Effects of stand density regulation on soil carbon pools in different-aged Larix principis-rupprechtii plantations and soil respiration model enhancement

Tairui Liu , Daoli Peng , Shaoming Ye , Meng Yang , Zhijie Tan , Yunxiang Zhang , Jinping Guo

Journal of Forestry Research ›› 2025, Vol. 36 ›› Issue (1) : 141

PDF
Journal of Forestry Research ›› 2025, Vol. 36 ›› Issue (1) :141 DOI: 10.1007/s11676-025-01933-9
Original Paper
research-article

Effects of stand density regulation on soil carbon pools in different-aged Larix principis-rupprechtii plantations and soil respiration model enhancement

Author information +
History +
PDF

Abstract

Soil respiration is the key process driving CO2 exchange between forest soils and the atmosphere and regulated by soil organic carbon (SOC) characteristics and extracellular enzyme activities. However, the direction and magnitude of the effects of stand density on labile SOC fractions, extracellular enzymes, and soil respiration across plantation ages remain unclear. We constructed enhanced soil respiration models using heterogeneous soil data under density regulation to better characterize soil processes. Study plots encompassing stand-density gradients were implemented in Larix principis-rupprechtii plantations spanning three age-class strata. During the growing season, systematic measurements were conducted on soil respiration rates, labile organic carbon fractions, and extracellular enzyme activities. A process-driven soil respiration model was developed by integrating nonlinear mixed-effects modeling frameworks with measured data. The moderate density stands showed increases in soil respiration (Rs), microbial biomass carbon (MBC), light fraction organic carbon (LFOC), β-1,4-glucosidase (BGC), and β-N-acetyl glycosaminidase + leucine aminopeptidase (NAG +  LAP). In 36a and 48a stands, the moderate-density stands NAG +  LAP had a ~ 35% increase compared to other density levels, while readily oxidized carbon (ROC) concentrations showed a significant ~ 30–50% reduction. All labile organic carbon components were stable with age, so that soil microorganisms were promoted to acquire C, N, and P. Temperature, moisture, MBC, BGC, and NAG +  LAP were essential factors that affected soil respiration. Stand density has important impacts on soil respiration as it regulates the soil organic carbon and activities of extracellular enzymes. The roles of temperature, microbial biomass carbon, soil organic carbon and dissolved organic carbon are complex and directly affect autotrophic and heterotrophic respiration and regulate soil respiration by influencing microbial C and N acquisition. A mixed-effects model with nested stand density and age mathematically optimized the soil respiration model, enabling enhanced characterization of covariation patterns of soil respiration with related soil carbon pool variables.

Keywords

Stand density / Soil organic carbon / Soil enzyme activities / Soil respiration / Soil respiration model

Cite this article

Download citation ▾
Tairui Liu, Daoli Peng, Shaoming Ye, Meng Yang, Zhijie Tan, Yunxiang Zhang, Jinping Guo. Effects of stand density regulation on soil carbon pools in different-aged Larix principis-rupprechtii plantations and soil respiration model enhancement. Journal of Forestry Research, 2025, 36(1): 141 DOI:10.1007/s11676-025-01933-9

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Ali A, Dai D, Akhtar K, Teng MJ, Yan ZG, Urbina-Cardona N, Mullerova J, Zhou ZX. Response of understory vegetation, tree regeneration, and soil quality to manipulated stand density in a Pinus massoniana plantation. Glob Ecol Conserv, 2019, 20. e00775

[2]

Baggs EM. Partitioning the components of soil respiration: a research challenge. Plant Soil, 2006, 284(1): 1-5.

[3]

Brookes PC, Landman A, Pruden G, Jenkinson DS. Chloroform fumigation and the release of soil nitrogen: a rapid direct extraction method to measure microbial biomass nitrogen in soil. Soil Biol Biochem, 1985, 17(6): 837-842.

[4]

Che RX, Wang SP, Wang YF, Xu ZH, Wang WJ, Rui YC, Wang F, Hu JM, Tao J, Cui XY. Total and active soil fungal community profiles were significantly altered by six years of warming but not by grazing. Soil Biol Biochem, 2019, 139. 107611

[5]

Chen YM, Cao Y. Response of tree regeneration and understory plant species diversity to stand density in mature Pinus tabulaeformis plantations in the hilly area of the Loess Plateau, China. Ecol Eng, 2014, 73: 238-245.

[6]

Chen LF, He ZB, Zhao WZ, Zhu X, Shen Q, Song MD, Li ZP, Kong JQ, Yang SP, Gao Y. Long-term thinning decreases the contribution of heterotrophic respiration to soil respiration in subalpine plantations. J Forestry Res, 2024, 35(1): 57.

[7]

Christensen BT. Physical fractionation of soil and structural and functional complexity in organic matter turnover. Eur J Soil Sci, 2001, 52(3): 345-353.

[8]

Christensen BT (1992) Physical fractionation of soil and organic matter in primary particle size and density separates. In: Soil restoration. Springer, New York, pp 1–90. https://doi.org/10.1007/978-1-4612-2930-8_1

[9]

Davidson EA, Janssens IA. Temperature sensitivity of soil carbon decomposition and feedbacks to climate change. Nature, 2006, 440(7081): 165-173.

[10]

Ding Y, Wang DQ, Zhao GH, Chen S, Sun TH, Sun HC, Wu CY, Li YZ, Yu ZJ, Li Y, Chen ZL. The contribution of wetland plant litter to soil carbon pool: decomposition rates and priming effects. Environ Res, 2023, 224. 115575

[11]

Dixon RK, Brown S, Houghton RA, Solomon AM, Trexler MC, Wisniewski J. Carbon pools and flux of global forest ecosystems. Science, 1994, 263(5144): 185-190.

[12]

Fang JY, Wang W. Soil respiration as a key belowground process: Issues and perspectives. J Plant Ecol, 2007, 31(3): 345-347. In Chinese)

[13]

Fang WJ, Ouyang M, Cai Q, Ma SH, Yan ZB, Su HJ, Zhu JL, Ji CJ, Tang ZY, Fang JY. Plant community structure and environmental factors regulate N-P stoichiometry of soil and leaves of larch forests in northern China. J Forestry Res, 2024, 36(1): 1.

[14]

Franklin O, Aoki K, Seidl R. A generic model of thinning and stand density effects on forest growth, mortality and net increment. Ann for Sci, 2009, 66(8): 815.

[15]

Fu LY, Sun H, Sharma RP, Lei YC, Zhang HR, Tang SZ. Nonlinear mixed-effects crown width models for individual trees of Chinese fir (Cunninghamia lanceolata) in south-central China. For Ecol Manage, 2013, 302: 210-220.

[16]

Fujita K, Kunito T, Matsushita J, Nakamura K, Moro H, Yoshida S, Toda H, Otsuka S, Nagaoka K. Nitrogen supply rate regulates microbial resource allocation for synthesis of nitrogen-acquiring enzymes. PLoS ONE, 2018, 13(8. e0202086

[17]

Gao JB, Zhang YP, Song QH, Lin YX, Zhou RW, Dong YX, Zhou LG, Li J, Jin YQ, Zhou WJ, Liu YT, Sha LQ, Grace J, Liang NS. Stand age-related effects on soil respiration in rubber plantations (Hevea brasiliensis) in southwest China. Eur J Soil Sci, 2019, 70(6): 1221-1233.

[18]

Geisseler D, Horwath WR, Scow KM. Soil moisture and plant residue addition interact in their effect on extracellular enzyme activity. Pedobiologia, 2011, 54(2): 71-78.

[19]

Gele DQ, Zhao GP, Wang XX, Deng JF, Ding GD, Zhao YY, Mao ZH. Effects of stand density on stand structure and understory vegetation of Pinus sylvestris plantations in Mu Us sandland. Bull Soil Water Conserv, 2015, 35(6): 86-91(In Chinese)

[20]

Guan SY (1986) Soil enzymes and their research methods. Agriculture Press, Malawi. (In Chinese)

[21]

He LY, Mazza Rodrigues JL, Soudzilovskaia NA, Barceló M, Olsson PA, Song CC, Tedersoo L, Yuan FH, Yuan FM, Lipson DA, Xu XF. Global biogeography of fungal and bacterial biomass carbon in topsoil. Soil Biol Biochem, 2020, 151. 108024

[22]

Hermans R, McKenzie R, Andersen R, Teh YA, Cowie N, Subke JA. Net soil carbon balance in afforested peatlands and separating autotrophic and heterotrophic soil CO2 effluxes. Biogeosciences, 2022, 19(2): 313-327.

[23]

Hildreth LA (2012) Principles and practice of structural equation modeling, 3rd edn. The American statistician 66 (1):71

[24]

Hill PW, Jones DL. Plant–microbe competition: does injection of isotopes of C and N into the rhizosphere effectively characterise plant use of soil N?. New Phytol, 2019, 221(2): 796-806.

[25]

Hu XF, Jin YS, Zhang XH, Zhang HR. Individual tree height increment model for Quercus mongolica secondary forest in the northeastern China using generalized nonlinear two-level mixed-effects model. Forests, 2023, 14(11. 2162

[26]

Hu HR, Ma HC, Luo CD, Hu TX (2010) Forest soil organic carbon fraction and its measure methods. Chin J Soil Sci 41(4):1018–1024. (in Chinese)https://doi.org/10.19336/j.cnki.trtb.2010.04.049

[27]

Huang R, Lan T, Song X, Li J, Ling J, Deng OP, Wang CQ, Gao XS, Li QQ, Tang XY, Tao Q, Zeng M. Soil labile organic carbon impacts C: N: P stoichiometry in urban park green spaces depending on vegetation types and time after planting. Appl Soil Ecol, 2021, 163. 103926

[28]

Irvine J, Law BE. Contrasting soil respiration in young and old-growth ponderosa pine forests. Glob Change Biol, 2002, 8(12): 1183-1194.

[29]

Jia BR, Zhou GS. Integrated diurnal soil respiration model during growing season of a typical temperate steppe: effects of temperature, soil water content and biomass production. Soil Biol Biochem, 2009, 41(4): 681-686.

[30]

Jones DL, Willett VB. Experimental evaluation of methods to quantify dissolved organic nitrogen (DON) and dissolved organic carbon (DOC) in soil. Soil Biol Biochem, 2006, 38(5): 991-999.

[31]

Jonsson JA, Sigurdsson BD. Effects of early thinning and fertilization on soil temperature and soil respiration in a poplar plantation. Icel Agric Sci, 2010, 23(1): 97-109

[32]

Kalbitz K, Solinger S, Park JH, Michalzik B, Matzner E. Controls on the dynamics of dissolved organic matter in soils: a review. Soil Sci, 2000, 165(4): 277-304.

[33]

Koshila Ravi R, Anusuya S, Balachandar M, Muthukumar T (2019) Microbial interactions in soil formation and nutrient cycling. In: Mycorrhizosphere and pedogenesis. Springer, Singapore, pp 363–382. https://doi.org/10.1007/978-981-13-6480-8_21

[34]

Kuzyakov Y. Response to the comments by Peter Högberg, Nina Buchmann and David J. Read on the review ‘Sources of CO2 efflux from soil and review of partitioning methods’ (Soil Biology & Biochemistry 38, 425–448) Object- versus method-oriented terminology. Soil Biol Biochem, 2006, 38(9): 2999-3000.

[35]

Lai JS, Zou Y, Zhang JL, Peres-Neto PR (2022) Generalizing hierarchical and variation partitioning in multiple regression and canonical analyses using the rdacca.hp R package. Meth Ecol Evol 13(4):782–788. https://doi.org/10.1111/2041-210X.13800

[36]

Lenk A, Richter R, Kretz L, Wirth C. Effects of canopy gaps on microclimate, soil biological activity and their relationship in a European mixed floodplain forest. Sci Total Environ, 2024, 941. 173572

[37]

Li ZC, Xiao J, Lu G, Sun WN, Ma CG, Jin YD. Productivity and profitability of Larix principis-rupprechtii and Pinus tabuliformis plantation forests in Northeast China. For Policy Econ, 2020, 121. 102314

[38]

Liu TR, Peng DL, Tan ZJ, Guo JP, Zhang YX. Effects of stand density on soil respiration and labile organic carbon in different aged Larix principis-rupprechtii plantations. Ecol Process, 2021, 10(1): 44.

[39]

Liu B, Xia H, Jiang CC, Riaz M, Yang L, Chen YF, Fan XP, Xia XG. 14 year applications of chemical fertilizers and crop straw effects on soil labile organic carbon fractions, enzyme activities and microbial community in rice-wheat rotation of middle China. Sci Total Environ, 2022, 841. 156608

[40]

Luis Moreno J, Bastida F, Díaz-López M, Li YK, Zhou Y, López-Mondéjar R, Benavente-Ferraces I, Rojas R, Rey A, Carlos García-Gil J, Plaza C. Response of soil chemical properties, enzyme activities and microbial communities to biochar application and climate change in a Mediterranean agroecosystem. Geoderma, 2022, 407. 115536

[41]

Luus KA, Gel Y, Lin JC, Kelly REJ, Duguay CR. Pan-Arctic linkages between snow accumulation and growing-season air temperature, soil moisture and vegetation. Biogeosciences, 2013, 10(11): 7575-7597.

[42]

Ma YC, Piao SL, Sun ZZ, Lin X, Wang T, Yue C, Yang Y. Stand ages regulate the response of soil respiration to temperature in a Larix principis-rupprechtii plantation. Agric For Meteorol, 2014, 184: 179-187.

[43]

Ma JY, Kang FF, Cheng XQ, Han HR. Moderate thinning increases soil organic carbon in Larix principis-rupprechtii (Pinaceae) plantations. Geoderma, 2018, 329: 118-128.

[44]

Mäki M, Ryhti K, Fer I, Ťupek B, Vestin P, Roland M, Lehner I, Köster E, Lehtonen A, Bäck J, Heinonsalo J, Pumpanen J, Kulmala L. Heterotrophic and rhizospheric respiration in coniferous forest soils along a latitudinal gradient. Agric For Meteorol, 2022, 317. 108876

[45]

Martins LF, Kolling D, Camassola M, Dillon AJP, Ramos LP. Comparison of Penicillium echinulatum and Trichoderma reesei cellulases in relation to their activity against various cellulosic substrates. Bioresour Technol, 2008, 99(5): 1417-1424.

[46]

Mori T, Aoyagi R, Kitayama K, Mo JM. Does the ratio of β-1,4-glucosidase to β-1,4-N-acetylglucosaminidase indicate the relative resource allocation of soil microbes to C and N acquisition?. Soil Biol Biochem, 2021, 160. 108363

[47]

Mukhortova LV, Lozhenko MD, Riazanova MA, Krivobokov LV, Meteleva MK, Mikhailova IA, Vedrova EF. Contribution of belowground plant residues to the soil carbon pool in forest ecosystems of middle and southern Siberia. Eurasian Soil Sci, 2024, 57(11): 1767-1784.

[48]

Paul EA. Dynamics of organic matter in soils. Plant Soil, 1984, 76(1): 275-285.

[49]

Peng F, You QG, Xu MH, Zhou XH, Wang T, Guo J, Xue X. Effects of experimental warming on soil respiration and its components in an alpine meadow in the permafrost region of the Qinghai-Tibet Plateau. Eur J Soil Sci, 2015, 66(1): 145-154.

[50]

Qian Y, Song JL, Sun P, Yi RK, Liu HL, Feng X, Park KY, Zhao X. Lactobacillus casei strain shirota enhances the in vitro antiproliferative effect of geniposide in human oral squamous carcinoma HSC-3 cells. Molecules, 2018, 23(5): 1069.

[51]

Qiu XC, Peng DL, Wang HB, Wang ZY, Cheng S. Minimum data set for evaluation of stand density effects on soil quality in Larix principis-rupprechtii plantations in North China. Ecol Indic, 2019, 103: 236-247.

[52]

Qiu XC, Peng DL, Tian HX, Wang HB, Liu X, Cao L, Li Z, Cheng S. Soil ecoenzymatic stoichiometry and microbial resource limitation driven by thinning practices and season types in Larix principis-rupprechtii plantations in North China. For Ecol Manage, 2021, 482. 118880

[53]

Qu LP, Dong G, Chen JQ, Xiao JF, De Boeck HJ, Chen JY, Jiang SC, Batkhishig O, Legesse TG, Xin XP, Shao CL. Soil environmental anomalies dominate the responses of net ecosystem productivity to heatwaves in three Mongolian grasslands. Sci Total Environ, 2024, 944. 173742

[54]

Raich JW, Tufekcioglu A (2000) Vegetation and soil respiration: correlations and controls. Biogeochemistry 48 (1):71–90. https://doi.org/10.1023/A:1006112000616

[55]

Ryan MG, Binkley D, Fownes JH, Giardina CP, Senock RS. An experimental test of the causes of forest growth decline with stand age. Ecol Monogr, 2004, 74(3): 393-414.

[56]

Saiz G, Byrne KA, Butterbach-Bahl K, Kiese R, Blujdea V, Farrell EP. Stand age-related effects on soil respiration in a first rotation Sitka spruce chronosequence in central Ireland. Glob Change Biol, 2006, 12(6): 1007-1020.

[57]

Shan CF, Wang MW, Yang YC, Shen FY, Ji L, Yang LX. Microbial carbon and nitrogen limitation in Larix gmelinii forests along an altitudinal gradient: evidence from ecoenzymatic stoichiometry and vector analysis. Appl Soil Ecol, 2024, 195. 105257

[58]

Son Y, Lee W, Lee SE, Ryu SR. Effects of thinning on soil nitrogen mineralization in a Japanese larch plantation. Commun Soil Sci Plant Anal, 2008, 30(17–18): 2539-2550.

[59]

Song XZ, Peng CH, Zhao ZY, Zhang ZT, Guo BH, Wang WF, Jiang H, Zhu QA. Quantification of soil respiration in forest ecosystems across China. Atmos Environ, 2014, 94: 546-551.

[60]

Stegmann G, Jacobucci R, Harring JR, Grimm KJ. Nonlinear mixed-effects modeling programs in R. Struct Equ Modeling A Multidiscip J, 2017, 25(1): 160-165.

[61]

Sterner RW, Elser JJ (2002) Ecological stoichiometry: the biology of elements from molecules to the biosphere. J Plankton Res. https://doi.org/10.1093/plankt/25.9.1183

[62]

Subke JA, Kutzbach L, Risk DFoken T. Soil chamber measurements. Springer handbook of atmospheric measurements, 2021ChamSpringer International Publishing1603-1624.

[63]

Sulzman EW, Brant JB, Bowden RD, Lajtha K. Contribution of aboveground litter, belowground litter, and rhizosphere respiration to total soil co₂ efflux in an old growth coniferous forest. Biogeochemistry, 2005, 73(1, Soil Respiration): 231-256.

[64]

Sun XD, Wang WN, Razaq M, Sun HL. Effects of stand density on soil organic carbon storage in the top and deep soil layers of Fraxinus mandshurica plantations. Austrian J Forest Sci, 2019, 136(1): 27-44

[65]

Sun MM, Zhai BC, Chen QW, Li GQ, Du S. Response of density-related fine root production to soil and leaf traits in coniferous and broad-leaved plantations in the semiarid Loess Hilly Region of China. J Forestry Res, 2022, 33(3): 1071-1082.

[66]

Team RC. R: A language and environment for statistical computing. R foundation for statistical computing: Vienna. Austria Computing, 2009, 14: 12-21

[67]

Vittori Antisari L, Papp R, Vianello G, Marinari S. Effects of Douglas fir stand age on soil chemical properties, nutrient dynamics, and enzyme activity: a case study in northern Apennines. Italy Forests, 2018, 9(10): 641.

[68]

von Arx G, Graf Pannatier E, 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, 2013, 101(5): 1201-1213.

[69]

Wan SQ, Norby RJ, Ledford J, Weltzin JF. Responses of soil respiration to elevated CO2, air warming, and changing soil water availability in a model old-field grassland. Glob Change Biol, 2007, 13(11): 2411-2424.

[70]

Wang XC, Wang SD, Dai LM. Characteristics of carbon storage and density in different layers of forest ecosystems. Russ J Ecol, 2018, 49(1): 53-61.

[71]

Wang RZ, Peñuelas J, Li T, Liu HY, Wu H, Zhang YG, Sardans J, Jiang Y. Natural abundance of 13C and 15N provides evidence for plant–soil carbon and nitrogen dynamics in a N-fertilized meadow. Ecology, 2021, 102(6. e03348

[72]

Wang WW, Ge FX, Hou ZY, Meng JH. Predicting crown width and length using nonlinear mixed-effects models: a test of competition measures using Chinese fir (Cunninghamia lanceolata (Lamb.) Hook.). Ann for Sci, 2021, 78(3. 77

[73]

Waring BG, Weintraub SR, Sinsabaugh RL. Ecoenzymatic stoichiometry of microbial nutrient acquisition in tropical soils. Biogeochemistry, 2014, 117(1): 101-113.

[74]

Wen L, Lei PF, Xiang WH, Yan WD, Liu SG. Soil microbial biomass carbon and nitrogen in pure and mixed stands of Pinus massoniana and Cinnamomum camphora differing in stand age. For Ecol Manage, 2014, 328: 150-158.

[75]

Weng SH, Kuo SR, Guan BT, Chang TY, Hsu HW, Shen CW. Microclimatic responses to different thinning intensities in a Japanese cedar plantation of northern Taiwan. For Ecol Manag, 2007, 241(1–3): 91-100.

[76]

Wic Baena C, Andrés-Abellán M, Lucas-Borja ME, Martínez-García E, García-Morote FA, Rubio E, López-Serrano FR. Thinning and recovery effects on soil properties in two sites of a Mediterranean forest, in Cuenca Mountain (South-eastern of Spain). For Ecol Manage, 2013, 308: 223-230.

[77]

Wu X, Xu H, Tuo DF, Wang C, Fu BJ, Lv YH, Liu GH. Land use change and stand age regulate soil respiration by influencing soil substrate supply and microbial community. Geoderma, 2020, 359. 113991

[78]

Wu LX, Zhu QS, Li XL, Xu MH, Chen W, Cai HC, Yang S, Chen QX, Zhao ZX, Liu X, Chen JQ. Global warming impacts of carbon dioxide, methane, and albedo in an island forest nature reserve. Environ Res Lett, 2024, 19(11. 114085

[79]

Zech W, Senesi N, Guggenberger G, Kaiser K, Lehmann J, Miano TM, Miltner A, Schroth G. Factors controlling humification and mineralization of soil organic matter in the tropics. Geoderma, 1997, 79(1–4): 117-161.

[80]

Zhang XH, Li LQ, Pan GX. Topsoil organic carbon mineralization and CO2 evolution of three paddy soils from South China and the temperature dependence. J Environ Sci, 2007, 19(3): 319-326.

[81]

Zhang XZ, Guan DX, Li WB, Sun D, Jin CJ, Yuan FH, Wang AZ, Wu JB. The effects of forest thinning on soil carbon stocks and dynamics: a meta-analysis. For Ecol Manag, 2018, 429: 36-43.

[82]

Zhang C, Zhang XY, Kuzyakov Y, Wang HM, Fu XL, Yang Y, Chen FS, Dungait JAJ, Green SM, Fang XM. Responses of C-, N- and P-acquiring hydrolases to P and N fertilizers in a subtropical Chinese fir plantation depend on soil depth. Appl Soil Ecol, 2020, 150. 103465

[83]

Zhang HL, Liu SR, Yu JY, Li JW, Shangguan ZP, Deng L. Thinning increases forest ecosystem carbon stocks. For Ecol Manage, 2024, 555. 121702

[84]

Zhao B, Cao J, Geng Y, Zhao XH, von Gadow K. Inconsistent responses of soil respiration and its components to thinning intensity in a Pinus tabuliformis plantation in northern China. Agric for Meteor, 2019, 265: 370-380.

[85]

Zhao XL, Xie PL, Zhang XQ, Ou ZY, Ma HX, Suo C, Ma JQ, Wan P. Characteristics of different aged plantations of Ormosia hosiei with regards to soil microbial biomass and enzymatic activities. J Forestry Res, 2024, 35(1): 119.

[86]

Zheng JF, Zhang XH, Li LQ, Zhang PJ, Pan GX. Effect of long-term fertilization on C mineralization and production of CH4 and CO2 under anaerobic incubation from bulk samples and particle size fractions of a typical paddy soil. Agric Ecosyst Environ, 2007, 120(2–4): 129-138.

[87]

Zou HM, Chen JQ, Li XL, Abraha M, Zhao XY, Tang JL. Modeling net ecosystem exchange of CO2 with gated recurrent unit neural networks. Agric for Meteorol, 2024, 350. 109985

RIGHTS & PERMISSIONS

Northeast Forestry University

AI Summary AI Mindmap
PDF

129

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/