105, 119–127 (2011).Article
ADS
Google Scholar
26.De Frenne, P. et al. Global buffering of temperatures under forest canopies. Nat. Ecol. Evol. 3, 744–749 (2019).PubMed
Article
PubMed Central
Google Scholar
27.Harsch, M. A. & Bader, M. Y. Treeline form—A potential key to understanding treeline dynamics. Glob. Ecol. Biogeogr. 20, 582–596 (2011).Article
Google Scholar
28.Körner, C. et al. Where, why and how? Explaining the low-temperature range limits of temperate tree species. J. Ecol. 104, 1076–1088 (2016).Article
CAS
Google Scholar
29.Lenoir, J., Hattab, T. & Pierre, G. Climatic microrefugia under anthropogenic climate change: Implications for species redistribution. Ecography 40, 253–266 (2017).Article
Google Scholar
30.Bonanomi, G. et al. Anthropogenic and environmental factors affect the tree line position of Fagus sylvatica along the Apennines (Italy). J. Biogeogr. 45, 2595–2608 (2018).Article
Google Scholar
31.Bonanomi, G. et al. Climatic and anthropogenic factors explain the variability of Fagus sylvatica treeline elevation in fifteen mountain groups across the Apennines. For. Ecosyst. 7, 5 (2020).Article
Google Scholar
32.Driessen, P., Deckers, J., Spaargaren, O. & Nachtergaele, F. (Eds.). Lecture notes on the major soils of the world. In World Soil Resources Report; No. 94. (Food and Agricultural Organization of the United Nations, 2001).33.Bates, D., Mächler, M., Bolker, B. & Walker, S. Fitting linear mixed-effects models using lme4. J. Stat. Softw. 67, 1–48 (2015).Article
Google Scholar
34.R Core Team. R: A Language and Environment for Statistical Computing. https://www.R-project.org/ (R Foundation for Statistical Computing, Vienna, 2019).35.Wood, S. N. Generalized Additive Models: An Introduction with R 2nd edn. (CRC Press, 2017).
Google Scholar
36.Davis, K. T., Dobrowski, S. Z., Holden, Z. A., Higuera, P. E. & Abatzoglou, J. T. Microclimatic buffering in forests of the future: The role of local water balance. Ecography 42, 1–11 (2019).Article
Google Scholar
37.Barton, K. MuMIn: Multi-Model Inference. R package version 1.43.15. https://CRAN.R-project.org/package=MuMIn (2019).38.Geiger, R., Aron, R. H. & Todhunter, P. The Climate near the Ground (Rowman & Littlefield Publishers, 2003).
Google Scholar
39.Bader, M., Rietkerk, M. & Bregt, A. Vegetation structure and temperature regimes of tropical alpine treelines. Arct. Antarct. Alp. Res. 39, 353–364 (2007).Article
Google Scholar
40.Potter, B. E., Teclaw, R. M. & Zasada, J. C. The impact of forest structure on near-ground temperatures during two years of contrasting temperature extremes. Agric. For. Meteorol. 106, 331–336 (2001).Article
ADS
Google Scholar
41.von Arx, G., Pannatier, E. G., Thimonier, A. & Rebetez, M. Microclimate in forests with varying leaf area index and soil moisture: Potential implications for seedling establishment in a changing climate. J. Ecol. 101, 1201–1213 (2013).Article
Google Scholar
42.Frey, B. R. et al. An analysis of sucker regeneration of trembling aspen. Can. J. For. Res. 33, 1169–1179 (2003).Article
Google Scholar
43.Lenz, A., Hoch, G. & Vitasse, Y. Fast acclimation of freezing resistance suggests no influence of winter minimum temperature on the range limit of European beech. Tree Physiol. 36, 490–501 (2016).PubMed
Article
PubMed Central
Google Scholar
44.Keitel, C. et al. Carbon and oxygen isotope composition of organic compounds in the phloem sap provides a short-term measure for stomatal conductance of European beech (Fagus sylvatica L.). Plant Cell Environ. 26, 1157–1168 (2003).CAS
Article
Google Scholar
45.van der Maaten, E., Bouriaud, O., van der Maaten-Theunissen, M., Mayer, H. & Spiecker, H. Meteorological forcing of day-to-day stem radius variations of beech is highly synchronic on opposing aspects of a valley. Agric. For. Meteorol. 181, 85–93 (2013).Article
ADS
Google Scholar
46.Smith, D. L. & Johnson, L. Vegetation-mediated changes in microclimate reduce soil respiration as woodlands expand into grasslands. Ecology 85, 3348–3361 (2004).Article
Google Scholar
47.Wu, Z., Dijkstra, P., Koch, G. W., Peñuelas, J. & Hungate, B. A. Responses of terrestrial ecosystems to temperature and precipitation change: A meta-analysis of experimental manipulation. Glob. Change Biol. 17, 927–942 (2011).Article
ADS
Google Scholar
48.Gehlhausen, S. M., Schwartz, M. W. & Augspurger, C. K. Vegetation and microclimatic edge effects in two mixed-mesophytic forest fragments. Plant Ecol. 147, 21–35 (2000).Article
Google Scholar
49.Hofmeister, J. et al. Microclimate edge effect in small fragments of temperate forests in the context of climate change. For. Ecol. Manag. 448, 48–56 (2019).Article
Google Scholar
50.Treml, V. & Banaš, M. The effect of exposure on alpine treeline position: A case study from the High Sudetes, Czech Republic. Arct. Antarct. Alp. Res. 40, 751–760 (2008).Article
Google Scholar
51.Zellweger, F. et al. Seasonal drivers of understorey temperature buffering in temperate deciduous forests across Europe. Glob. Ecol. Biogeogr. 28, 1774–1786 (2019).PubMed
PubMed Central
Article
Google Scholar
52.Frey, S. J. et al. Spatial models reveal the microclimatic buffering capacity of old-growth forests. Sci. Adv. 2, e1501392 (2016).PubMed
PubMed Central
Article
ADS
Google Scholar
53.Ashcroft, M. B. & Gollan, J. R. Moisture, thermal inertia, and the spatial distributions of near-surface soil and air temperatures: Understanding factors that promote microrefugia. Agric. For. Meteorol. 176, 77–89 (2013).Article
ADS
Google Scholar
54.Holden, Z. A., Klene, A. E., Keefe, R. F. & Moisen, G. G. Design and evaluation of an inexpensive radiation shield for monitoring surface air temperatures. Agric. For. Meteorol. 180, 281–286 (2013).Article
ADS
Google Scholar
55.Maher, E. L., Germino, M. J. & Hasselquist, N. J. Interactive effects of tree and herb cover on survivorship, physiology, and microclimate of conifer seedlings at the alpine tree-line ecotone. Can. J. For. Res. 35, 567–574 (2005).Article
Google Scholar
56.Maher, E. L. & Germino, M. J. Microsite differentiation among conifer species during seedling establishment at alpine treeline. Ecoscience 13, 334–341 (2006).Article
Google Scholar
57.Mayor, J. R. et al. Elevation alters ecosystem properties across temperate treelines globally. Nature 542, 91–95 (2017).CAS
PubMed
Article
ADS
PubMed Central
Google Scholar
58.Allevato, E. et al. Canopy damage by spring frost in European beech along the Apennines: Effect of latitude, altitude and aspect. Remote Sens. Environ. 225, 431–440 (2019).Article
ADS
Google Scholar
59.Nolè, A., Rita, A., Ferrara, A. M. S. & Borghetti, M. Effects of a large-scale late spring frost on a beech (Fagus sylvatica L.) dominated Mediterranean mountain forest derived from the spatio-temporal variations of NDVI. Ann. For. Sci. 75, 83 (2018).Article
Google Scholar
60.Müller, M. et al. Soil temperature and soil moisture patterns in a Himalayan alpine treeline ecotone. Arct. Antarct. Alp. Res. 48, 501–521 (2016).Article
Google Scholar
61.Liechty, H. O., Holmes, M. J., Reed, D. D. & Mroz, G. D. Changes in microclimate after stand conversion in two northern hardwood stands. For. Ecol. Manag. 50, 253–264 (1992).Article
Google Scholar
62.Peterson, D. W. & Peterson, D. L. Mountain hemlock growth responds to climatic variability at annual and decadal time scales. Ecology 82, 3330–3345 (2001).Article
Google Scholar
63.Jarvis, P. et al. Drying and wetting of Mediterranean soils stimulates decomposition and carbon dioxide emission: The “Birch effect”. Tree Physiol. 27, 929–940 (2007).CAS
PubMed
Article
PubMed Central
Google Scholar
64.Binkley, D. & Fisher, R. F. Ecology and Management of Forest Soils (Wiley-Blackwell, 2013).
Google Scholar More