Balogh, J., Papp, M., Pintér, K., Fóti, S., Posta, K., Eugster, W., and Nagy, Z.: Autotrophic component of soil respiration is repressed by drought more than the heterotrophic one in dry grasslands, Biogeosciences, 13, 5171–5182, https://doi.org/10.5194/bg-13-5171-2016, 2016.
Balogh, J., Fóti, S., Papp, M., Pintér, K., and Nagy, Z.: Separating the effects of temperature and carbon allocation on the diel pattern of soil respiration in the different phenological stages in dry grasslands, PLoS One, 14, 1–19, https://doi.org/10.1371/journal.pone.0223247, 2019.
Behrens, T., Schmidt, K., Macmillan, R. A., and Rossel,
R. A. V.: Multi-scale digital soil mapping with deep learning,
Sci. Rep., 8, 2–10, https://doi.org/10.1038/s41598-018-33516-6, 2018.
Bolton, D.: The computation of equivalent potential temperature, Mon. Weather Rev., 108, 1046–1053, 1980.
Brenning, A., Bangs, D., and Becker, M.: RSAGA: SAGA Geoprocessing and Terrain Analysis, available at:
https://cran.r-project.org/web/packages/RSAGA/RSAGA.pdf (last access: 12 November 2018) 2018.
Chatterjee, A. and Jenerette, G. D.: Spatial variability of soil metabolic rate along a dryland elevation gradient, Landscape Ecol., 26, 1111–1123, https://doi.org/10.1007/s10980-011-9632-0, 2011.
Chen, G. S., Yang, Y. S., Guo, J. F., Xie, J. S., and Yang, Z. J.: Relationships between carbon allocation and partitioning of soil respiration across world mature forests, Plant Ecol., 212, 195–206, https://doi.org/10.1007/s11258-010-9814-x, 2011.
Chen, J., Franklin, J. F., and Spies, T. A.: Growing-season microclimatic gradients from clearcut edges into old-growth Douglas-fir forests, Ecol. Appl., 5, 74–86, https://doi.org/10.2307/1942053, 1995.
Cuena-Lombraña, A., Fois, M., Fenu, G., Cogoni, D., and Bacchetta, G.: The impact of climatic variations on the reproductive success of Gentiana lutea L. in a Mediterranean mountain area, Int. J. Biometeorol., 62, 1283–1295, https://doi.org/10.1007/s00484-018-1533-3, 2018.
Cunningham, C., Zimmermann, N. E., Stoeckli, V., and Bugmann, H.: Growth of Norway spruce (
Picea abies L.) saplings in subalpine forests in Switzerland: Does spring climate matter?, Forest Ecol. Manag., 228, 19–32, https://doi.org/10.1016/j.foreco.2006.02.052, 2006.
Erdős, L., Tölgyesi, C., Horzse, M., Tolnay, D., Hurton, Á., Schulcz, N., Körmöczi, L., Lengyel, A., and Bátori, Z.: Habitat complexity of the pannonian forest-steppe zone and its nature conservation implications, Ecol. Complex., 17, 107–118, https://doi.org/10.1016/j.ecocom.2013.11.004, 2014.
Erdős, L., Bátori, Z., Tolnay, D., Semenischenkov, Y. A., and Magnes, M.: The effects of different canopy covers on the herb layer in the forest-steppes of the Grazer Bergland (Eastern Alps, Austria), Contemp. Probl. Ecol., 10, 90–96, https://doi.org/10.1134/S1995425517010048, 2017.
Erdős, L., Ambarlı, D., Anenkhonov, O. A., Bátori, Z., Cserhalmi, D., Kiss, M., Kröel-Dulay, G., Liu, H., Magnes, M., Molnár, Z., Naqinezhad, A., Semenishchenkov, Y. A., Tölgyesi, C., and Török, P.: The edge of two worlds: A new review and synthesis on Eurasian forest-steppes, Appl. Veg. Sci., 21, 345–362, https://doi.org/10.1111/avsc.12382, 2018.
Erdős, L., Török, P., Szitár, K., Bátori, Z., Tölgyesi, C., Kiss, P. J., Bede-Fazekas, Á., and Kröel-Dulay, G.: Beyond the Forest-Grassland Dichotomy: The Gradient-Like Organization of Habitats in Forest-Steppes, Front. Plant Sci., 11, 1–10, https://doi.org/10.3389/fpls.2020.00236, 2020.
Fóti, S., Balogh, J., Nagy, Z., Herbst, M., Pintér, K., Péli, E., Koncz, P., and Bartha, S.: Soil moisture induced changes on fine-scale spatial pattern of soil respiration in a semi-arid sandy grassland, Geoderma, 213, 245–254, https://doi.org/10.1016/j.geoderma.2013.08.009, 2014.
Fóti, S., Balogh, J., Papp, M., Koncz, P., Hidy, D., Csintalan, Z., Kertész, P., Bartha, S., Zimmermann, Z., Biró, M., Hováth, L., Molnár, E., Szaniszló, A., Kristóf, K., Kampfl, G., and Nagy, Z.: Temporal Variability of CO
2 and N
2O Flux Spatial Patterns at a Mowed and a Grazed Grassland, Ecosystems, 21, 112–124, https://doi.org/10.1007/s10021-017-0138-8, 2018.
Fóti, S., Balogh, J., Gecse, B., Pintér, K., Papp, M., Koncz, P., Kardos, L., Mónok, D., and Nagy, Z.: Two potential equilibrium states in long-term soil respiration activity of dry grasslands are maintained by local topographic features, Sci. Rep.-UK, 10, 1–13, https://doi.org/10.1038/s41598-020-71292-4, 2020.
Hao, Y., Wang, Y., Mei, X., and Cui, X.: The response of ecosystem CO
2 exchange to small precipitation pulses over a temperate steppe, Plant Ecol., 209, 335–347, https://doi.org/10.1007/s11258-010-9766-1, 2010.
Harrell Jr., F. E. and Dupont, C.: Harrell Miscellaneous, Package “Hmisc” Version 4.4-2, available at:
https://cran.r-project.org/web/packages/Hmisc/Hmisc.pdf (last access: 7 October 2021) 2020.
Herbst, M., Prolingheuer, N., Graf, A., Huisman, J. A., Weihermüller, L., and Vanderborght, J.: Characterization and understanding of bare soil respiration spatial variability at plot scale, Vadose Zone J., 8, 762–771, https://doi.org/10.2136/vzj2008.0068, 2009.
Hijmans, R. J.: raster: raster: Geographic data analysis and modeling, available at:
https://cran.r-project.org/web/packages/raster/raster.pdf (last access: 11 October 2021), 2018.
Hohnwald, S., Indreica, A., Walentowski, H., and Leuschner, C.: Microclimatic Tipping Points at the Beech–Oak Ecotone in the Western Romanian Carpathians, Forests, 11, 919, https://doi.org/10.3390/f11090919, 2020.
Hu, R., Kusa, K., and Hatano, R.: Soil respiration and methane flux in adjacent forest, grassland, and cornfield soils in Hokkaido, Japan, Soil Sci. Plant Nutr., 47, 621–627, https://doi.org/10.1080/00380768.2001.10408425, 2001.
Huang, N., Wang, L., Song, X. P., Andrew Black, T., Jassal, R. S., Myneni, R. B., Wu, C., Wang, L., Song, W., Ji, D., Yu, S., and Niu, Z.: Spatial and temporal variations in global soil respiration and their relationships with climate and land cover, Sci. Adv., 6, 1–12, https://doi.org/10.1126/sciadv.abb8508, 2020.
Ivezić, V., Kraljević, D., Lončarić, Z., Engler, M., Kerove, D., Zebec, V., and Jović, J.: Organic matter determined by loss on ignition and potassium dichromate method, 51st Croat. 11th Int. Symp. Agric.,15–18 February 2016, Opatija, Croatia,
ISBN 978-953-7878-51-1, 36–40, 2016.
Jassal, R. S. and Black, T. A.: Estimating heterotrophic and autotrophic soil respiration using small-area trenched plot technique: Theory and practice, Agr. Forest Meteorol., 140, 193–202, https://doi.org/10.1016/j.agrformet.2005.12.012, 2006.
Körmöczi, L., Bátori, Z., Erdős, L., Tölgyesi, C., Zalatnai, M., and Varró, C.: The role of randomization tests in vegetation boundary detection with moving split-window analysis, J. Veg. Sci., 27, 1288–1296, https://doi.org/10.1111/jvs.12439, 2016.
Lassueur, T., Joost, S., and Randin, C. F.: Very high resolution digital elevation models: Do they improve models of plant species distribution?, Ecol. Model., 198, 139–153, https://doi.org/10.1016/j.ecolmodel.2006.04.004, 2006.
Latif, Z. A. and Blackburn, G. A.: The effects of gap size on some microclimate variables during late summer and autumn in a temperate broadleaved deciduous forest, Int. J. Biometeorol., 54, 119–129, https://doi.org/10.1007/s00484-009-0260-1, 2010.
Lecours, V., Devillers, R., Simms, A. E., Lucieer, V. L., and Brown, C. J.: Towards a framework for terrain attribute selection in environmental studies, Environ. Modell. Softw., 89, 19–30, https://doi.org/10.1016/j.envsoft.2016.11.027, 2017.
Lellei-Kovács, E., Botta-Dukát, Z., de Dato, G., Estiarte, M., Guidolotti, G., Kopittke, G. R., Kovács-Láng, E., Kröel-Dulay, G., Larsen, K. S., Peñuelas, J., Smith, A. R., Sowerby, A., Tietema, A., and Schmidt, I. K.: Temperature Dependence of Soil Respiration Modulated by Thresholds in Soil Water Availability Across European Shrubland Ecosystems, Ecosystems, 19, 1460–1477, https://doi.org/10.1007/s10021-016-0016-9, 2016.
Matlack, G. R.: Microenvironment variation within and among forest edge sites in the eastern United States, Biol. Conserv., 66, 185–194, 1993.
Michelsen, A., Andersson, M., Jensen, M., Kjøller, A., and Gashew, M.: Carbon stocks, soil respiration and microbial biomass in fire-prone tropical grassland, woodland and forest ecosystems, Soil Biol. Biochem., 36, 1707–1717, https://doi.org/10.1016/j.soilbio.2004.04.028, 2004.
Mitra, B., Miao, G., Minick, K., McNulty, S. G., Sun, G., Gavazzi, M., King, J. S., and Noormets, A.: Disentangling the Effects of Temperature, Moisture, and Substrate Availability on Soil CO
2 Efflux, J. Geophys. Res.-Biogeo., 124, 2060–2075, https://doi.org/10.1029/2019JG005148, 2019.
Morecroft, M. D., Taylor, M. E., and Oliver, H. R.: Air and soil microclimates of deciduous woodland compared to an open site, Agr. Forest Meteorol., 90, 141–156, https://doi.org/10.1016/S0168-1923(97)00070-1, 1998.
Moyes, A. B. and Bowling, D. R.: Plant community composition and phenological stage drive soil carbon cycling along a tree-meadow ecotone, Plant Soil, 401, 231–242, https://doi.org/10.1007/s11104-015-2750-8, 2016.
Novick, K. A., Ficklin, D. L., Stoy, P. C., Williams, C. A., Bohrer, G., Oishi, A. C., Papuga, S. A., Blanken, P. D., Noormets, A., Sulman, B. N., Scott, R. L., Wang, L., and Phillips, R. P.: The increasing importance of atmospheric demand for ecosystem water and carbon fluxes, Nat. Clim. Chang., 6, 1023–1027, https://doi.org/10.1038/nclimate3114, 2016.
Oksanen, J., Blanchet, F. G., Friendly, M., Kindt, R., Legendre, P., McGlinn, D., Minchin, P. R., O'Hara, R. B., and Wagner, H.: Vegan: Community Ecology Package, R Package Version 2.5–6., available at:
https://cran.r-project.org/web/packages/vegan/vegan.pdf (last access: 28 November 2020) 2019.
Petrone, R. M., Chahil, P., Macrae, M. L., and English, M. C.: Spatial variability of CO
2 exchange for riparian and open grasslands within a first-order agricultural basin in Southern Ontario, Agr. Ecosyst. Environ., 125, 137–147, https://doi.org/10.1016/j.agee.2007.12.005, 2008.
Potter, C.: Microclimate influences on vegetation water availability and net primary production in coastal ecosystems of Central California, Landscape Ecol., 29, 677–687, https://doi.org/10.1007/s10980-014-0002-6, 2014.
R Core Team: R: A Language and Environment for
Statistical Computing. R Foundation for Statistical Computing,
Vienn
a, Austria,
https://www.R-project.org/ (last access: 1 November 2021), 2018.
Raich, J. W. and Tufekcioglu, A.: Vegetation and soil respiration: Correlations and controls, Biogeochemistry, 48, 71–90, https://doi.org/10.1023/A:1006112000616, 2000.
Ritter, P.: A Vector-Based Slope and Aspect Generation Algorithm, Photogramm. Eng. Rem. S., 53, 1109–1111, 1987.
Savage, K., Davidson, E. A., and Tang, J.: Diel patterns of autotrophic and heterotrophic respiration among phenological stages, Global Change Biol., 19, 1151–1159, https://doi.org/10.1111/gcb.12108, 2013.
Shamshiri, R. R., Kalantari, F., Ting, K. C., Thorp, K. R., Hameed, I. A., Weltzien, C., Ahmad, D., and Shad, Z.: Advances in greenhouse automation and controlled environment agriculture: A transition to plant factories and urban agriculture, Int. J. Agr. Biol. Eng., 11, 1–22, https://doi.org/10.25165/j.ijabe.20181101.3210, 2018.
Shi, W. Y., Tateno, R., Zhang, J. G., Wang, Y. L., Yamanaka, N., and Du, S.: Response of soil respiration to precipitation during the dry season in two typical forest stands in the forest-grassland transition zone of the Loess Plateau, Agr. Forest Meteorol., 151, 854–863, https://doi.org/10.1016/j.agrformet.2011.02.003, 2011.
Süle, G.: PCA_scores_terrain.csv, figshare [data set], https://doi.org/10.6084/m9.figshare.14269088.v2, 2021a.
Süle, G.: meteorological.csv, figshare [data set], https://doi.org/10.6084/m9.figshare.14269142.v1, 2021b.
Süle, G.: coords_alt.csv, figshare [data set], https://doi.org/10.6084/m9.figshare.14269181.v1, 2021c.
Süle, G.: variables.csv, figshare [data set], https://doi.org/10.6084/m9.figshare.14269214.v1, 2021d.
Süle, G., Balogh, J., Fóti, S., Gecse, B., and Körmöczi, L.: Fine-scale microclimate pattern in forest-steppe habitat, Forests, 11, 1–16, https://doi.org/10.3390/f11101078, 2020.
Tang, X., Fan, S., Du, M., Zhang, W., Gao, S., Liu, S., Chen, G., Yu, Z., and Yang, W.: Spatial and temporal patterns of global soil heterotrophic respiration in terrestrial ecosystems, Earth Syst. Sci. Data, 12, 1037–1051, https://doi.org/10.5194/essd-12-1037-2020, 2020.
Thomas, A. D., Elliott, D. R., Dougill, A. J., Stringer, L. C., Hoon, S. R., and Sen, R.: The influence of trees, shrubs, and grasses on microclimate, soil carbon, nitrogen, and CO
2 efflux: Potential implications of shrub encroachment for Kalahari rangelands, Land Degrad. Dev., 29, 1306–1316, https://doi.org/10.1002/ldr.2918, 2018.
Young, A. and Mitchell, N.: Microclimate and vegetation edge effects in a fragmented podocarp-broadleaf forest in New Zealand, Biol. Conserv., 67, 63–72, https://doi.org/10.1016/0006-3207(94)90010-8, 1994.
