Abstract
Purpose
Forest management practices, such as thinning, can significantly change surface soil properties, understory plant composition, and microclimate. Nevertheless, there remains a dearth of knowledge concerning the influence of forest thinning on soil temperature (Ts) and its connection to environmental factors in open-field. Our study aims to quantify the response of surface Ts (10 cm depth) to different thinning treatments, and to investigate the associations between Ts and various meteorological factors throughout the entire plant growing season.
Materials and methods
We established 12 25 m × 25 m plots from Larix principis-rupprechtii plantations receiving four different thinning treatments (i.e., no thinning, NT; low thinning: 15% removal of trees, LT; moderate thinning: 35% removal of trees, MT; heavy thinning: 50% removal of trees, HT). These plots were established on Taiyue Mountain in North China, and the microclimate data were collected 2 years after their establishment in 2012. We obtained continuous (30 min/time) Ts data of 10 cm depth for 1 year, from April 2017 to March 2018. Additionally, other meteorological data including total solar radiation (TSR), air temperature (Ta), relative humidity (RH), air pressure (AP), precipitation, vapor pressure deficit (VPD), and wind speed (WS) were simultaneously recoded by an automatic weather station located in the open area (OA) within the forest, which is completely devoid of vegetation.
Results and discussion
Ts in the MT (6.18 °C) exhibited a significantly higher value compared to other treatments in the growing season. Ts under forest cover displayed higher temperatures in the winter and lower temperatures in the growing season compared to the OA. The structural equation model (SEM) indicated that Ta exerted a positive influence as the primary environmental factor affecting Ts. In contrast, VPD exhibited a negative direct effect on Ts during the growing season, while manifesting a positive direct effect throughout the non-growing season. The direct effect of TSR on Ts was negative, and TSR indirectly influenced Ts through its direct effects on VPD and Ta. However, the overall effect of TSR on Ts was found to be positive. Nevertheless, WS generally affected Ts indirectly. Notably, the path coefficients, both direct and indirect, of each meteorological factor on MT treatment were slightly smaller compared to other treatments.
Conclusion
Forest thinning of larch plantations influences the dynamics of Ts significantly, with MT leading to warmer soil conditions. Moreover, the structural composition of the plant community plays a crucial role in buffering the fluctuations in understory Ts induced by climatic changes. Our results offer valuable insights into the impacts of forest thinning on Ts and provide important guidelines for future management practices.
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Data availability
Data available on request from the authors. The data that support the findings of this study are available from the corresponding author, [Junyong Ma], upon reasonable request.
References
Aussenac G (2000) Interactions between forest stands and microclimate: ecophysiological aspects and consequences for silviculture. Ann Forest Sci 57:287–301. https://doi.org/10.1051/forest:2000119
Bai SH, Dempsey R, Reverchon F, Blumfield TJ, Ryan S, Cernusak LA (2017) Effects of forest thinning on soil-plant carbon and nitrogen dynamics. Plant Soil 411:437–449. https://doi.org/10.1007/s11104-016-3052-5
Baraloto C, Herault B, Paine CET, Massot H, Blanc L, Bonal D, Molino J, Nicolini EA, Sabatier D (2012) Contrasting taxonomic and functional responses of a tropical tree community to selective logging. J Appl Ecol 49:861–870. https://doi.org/10.1111/j.1365-2664.2012.02164.x
Becknell JM, Desai AR, Dietze MC, Schultz CA, Gregory S, Duffy PA, Franklin JF, Pourmokhtarian A, Hall J, Stoy PC, Binford MW, Boring LR, Staudhammer CL (2015) Assessing interactions among changing climate, management, and disturbance in forests: a macrosystems approach. Bioscience 65:263–274. https://doi.org/10.1093/biosci/biu234
Breda N, Granier A, Aussenac G (1995) Effects of thinning on soil water balance and tree water relations, transpiration, and growth in oak forest (Quercus petraea (Matt.) Liebl.). Tree Physiol 15:295–306. https://doi.org/10.1093/treephys/15.5.295
Cahall RE, Hayes JP, Betts MG (2013) Will they come? long-term response by forest birds to experimental thinning supports the “field of dreams” hypothesis. For Ecol Manag 304:137–149. https://doi.org/10.1016/j.foreco.2013.04.042
Cai M, Xing S, Cheng X, Liu L, Peng X, Shang T, Han H (2021) How elemental stoichiometric ratios in microorganisms respond to thinning management in Larix principis-rupprechtti Mayr. plantations of the warm temperate zone in China. Forests 12:684. https://doi.org/10.3390/f12060684
Chen N, Song CC, Xu XF, Wang XW, Cong N, Jiang PP, Zu JX, Sun L, Song YY, Zuo YJ, Liu JZ, Zhang T, Xu MJ, Jiang P, Wang ZP, Huang K (2021) Divergent impacts of atmospheric water demand on gross primary productivity in three typical ecosystems in China. Agric For Meteorol 307:108527. https://doi.org/10.1016/j.agrformet.2021.108527
Cheng XQ, Han HR, Zhu J, Peng XH, Li B, Liu HW, Epstein HE (2021) Forest thinning and organic matter manipulation drives changes in soil respiration in a Larix principis-rupprechtii plantation in China. Soil Tillage Res 211:104996. https://doi.org/10.1016/j.still.2021.104996
Cheon JY, Ham BS, Lee JY, Park Y, Lee KK (2014) Soil temperatures in four metropolitan cities of Korea from 1960 to 2010: implications for climate change and urban heat. Environ Earth Sci 71:5215–5230. https://doi.org/10.1007/s12665-013-2924-8
Dai A (2013) Increasing drought under global warming in observations and models. Nature Clim Change 3:52–58. https://doi.org/10.1038/nclimate1633
Davis KT, Dobrowski SZ, Holden ZA, Higuera PE, Abatzoglou JT (2019) Microclimatic buffering in forests of the future: the role of local water balance. Ecography 42:1–11. https://doi.org/10.1111/ecog.03836
De Frenne P, Zellweger F, Rodríguez-Sánchez F, Scheffers BR, Hylander K, Luoto M, Vellend M, Verheyen K, Lenoir J (2019) Global buffering of temperatures under forest canopies. Nat Ecol Evol 3:744–749. https://doi.org/10.1038/s41559-019-0842-1
Decker KLM, Wang D, Waite C, Scherbatskoy T (2003) Snow removal and ambient air temperature effects on forest soil temperatures in Northern Vermont. Soil Sci Soc Am J 67:1234. https://doi.org/10.2136/sssaj2003.1234
Dengel S, Grace J (2015) MacArthur A (2015) Transmissivity of solar radiation within a Picea sitchensis stand under various sky conditions. Biogeosciences 12:4195–4207. https://doi.org/10.5194/bg-12-4195-2015
Díaz-Yáez O, Pukkala T, Packalen P, Peltola H (2019) Multifunctional comparison of different management strategies in boreal forests. Forestry 93:84–95. https://doi.org/10.1093/forestry/cpz053
Dickinson Y, Zenner EK, Miller D (2014) Examining the effect of diverse management strategies on landscape scale patterns of forest structure in Pennsylvania using novel remote sensing techniques. Can J For Res 44:301–312. https://doi.org/10.1139/cjfr-2013-0315
Ding Y, Zang RG (2021) Determinants of aboveground biomass in forests across three climatic zones in China. For Ecol Manag 482:118805. https://doi.org/10.1016/j.foreco.2020.118805
Etheridge DA, Maclean DA, Wagner RG, Wilson JS (2006) Effects of intensive forest management on stand and landscape characteristics in northern New Brunswick, Canada (1945–2027). Landscape Ecol 21:509–524. https://doi.org/10.1007/s10980-005-2378-9
Fang SZ, Lin D, Tian Y, Hong SX (2016) Thinning intensity affects soil-atmosphere fluxes of greenhouse gases and soil nitrogen mineralization in a lowland poplar plantation. Forests 7:141. https://doi.org/10.3390/f7070141
FAO (2020) Global Forest Resources Assessments 2020: Main Report; The Food and Agricultural Organization of the United Nations: Rome, Italy
Fu XL, Yang FT, Wang JL, Di YB, Dai XQ, Zhang XY, Wang HM (2015) Understory vegetation leads to changes in soil acidity and in microbial communities 27years after reforestation. Sci Total Environ 502:280–286. https://doi.org/10.1016/j.scitotenv.2014.09.018
Gong C, Tan QY, Liu GB, Xu MX (2021) Forest thinning increases soil carbon stocks in China. For Ecol Manag 482:118812. https://doi.org/10.1016/j.foreco.2020.118812
Grossiord C, Buckley TN, Cernusak LA, Novick KA, Poulter B, Siegwolf RTW, Sperry JS, McDowell NG (2020) Plant responses to rising vapor pressure deficit. New Phytol 226:1550–1566. https://doi.org/10.1111/nph.16485
Gyenge J, Fernández ME, Sarasola M, Schlichter T (2011) Stand density and drought interaction on water relations of Nothofagus antarctica: contribution of forest management to climate change adaptability. Trees-Struct Funct 25:1111–1120. https://doi.org/10.1007/s00468-011-0586-2
Harris C, Mühll DV, Isaksen K, Haeberli W, Sollid JL, King L, Holmlund P, Dramis F, Guglielmin M, Palacios D (2003) Warming permafrost in European mountains. Glob Planet Change 39:215–225. https://doi.org/10.1016/j.gloplacha.2003.04.001
He ZB, Chen LF, Du J, Zhu X, Lin PF, Li J, Xiang YZ (2018) Responses of soil organic carbon, soil respiration, and associated soil properties to long-term thinning in a semiarid spruce plantation in northwestern China. Land Degrad Dev 29:4387–4396. https://doi.org/10.1002/ldr.3196
Heinonen T, Pukkala T, Asikainen A, Peltola H (2018a) Scenario analyses on the effects of fertilization, improved regeneration material, and ditch network maintenance on timber production of Finnish forests. Eur J For Res 137:93–107. https://doi.org/10.1007/s10342-017-1093-9
Heinonen T, Pukkala T, Kellomäki S, Strandman H, Asikainen A, Venäläinen A, Peltola H (2018b) Effects of forest management and harvesting intensity on the timber supply from Finnish forests in a changing climate. Can J For Res 48:1124–1134. https://doi.org/10.1139/cjfr-2018-0118
Hutchison BA, Matt DR (1977) The distribution of solar radiation within a deciduous forest. Ecol Monogr 47:185–207. https://doi.org/10.2307/1942616
IUSS Working Group WRB (2022) World Reference Base for Soil Resources. International soil classification system for naming soils and creating legends for soil maps. 4th edition. International Union of Soil Sciences (IUSS), Vienna, Austria
Janssen P, Fuhr M, Bouget C, Robertson M (2018) Small variations in climate and soil conditions may have greater influence on multitaxon species occurrences than past and present human activities in temperate mountain forests. Divers Distrib 24:579–592. https://doi.org/10.1111/ddi.12705
Keleş S, Durusoy İ, Çakir G (2017) Analysis of the changes in forest ecosystem functions, structure and composition in the Black Sea region of Turkey. J For Res 28:329–342. https://doi.org/10.1007/s11676-016-0322-2
Kellomaki S, Oker-Blom P (1983) Canopy structure and light climate in a young scots pine stand. Silva Fenn 17:1–17. https://doi.org/10.14214/sf.a15086
Kovács B, Tinya F, Ódor P (2017) Stand structural drivers of microclimate in mature temperate mixed forests. Agric For Meteorol 234–235:11–21. https://doi.org/10.1016/j.agrformet.2016.11.268
Kusumoto B, Shiono T, Miyoshi M, Maeshiro R, FujiiKuuluvainen SJT, Kubota Y (2015) Functional response of plant communities to clearcutting: management impacts differ between forest vegetation zones. J Appl Ecol 52:171–180. https://doi.org/10.1111/1365-2664.12367
Lei L, Xiao WF, Zeng LX, Zhu JH, Huang ZL, Cheng RM, Gao SK, Li MH (2018) Thinning but not understory removal increased heterotrophic respiration and total soil respiration in Pinus massoniana stands. Sci Total Environ 621:1360–1369. https://doi.org/10.1016/j.scitotenv.2017.10.092
Li YF, He J, Lu LH, Xu JM, Wang HX, Ye SM (2021) The long-term effects of thinning and mixing on species and structural diversity of Chinese fir plantations. New For 52:285–302. https://doi.org/10.1007/s11056-020-09794-2
Li ZJ, Yang WQ, Yue K, Justine MF, He RY, Yang KJ, Zhuang LY, Wu FZ, Tan B, Zhang L, Xu ZF (2017a) Effects of snow absence on winter soil nitrogen dynamics in a subalpine spruce forest of southwestern China. Geoderma 307:107–113. https://doi.org/10.1016/j.geoderma.2017.08.003
Li ZJ, Yang WQ, Yu K, He RY, Xu ZF (2017b) Effect of seasonal snow cover on soil temperature in a conifer forest of Western Sichuan, China. Chinese J Appl Environ Biol 23:0753–0757. https://doi.org/10.3724/SP.J.1145.2016.09001
Liu L, Estiarte M, Peñuelas J (2019b) Soil moisture as the key factor of atmospheric CH4 uptake in forest soils under environmental change. Geoderma 355:113920. https://doi.org/10.1016/j.geoderma.2019.113920
Liu Q, Sun Y, Wang G, Cheng F, Xia F (2019a) Short-term effects of thinning on the understory natural environment of mixed broadleaf-conifer forest in Changbai Mountain area, Northeast China. PeerJ 7:e7400. https://doi.org/10.7717/peerj.7400
Lobell D, Hammer G, McLean G, Messina C, Roberts MJ, Schlenker W (2013) The critical role of extreme heat for maize production in the United States. Nature Clim Change 3:497–501. https://doi.org/10.1038/nclimate1832
Lun F, Liu Y, He L, Yang L, Liu MC, Li WH (2018) Life cycle research on the carbon budget of the Larix principis-rupprechtii plantation forest ecosystem in North China. J Clean Prod 177:178–186. https://doi.org/10.1016/j.jclepro.2017.12.126
Ma JY, Han Y, Ji SN, Liu B, Lv FC, Cai X, Du JQ, Li JS (2022) Reducing soil organic carbon mineralization under moderate thinning magnifies the soil carbon sink in a Larix principis-rupprechtii plantation. CATENA 210:105858. https://doi.org/10.1016/j.catena.2021.105858
Ma JY, Kang FF, Cheng XQ, Han HR (2018) Moderate thinning increases soil nitrogen in a Larix principis-rupprechtii (pinaceae) plantations. Geoderma 329:118–128. https://doi.org/10.1016/j.geoderma.2018.05.021
Ma SY, Concilio A, Oakley B, North M, Chen JQ (2010) Spatial variability in microclimate in a mixed-conifer forest before and after thinning and burning treatments. For Ecol Manag 259:904–915. https://doi.org/10.1016/j.foreco.2009.11.030
Morecroft MD, Taylor ME, Oliver HR (1998) Air and soil microclimates of deciduous woodland compared to an open site. Agric For Meteorol 90:141–156. https://doi.org/10.1016/s0168-1923(97)00070-1
Olajuyigbe S, Tobin B, Saunders M, Nieuwenhuis M (2012) Forest thinning and soil respiration in a sitka spruce forest in Ireland. Agric For Meteorol 157:86–95. https://doi.org/10.1016/j.agrformet.2012.01.016
Osterkamp TE (2005) The recent warming of permafrost in Alaska. Glob Planet Change 49:187–202. https://doi.org/10.1016/j.gloplacha.2005.09.001
Owen SM, Sieg CH, Gehring CA, Bowker MA (2009) Above- and belowground responses to tree thinning depend on the treatment of tree debris. For Ecol Manag 259:71–80. https://doi.org/10.1016/j.foreco.2009.09.044
Pang G, Chen D, Wang XJ, Lai HW (2022) Spatiotemporal variations of land surface albedo and associated influencing factors on the Tibetan Plateau. Sci Total Environ 804:150100. https://doi.org/10.1016/j.scitotenv.2021.150100
Pang XY, Bao WK, Zhu B, Cheng WX (2013) Responses of soil respiration and its temperature sensitivity to thinning in a pine plantation. Agric For Meteorol 171:57–64. https://doi.org/10.1016/j.agrformet.2012.12.001
Pang XY, Hu B, Bao WK, de Oliveira VT, Tian GL (2016) Effect of thinning-induced gap size on soil CO2 efflux in a reforested spruce forest in the eastern Tibetan Plateau. Agric For Meteorol 220:1–9. https://doi.org/10.1016/j.agrformet.2016.01.004
Paul KI, Polglase PJ, Smethurst PJ, O’Connell AM, Carlyle CJ, Khanna PK (2004) Soil temperature under forests: a simple model for predicting soil temperature under a range of forest types. Agric For Meteorol 121:167–182. https://doi.org/10.1016/j.agrformet.2003.08.030
Poirier V, Coyea MR, Angers DA, Munson AD (2016) Silvicultural treatments and subsequent vegetation impact long-term mineral soil biogeochemistry in mixedwood plantations. For Ecol Manag 368:140–150. https://doi.org/10.1016/j.foreco.2016.03.016
Prevosto B, Helluy M, Gavinet J, Fernandez C, Balandier P (2020) Microclimate in Mediterranean pine forests: what is the influence of the shrub layer? Agric For Meteorol 282:107856. https://doi.org/10.1016/j.agrformet.2019.107856
R Core Team (2020) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria
Raich JW, Russell AE, Kitayama K, Parton WJ, Vitousek PM (2006) Temperature influences carbon accumulation in moist tropical forests. Ecology 87:76–87. https://doi.org/10.1890/05-0023
Rambo TR, North MP (2009) Canopy microclimate response to pattern and density of thinning in a Sierra Nevada Forest. For Ecol Manag 257:435–442. https://doi.org/10.1016/j.foreco.2008.09.029
Rawson HM, Begg JE, Woodward RG (1977) The effect of atmospheric humidity on photosynthesis, transpiration and water use efficiency of leaves of several plant species. Planta 134:5–10. https://doi.org/10.1007/bf00390086
Renaud V, Innes JL, Dobbertin M, Rebetez M (2011) 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. https://doi.org/10.1007/s00704-010-0361-0
Rittenhouse CD, Rissman AR (2015) Changes in winter conditions impact forest management in north temperate forests. J Environ Manage 149:157–167. https://doi.org/10.1016/j.jenvman.2014.10.010
Ruimy A, Jarvis PG, Baldocchi DD, Saugier B (1995) CO2 fluxes over plant canopies and solar radiation: a review. Adv Ecol Res 26:1–68. https://doi.org/10.1016/S0065-2504(08)60063-X
Sano T, Hirano T, Takeda T, Fujinuma Y (2012) Performance of optical indirect methods to assess the change in leaf area index of a larch plantation through thinning. J Agric Meteorol 68:35–43. https://doi.org/10.2480/agrmet.68.1.5
Saunders M, Tobin B, Black K, Gioria M, Nieuwenhuis M, Osborne BA (2012) Thinning effects on the net ecosystem carbon exchange of a Sitka spruce forest are temperature-dependent. Agric For Meteorol 157:1–10. https://doi.org/10.1016/j.agrformet.2012.01.008
Settineri G, Mallamaci C, Mitrović M, Muscolo A (2018) Effects of different thinning intensities on soil carbon storage in Pinus laricio forest of Apennine South Italy. Eur J Forest Res 137:131–141. https://doi.org/10.1007/s10342-017-1077-9
Sullivan BW, Kolb TE, Hart SC, Kaye JP, Dore S, Montes-Helu M (2008) Thinning reduces soil carbon dioxide but not methane flux from southwestern USA ponderosa pine forests. For Ecol Manag 255:4047–4055. https://doi.org/10.1016/j.foreco.2008.03.051
Sulman BN, Roman DT, Yi K, Wang LX, Phillips RP, Novick KA (2016) High atmospheric demand for water can limit forest carbon uptake and transpiration as severely as dry soil. Geophys Res Lett 43:9686–9695. https://doi.org/10.1002/2016gl069416
Sun XC, Onda Y, Otsuki K, Kato H, Gomi T (2016) The effect of strip thinning on forest floor evaporation in a Japanese cypress plantation. Agric For Meteorol 216:48–57. https://doi.org/10.1016/j.agrformet.2015.10.006
Trentini CP, Campanello PI, Villagra M, Ritter L, Ares A, Goldstein G (2017) Thinning of loblolly pine plantations in subtropical Argentina: impact on microclimate and understory vegetation. For Ecol Manag 384:236–247. https://doi.org/10.1016/j.foreco.2016.10.040
Trotsiuk V, Babst F, Grossiord C, Gessler A, Forrester DI, Buchmann N, Eugster W (2021) Tree growth in Switzerland is increasingly constrained by rising evaporative demand. J Ecol 109:2981–2990. https://doi.org/10.1111/1365-2745.13712
Tudoran GM, Zotta M (2020) Adapting the planning and management of Norway spruce forests in mountain areas of Romania to environmental conditions including climate change. Sci Total Environ 698:133761. https://doi.org/10.1016/j.scitotenv.2019.133761
Von Arx G, Graf Pannatier E, Thimonier A, Rebetez M (2013) 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. https://doi.org/10.1111/1365-2745.12121
Wang L, Henderson M, Liu B, Shen XJ, Lian LY, Zhou DW (2018) Maximum and minimum soil surface temperature trends over China, 1965–2014. J Geophys Res-Atmos 123:2004–2016. https://doi.org/10.1002/2017jd027283
Wang XQ, Chen RS, Han CT, Yang Y, Liu JF, Liu ZW, Guo SH, Song YX (2020) Soil temperature change and its regional differences under different vegetation regions across China. Int J Climatol 41:E2310–E2320. https://doi.org/10.1002/joc.6847
Weigel R, Gilles J, Klisz M, Manthey M, Kreyling J (2019) 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. https://doi.org/10.1111/jvs.12759
Weiskittel AR, Hann DW, Kershaw JA, Vanclay JK (2011) Forest growth and yield modeling. Wiley-Blackwell Chichester
Williams AP, Allen CD, Macalady AK, Griffin D, Woodhouse CA, Meko DM, Swetnam TW, Rauscher SA, Seager R, Grissino-Mayer HD, Dean JS, Cook ER, Gangodagamage C, Cai M, McDowellet NG (2013) Temperature as a potent driver of regional forest drought stress and tree mortality. Nat Clim Chang 3:292–297. https://doi.org/10.1038/nclimate1693
Williams AP, Seager R, Berkelhammer M, Macalady AK, Crimmins MA, Swetnam TW, Trugman AT, Buenning N, Hryniw N, McDowell NG, Noone D, Mora CI, Rahn T (2014) Causes and implications of extreme atmospheric moisture demand during the record-breaking 2011 wildfire season in the southwestern United States. J Appl Meteor Climatol 53:2671–2684. https://doi.org/10.1175/JAMC-D-14-0053.1
Wilson KB, Baldocchi DD (2000) Seasonal and interannual variability of energy fluxes over a broadleaved temperate deciduous forest in North America. Agric For Meteorol 100:1–18. https://doi.org/10.1016/s0168-1923(99)00088-x
Xue XB, Jin SC, An F, Zhang HQ, Fan JC, Eichhorn MP, Jin CY, Chen BQ, Jiang L, Yun T (2022) Shortwave radiation calculation for forest plots using airborne LiDAR data and computer graphics. Plant Phe 21:2022. https://doi.org/10.34133/2022/9856739
Yao J, Zhang X, Zhang C, Zhao XH, von Gadow K (2016) Effects of density dependence in a temperate forest in northeastern China. Sci Rep 6:32844. https://doi.org/10.1038/srep32844
You GY, Zhang YP, Schaefer D, Sha LQ, Liu YH, Gong HD, Tan ZH, Lu ZY, Wu CS, Xie YN (2012) Observed air/soil temperature trends in open land and understory of a subtropical mountain forest, SW China. Int J Climatol 33:1308–1316. https://doi.org/10.1002/joc.3494
Zhang W, Shen YP, Wang XM, Kang SC, Chen AA, Mao WY, Zhong XY (2021) Snow cover controls seasonally frozen ground regime on the southern edge of Altai Mountains. Agric For Meteorol 297:108271. https://doi.org/10.1016/j.agrformet.2020.108271
Zhao C, Liu B, Piao SL, Wang XH, Lobell DB, Huang Y, Huang M, Huang MT, Yao Y, Bassu S, Ciais P, Durand JL, Ewert F, Janssens IA, Li T, Lin E, Liu Q, Martre P, Muller C, Peng SS, Ruane AC, Wallach D, Wang T, Wu DH, Liu Z, Zhu Y, Zhu AC, Asseng S (2017) Temperature increase reduces global yields of major crops in four independent estimates. PNAS 114:9326–9331. https://doi.org/10.1073/pnas.1701762114
Zheng L, Zhao GS, Dong JW, Ge QS, Tao J, Zhang XZ, Qi YC, Doughty RB, Xiao M (2019) Spatial, temporal, and spectral variations in albedo due to vegetation changes in China’s grasslands. ISPRS J Photogramm Remote Sens 152:1–12. https://doi.org/10.1016/j.isprsjprs.2019.03.020
Zheng N, Lu S, Zhang JS, Meng P, Ren YF (2013) Relationship between soil and air temperature of robinia pseudoacacia plantation in north China. Forest Res 26:107–112. https://doi.org/10.13275/j.cnki.lykxyj.2013.01.019
Acknowledgements
We gratefully acknowledge the support from the Taiyue Forestry Bureau and the Haodifang Forestry Centre for fieldworks. We would also like to thank Prof. Simon Queenborough at the Yale University for his assistance with English language and grammatical editing of the manuscript.
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The study was supported by the Research and Development Fundation of China Institute of Geo-Environment Monitoring (No. 300018000000202345).
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Hao, Z., Le, Q., Song, J. et al. Forest thinning increases surface soil temperature in Larix principis-rupprechtii (Pinaceae) plantations. J Soils Sediments 24, 793–807 (2024). https://doi.org/10.1007/s11368-023-03640-6
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DOI: https://doi.org/10.1007/s11368-023-03640-6