Abstract
Leaf area index (LAI) is one of the most important characteristics of forest stands that affects the fundamentals of tree physiological processes, biomass production, and mechanical stability. The LAI results obtained by the semi-direct and indirect methods (the needle technique and an LAI-2000 PCA) in three European beech (Fagus sylvatica L.) stands and one sycamore maple (Acer pseudoplatanus L.) stand were compared with LAI estimated by litter traps during the 2013 growing season. Seasonal LAI was estimated using an LAI-2000 PCA which showed similar trends among the stands and strongly corresponded to phenological phases of deciduous stands in Europe, with the fastest rate of leaf area increment occurring during the first month following bud break. During the growing season, maximum stand LAI value was on June 19th and reached 4.5–5.1, and 4.0 in the beech and maple stands, respectively. The needle technique significantly underestimated (p < 0.05) direct LAI on average by 22.0% and 40.0% in the beech and maple stands, respectively. The LAI-2000 PCA insignificantly underestimated (p > .05) LAI on average by 15.1% and 5.8% in the beech and maple stands, respectively. All methods for LAI estimation at the stand level could be applicable in deciduous forest stands (beech, maple) with similar site and stand characteristics. However, calibration by direct method is necessary to obtain the required precision.
Similar content being viewed by others
References
Anderson MC (1971) Radiation and crop structure. In: Sestak Z, Catsky J, Jarvis PG (eds) Plant photosynthetic production: manual of methods. Junk, Hague
Bartelink HH (1997) Allometric relationships for biomass and leaf area of beech (Fagus sylvatica L.). Ann For Sci 54(1):39–50. https://doi.org/10.1051/forest:19970104
Battaglia M, Cherry ML, Beadle CL, Sands PJ, Hingston A (1998) Prediction of leaf area index in eucalypt plantations: effect of water stress and temperature. Tree Physiol 18:521–528
Behera SK, Behera MD, Tuli R (2015) An indirect method of estimating leaf area index in a tropical deciduous forest of India. Ecol Ind 58:356–364. https://doi.org/10.1016/j.ecolind.2015.05.038
Bequet R (2011) Environmental determinants of the temporal and spatial variability in leaf area index of Fagus sylvatica L., Quercus robur L., and Pinus sylvestris L. Dissertation, University of Antwerp
Botkin DB (1986) Remote sensing of the biosphere. National Academy of Sciences, Report of the Committee on Planetary Biology. National Research Council, Washington, DC
Bréda NJJ (2003) Ground-based measurements of leaf area index: a review of methods, instruments and current controversies. J Exp Bot 54:2403–2417. https://doi.org/10.1093/jxb/erg263
Bréda NJJ, Granier A (1996) Intra- and interannual variations of transpiration. Leaf area index and radial growth of a sessile oak stand (Quercus petraea). Ann For Sci 53(2–3):521–536. https://doi.org/10.1051/forest:19960232
Čater M, Schmid I, Kazda M (2013) Instantaneous and potential radiation effect on underplanted European beech below Norway spruce canopy. Eur J For Res 132:23–32. https://doi.org/10.1007/s10342-012-0651-4
Čermák J (1998) Leaf area distribution in large trees and stands of the floodplain forest in southern Moravia. Tree Physiol 18(11):727–737. https://doi.org/10.1093/treephys/18.11.727
Chason JW, Baldocchi DD, Huston MA (1991) A comparison of direct and indirect methods for estimating forest canopy leaf area. Agric For Meteorol 57(1–3):107–128. https://doi.org/10.1016/0168-1923(91)90081-Z
Chen JM, Black TA (1991) Measuring leaf area index of plant canopies with branch architecture. Agric For Meteorol 57(1–3):1–12. https://doi.org/10.1016/0168-1923(91)90074-Z
Chen JM, Cihlar J (1995a) Plant canopy gap-size analysis theory for improving optical measurements of leaf-area index. Appl Opt 34(27):6211–6222. https://doi.org/10.1364/AO.34.006211
Chen JM, Cihlar J (1995b) Quantifying the effect of canopy architecture on optical measurements of leaf area index using two gap size analysis methods. IEEE Trans Geosci Remote Sens 33(3):777–787
Chianucci F, Salvati L, Giannini T, Chiavetta U, Corona P, Cutini A (2016) Long-term response to thinning in a beech (Fagus sylvatica L.) coppice stand under conversion to high forest in Central Italy. Silva Fennica. https://doi.org/10.14214/sf.1549
Coder KD (1999) Drought damage to trees. University of Georgia, FOR99-007, Athens
Cutini A, Matteucci G, Mugnoza GS (1998) Estimation of leaf area index with the Li-Cor LAI 2000 in deciduous forests. For Ecol Manage 105(1–3):55–65. https://doi.org/10.1016/S0378-1127(97)00269-7
Dufrêne E, Bréda NJJ (1995) Estimation of deciduous forest leaf area index using direct and indirect methods. Oecologia 104(2):156–162. https://doi.org/10.1007/BF00328580
Eckrich CA, Flaherty EA, Ben-David M (2013) Estimating leaf area index in Southeast Alaska: a comparison of two techniques. PLoS ONE 8(11):e77642. https://doi.org/10.1371/journal.pone.0077642
Eriksson H, Eklundh L, Hall K, Lindroth A (2005) Estimating LAI in deciduous forest stands. Agric For Meteorol 129(1–2):27–37. https://doi.org/10.1016/j.agrformet.2004.12.003
Eschenbach C, Kappen L (1996) Leaf area index determination in an alder forest: a comparison of three methods. J Exp Bot 47(9):1457–1462. https://doi.org/10.1093/jxb/47.9.1457
Fassnacht KS, Gower ST, Norman JM, McMurtrie RE (1994) A comparison of optical and direct methods for estimating foliage surface area index in forests. Agric For Meteorol 71(1–2):183–207. https://doi.org/10.1016/0168-1923(94)90107-4
Filewod B, Thomas SC (2014) Impacts of a spring heat wave on canopy processes in a northern hardwood forest. Glob Chang Biol 20(2):360–371. https://doi.org/10.1111/gcb.12354
Finotti R, Rodrigues FS, Cerqueira R, Vinícius VM (2003) A method to determine the minimum number of litter traps in litterfall studies. Biotropica 35(3):419–421. https://doi.org/10.1646/02152
Garnier E, Shipley B, Roumet C, Laurent G (2001) A standardized protocol for the determination of specific leaf area and leaf dry matter content. Funct Ecol 15:688–695. https://doi.org/10.1046/j.0269-8463.2001.00563.x
Garrigues S, Shabanov NV, Swanson K, Morisette JT, Baret F, Myneni RB (2008) Intercomparison and sensitivity analysis of leaf area index retrievals from LAI-2000, AccuPAR, and digital hemispherical photography over croplands. Agric For Meteorol 148:1193–1209. https://doi.org/10.1016/j.agrformet.2008.02.014
Giagli K, Veteška O, Vavrčík H, Gryc V (2015) Monitoring of seasonal dynamics in two age-different European beech stands. Wood Res 60(6):1005–1016
Gond V, de Pury DGG, Veroustraete F, Ceulemans R (1999) Seasonal variations in leaf area index, leaf chlorophyll, and water content; scaling up to estimate fAPAR and carbon balance in a multilayer, multispecies temperate forest. Tree Physiol 19:673–679. https://doi.org/10.1093/treephys/19.10.673
Goodall DW (1952) Some considerations in the use of point quadrats for the analysis of vegetation. Aust J Biol Sci 5(1):1–41. https://doi.org/10.1071/BI9520001
Gower ST, Norman JM (1991) Rapid estimation of leaf area index in conifer and broad-leaf plantations. Ecology 72(5):1896–1900. https://doi.org/10.2307/1940988
Gower ST, Kucharik CJ, Norman JM (1999) Direct and indirect estimation of leaf area index, fAPAR, and net primary production of terrestrial ecosystems. Remote Sens Environ 70(1):29–51. https://doi.org/10.1016/S0034-4257(99)00056-5
Holst T, Hauser S, Kirchgäßner A, Matzarakis A, Mayer H, Schindler D (2004) Measuring and modelling plant area index in beech stands. Int J Biometeorol 48:192–201. https://doi.org/10.1007/s00484-004-0201-y
Homolová L, Lukeš P, Malenovský Z, Lhotáková Z, Kaplan V, Hanuš J (2013) Measurement methods and variability assessment of the Norway spruce total leaf area: implications for remote sensing. Trees-Struct Funct 27(1):111–121. https://doi.org/10.1007/s00468-012-0774-8
Jonckheere I, Fleck S, Nackaerts K, Muys B, Coppin P, Weiss M, Baret F (2004) Review of methods for in situ leaf area index determination. Part I. Theories, sensors, and hemispherical photography. Agric For Meteorol 121(1–2):19–35. https://doi.org/10.1016/j.agrformet.2003.08.027
Jurik TW, Briggs GM, Gates DM (1985) A comparison of four methods for determining leaf area index in successional hardwood forests. Can J For Res 15(6):1154–1158. https://doi.org/10.1139/x85-187
Krupková L, Marková I, Havránková K, Pokorný R, Urban O, Šigut L, Pavelka M, Cienciala E, Marek MV (2017) Comparison of different approaches of radiation use efficiency of biomass formation estimation in Mountain Norway spruce. Trees-Struct Funct 31(1):325–337. https://doi.org/10.1007/s00468-016-1486-2
Kucharik CJ, Norman JM, Gower ST (1998) Measurements of branch area and adjusting leaf area index indirect measurements. Agric For Meteorol 91(1–2):69–88. https://doi.org/10.1016/S0168-1923(98)00064-1
Küßner R, Mosandl R (2000) Comparison of direct and indirect estimation of leaf area index in mature Norway spruce stands of eastern Germany. Can J For Res 30(3):440–447. https://doi.org/10.1139/x99-227
Lang ARG, McMurtrie RE, Benson ML (1991) Validity of surface area indices of Pinus radiata estimated of the sun´s beam. Agric For Meteorol 57:157–170. https://doi.org/10.1016/0168-1923(91)90084-4
Le Dantec V, Dufrêne E, Saugier B (2000) Interannual and spatial variation in maximum leaf area index of temperate deciduous stands. For Ecol Manage 134(1–3):71–81. https://doi.org/10.1016/S0378-1127(99)00246-7
LI-COR Bioscience, USA (1991) LAI-2000 Plant Canopy Analyzer. Instruction manual, 179 p
Majasalmi T, Rautiainen M, Stenberg P, Rita H (2012) Optimizing the sampling scheme for LAI-2000 measurements in a boreal forest. Agric For Meteorol 154–155:38–43. https://doi.org/10.1016/j.agrformet.2011.10.002
Marshall JD, Waring RH (1986) Comparison of methods of estimating leaf-area index in old-growth Douglas-fir. Ecology 97(4):975–979. https://doi.org/10.2307/1939820
Mason EG, Diepstraten M, Pinjuv GL, Lasserre JP (2012) Comparison of direct and indirect leaf area index measurements of Pinus radiata D. Don. Agric For Meteorol 166–167:113–119. https://doi.org/10.1016/j.agrformet.2012.06.013
McShane MC, Carlile DW, Hinds WT (1983) The effect of collector size on forest litter-fall collection and analysis. Can J For Res 13(6):1037–1042. https://doi.org/10.1139/x83-138
Menšík L, Kulhavý J, Kantor P, Remeš M (2009) Humus conditions of stands with different proportion of Douglas fir in the Hůrky Training Forest District and Křtiny Training Forest Enterprise. J For Sci 55(8):345–356
Michelot A, Bréda NJJ, Damesin C, Dufrêne E (2012) Differing growth responses to climatic variations and soil water deficits of Fagus sylvatica, Quercus petraea and Pinus sylvestris in a temperate forest. For Ecol Manage 265:161–171. https://doi.org/10.1016/j.foreco.2011.10.024
Morrison IK (1991) Effect of trap dimensions on litter-fall collected in an Acer saccharum stand in northern Ontario. Can J For Res 21(6):939–941. https://doi.org/10.1139/x91-130
Mussche S, Samson R, Nachtergale L, De Schrijver A, Lemeur R, Lust N (2001) A comparison of optical and direct methods for monitoring the seasonal dynamics of leaf area index in deciduous forests. Silva Fennica 35(4):373–384
Neumann HH, Hartog GD, Shaw RH (1989) Leaf area measurements based on hemispheric photographs and leaf-litter collection in a deciduous forest during autumn leaf-fall. Agric For Meteorol 45(3–4):325–345. https://doi.org/10.1016/0168-1923(89)90052-X
Nizinski JJ, Saugier B (1988) A model of leaf budding and development for a mature Quercus forest. J Appl Ecol 25(2):643–655
Norman JM (1992) Scaling processes between leaf and canopy levels. In: Ehleringer J, Fields C (eds) Scaling processes between leaf and landscape levels. Academic Press, San Diego, pp 41–76
Norman JM, Campbell GS (1989) Canopy structure. In: Pearcy RW, Mooney HA, Ehrelinger JR, Rundel PW (eds) Physiological plant ecology: field methods and instrumentation. Chapman and Hall, London
Olivas PC, Oberbauer SF, Clark DB, Clark DA, Ryan MG, O´Brien JJ, Ordoñez H (2013) Comparison of direct and indirect methods for assessing leaf area index across a tropical rain forest landscape. Agric For Meteorol 177:110–116. https://doi.org/10.1016/j.agrformet.2013.04.010
Pokorný R, Marek MV (2000) Test of accuracy of LAI estimation by LAI-2000 under artificially changed leaf to wood area proportions. Biol Plant 43(4):537–544. https://doi.org/10.1023/A:1002862611176
Pokorný R, Opluštilová M (1999) Leaf area index and its development in selected spruce and beech stands in the Ore Mountains. J For Sci 45(4):192–196
Pokorný R, Stojnič S (2012) Leaf area index of Norway spruce stands in relation to age and defoliation. Beskydy 5(2):173–180
Pokorný R, Tomaskova I, Havrankova K (2008) Temporal variation and efficiency of leaf area index in young mountain Norway spruce stand. Eur J For Res 127–5:359–367
Ross J (1981) The radiation regime and architecture of plant stands. Junk, Hague
Running SW, Nemani RR, Peterson DL, Band LE, Potts DF, Pierce LL, Spanner MA (1989) Mapping regional forest evapotranspiration and photosynthesis by coupling satellite data with ecosystem simulation. Ecology 70(4):1090–1101. https://doi.org/10.2307/1941378
Saigusa N, Yamamoto S, Murayama S, Kondo H, Nishimura N (2002) Gross primary production and net ecosystem exchange of a cool-temperate deciduous forest estimated by the eddy covariance method. Agric For Meteorol 112(3–4):203–215. https://doi.org/10.1016/S0168-1923(02)00082-5
Sampson DA, Allen HL (1995) Direct and indirect estimates of leaf area index (LAI) for lodgepole and loblolly pine stands. Trees-Struct Funct 9(3):119–122. https://doi.org/10.1007/BF02418200
Thimonier A, Sedivy I, Schleppi P (2010) Estimating leaf area index in different types of mature forest stands in Switzerland: a comparison of methods. Eur J For Res 129(4):543–562. https://doi.org/10.1007/s10342-009-0353-8
Viewegh J, Kusbach A, Mikeska M (2003) Czech forest ecosystem classification. J For Sci 49(2):74–82
Vile D, Garnier E, Shipley B, Laurent G, Navas ML, Roumet C, La Vorel S, Díaz S, Hodgson JG, Lloret F, Midgley GF, Poorter H, Rutherford MC, Wilson PJ, Wright IJ (2005) Specific leaf area and dry matter content estimate thickness in laminar leaves. Ann Bot 96:1129–1136. https://doi.org/10.1093/aob/mci264
Warren Wilson J (1959) Analysis of the spatial distribution of foliage by two-dimensional point quadrats. New Phytol 58(1):92–99. https://doi.org/10.1111/j.1469-8137.1959.tb05340.x
Warren Wilson J (1960) Inclined point quadrats. New Phytol 59(1):1–7. https://doi.org/10.1111/j.1469-8137.1960.tb06195.x
Warren Wilson J (1963) Estimation of foliage denseness and foliage angle by inclined point quadrants. Aust J Bot 11(1):95–105. https://doi.org/10.1071/BT9630095
Watson DJ (1947) Comparative physiological studies in the growth of field crops: I. Variation in net assimilation rate and leaf area between species and varieties, and within and years. Ann Bot 11(41):41–76
Wittwer S (1983) Land related global habitability science issues. NASA Technical Memorandum Number 85841. National Aeronautics and Space Administration, Washington, DC
Urban J, Bednářová E, Plichta R, Gryc V, Vavrčík H, Hacura J, Fajstavr M, Kučera J (2014) Links between phenology and ecophysiology in a European beech forest. iForest 8:438–447. https://doi.org/10.3832/ifor1307-007
Yang Y, Yanai RD, See CR, Arthur MA (2017) Sampling effort and uncertainty in leaf litterfall mass and nutrient flux in northern hardwood forests. Ecosphere 8(11):e01999. https://doi.org/10.1002/ecs2.1999
Zvereva EL, Zverev V, Kozlov MV (2012) Little strokes fell great oaks: minor but chronic herbivory substantially reduces birch growth. Oikos 152:2036–2044. https://doi.org/10.1111/j.1600-0706.2012.20688.x
Acknowledgements
The English language was kindly proofread by the BEST translation agency. Special thanks to Dr. Pavel Bednář and three anonymous reviewers for their helpful and valuable comments on improving this paper.
Author information
Authors and Affiliations
Corresponding author
Additional information
Project funding: The work was supported by the Specific University Research Fund of the Faculty of Forestry and Wood Technology (FFWT) at Mendel University in Brno (Grant No. LDF_VP_2016017) and the Ministry of Agriculture of the Czech Republic, institutional support MZE-RO0118.
The online version is available at http://www.springerlink.com
Corresponding editor: Tao Xu.
Rights and permissions
About this article
Cite this article
Černý, J., Haninec, P. & Pokorný, R. Leaf area index estimated by direct, semi-direct, and indirect methods in European beech and sycamore maple stands. J. For. Res. 31, 827–836 (2020). https://doi.org/10.1007/s11676-018-0809-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11676-018-0809-0