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Evaluating optical measurements of leaf area index against litter collection in a mixed broadleaved-Korean pine forest in China

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An Erratum to this article was published on 25 October 2014

Abstract

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We evaluated the error caused by optical measurements of leaf area index using a direct method in a mixed broadleaf-coniferous forest in China.

Abstract

Indirect optical methods to measure leaf area index (LAI) have been previously developed, but it is difficult to evaluate the accuracy of these methods in a mixed broadleaf-coniferous forest. In this study, the LAI in a mixed broadleaved-Korean pine (Pinus koraiensis) forest in China was estimated directly by litter collection (LAIlit) for the purpose of evaluating optical LAI measurements using digital hemispherical photography (DHP) and LAI-2000. With the DHP method, we corrected a systematic error due to incorrect automatic photographic exposure. With both DHP and LAI-2000 methods, we studied the influences of zenith angle selection schemes (0°–45°, 30°–60°, 45°–60° and 0°–75°) on the effective LAI (L e) measurement. In addition to optical L e, we also investigated other major factors influencing the determination of LAI, including woody-to-total area ratio (α), element clumping index (Ω E) and needle-to-shoot area ratio (γ E). A significant correlation (P < 0.01) was observed between optical (DHP and LAI-2000) and litter collection methods, but DHP L e underestimated LAIlit by 61 % on average based on different zenith angle ranges, and L e at 45°–60° agrees better with LAIlit (R 2 = 0.75, P < 0.01 and RMSE = 4.5), and the accuracy was enhanced by 21 % on average after considering α, Ω E and γ E and was further improved by 36 % after correcting for the error due to exposure. In contrast, LAI-2000 L e underestimated LAIlit by 32 % on average based on different zenith angle ranges, and L e in rings 1–3 is closer to LAIlit (R 2 = 0.80, P < 0.01 and RMSE = 2.1) than those in other rings (e.g., 3–4, 4 and 1–5), and after correcting for α, Ω E and γ E, the difference between LAI-2000 LAI and LAIlit was less than 6 %. Although DHP L e underestimated LAI-2000 L e by an average of 43 % at different zenith angle ranges, significant correlations between them were found (minimum r = 0.787, P < 0.01). We confirm the accuracy of the best estimates of LAI using DHP and LAI-2000 methods are to be over 94 % after considering woody materials and foliage clumping within shoots and the canopy. Meanwhile, the litter collection method is useful for estimating LAI in a mixed broadleaf-coniferous forest, if the specific leaf area for all major species and the average leaf age for evergreen coniferous species are known.

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References

  • Barclay HJ, Trofymow JA, Leach RI (2000) Assessing bias from boles in calculating leaf area index in immature Douglas-fir with the Li-Cor canopy analyzer. Agric For Meteorol 100:255–260

    Article  Google Scholar 

  • Beckschäfer P, Seidel D, Kleinn C, Xu J (2013) On the exposure of hemispherical photographs in forests. iForest 6:228–237

    Article  Google Scholar 

  • Behera SK, Srivastava P, Pathre UV, Tuli R (2010) An indirect method of estimating leaf area index in Jatropha curcas L. using LAI-2000 Plant Canopy Analyzer. Agric For Meteorol 150(2):307–311

    Article  Google Scholar 

  • Bequet R, Campioli M, Kint V, Vansteenkiste D, Muys B, Ceulemans R (2011) Leaf area index development in temperate oak and beech forests is driven by stand characteristics and weather conditions. Trees Struct Funct 25(5):935–946

    Article  Google Scholar 

  • Brantley ST, Young DR (2007) Leaf-area index and light attenuation in rapidly expanding shrub thickets. Ecology 88(2):524–530

    Article  PubMed  Google Scholar 

  • Bréda NJJ (2003) Ground-based measurements of leaf area index: a review of methods, instruments and current controversies. J Exp Bot 54(392):2403–2417

    Article  PubMed  Google Scholar 

  • 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

    Article  Google Scholar 

  • Chen JM (1996) Optically-based methods for measuring seasonal variation of leaf area index in boreal conifer stands. Agric For Meteorol 80:135–163

    Article  Google Scholar 

  • Chen JM, Black TA (1992) Defining leaf area index for non-flat leaves. Plant Cell Environ 15(4):421–429

    Article  Google Scholar 

  • Chen JM, Cihlar J (1995) Plant canopy gap-size analysis theory for improving optical measurements of leaf-area index. Appl Optics 34:6211–6222

    Article  CAS  Google Scholar 

  • Chen JM, Black TA, Adams RS (1991) Evaluation of hemispherical photography for determining plant area index and geometry of a forest stand. Agric For Meteorol 56:129–143

    Article  CAS  Google Scholar 

  • Chen JM, Rich PM, Gower ST, Norman JM, Plummer S (1997) Leaf area index of boreal forests: theory, techniques, and measurements. J Geophys Res 102(D24):29429–29443

    Article  Google Scholar 

  • Chen JM, Govind A, Sonnentag O, Zhang Y, Barr A, Amiro B (2006) Leaf area index measurements at Fluxnet-Canada forest sites. Agric For Meteorol 140(1–4):257–268

    Article  Google Scholar 

  • Cutini A, Matteucci G, Mugnozza G (1998) Estimation of leaf area index with the Li-Cor LAI 2000 in deciduous forests. For Ecol Manage 105(1–3):55–65

    Article  Google Scholar 

  • Deblonde G, Penner M, Royer A (1994) Measuring leaf area index with the LI-COR LAI-2000 in pine stands. Ecology 75(5):1507–1511

    Article  Google Scholar 

  • Dufrêne E, Bréda N (1995) Estimation of deciduous forest leaf area index using direct and indirect methods. Oecologia 104(2):156–162

    Article  Google Scholar 

  • Englund SR, O’Brien JJ, Clark DB (2000) Evaluation of digital and film hemispherical photography and spherical densitometry for measuring forest light environments. Can J For Res 30(12):1999–2005

    Article  Google Scholar 

  • Eriksson H, Eklundh L, Hall K, Lindroth A (2005) Estimating LAI in deciduous forest stands. Agric For Meteorol 129(1–2):27–37

    Article  Google Scholar 

  • Fournier RA, Landry R, August NM, Fedosejevs G, Gauthier RP (1996) Modelling light obstruction in three conifer forests using hemispherical photography and fine tree architecture. Agric For Meteorol 82:47–72

    Article  Google Scholar 

  • Frazer GW, Trofymow J, Lertzman KP (2000) Canopy openness and leaf area in chronosequences of coastal temperate rainforests. Can J For Res 30:239–256

    Article  Google Scholar 

  • Gonsamo A, Chen JM (2014) Continuous observation of leaf area index at Fluxnet-Canada sites. Agric For Meteorol 189:168–174

    Article  Google Scholar 

  • Gonsamo A, Walter J-MN, Pellikka P (2010) Sampling gap fraction and size for estimating leaf area and clumping indices from hemispherical photographs. Can J For Res 40(8):1588–1603

    Article  Google Scholar 

  • Gower ST, Norman JM (1991) Rapid estimation of leaf area index in conifer and broad-leaf plantations. Ecology 72(5):1896–1900

    Article  Google Scholar 

  • Guiterman CH, Seymour RS, Weiskittel AR (2012) Long-Term thinning effects on the leaf area of Pinus strobus L. as estimated from litterfall and individual-tree allometric models. For Sci 58(1):85–93

    Google Scholar 

  • 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

    Article  Google Scholar 

  • Jonckheere I, Muys B, Coppin P (2005) Allometry and evaluation of in situ optical LAI determination in Scots pine: a case study in Belgium. Tree Physiol 25:723–732

    Article  CAS  PubMed  Google Scholar 

  • Kalácska M, Calvo-Alvarado JC, Sanchez-Azofeifa GA (2005) Calibration and assessment of seasonal changes in leaf area index of a tropical dry forest in different stages of succession. Tree Physiol 25:733–744

    Article  PubMed  Google Scholar 

  • Kucharik CJ, Norman JM, Gower ST (1998) Measurements of leaf orientation, light distribution and sunlit leaf area in a boreal aspen forest. Agric For Meteorol 91(1):127–148

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • Leblanc SG, Chen JM, Fernandes R, eering DW, Conley A (2005) Methodology comparison for canopy structure parameters extraction from digital hemispherical photography in boreal forests. Agric For Meteorol 129(3–4):187–207

    Article  Google Scholar 

  • Liu ZL, Jin GZ, Qi YJ (2012) Estimate of leaf area index in an old-growth mixed broadleaved-Korean pine forest in northeastern China. PLoS One 7(3):e32155

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Macfarlane C, Hoffman M, Eamus D, Kerp N, Higginson S, McMurtrie R, Adams M (2007) Estimation of leaf area index in eucalypt forest using digital photography. Agric For Meteorol 143(3–4):176–188

    Article  Google Scholar 

  • Marshall JD, Waring RH (1986) Comparison of methods of estimating leaf-area index in old-growth Douglas-fir. Ecology 67(4):975–979

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • 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 Fenn 35(4):373–384

    Article  Google Scholar 

  • Neumann HH, Den Hartog G, 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

    Article  Google Scholar 

  • Qi YJ, Jin GZ, Liu ZL (2013) Optical and litter collection methods for measuring leaf area index in an old-growth temperate forest in northeastern China. J Forest Res Jpn 18:430–439

    Article  Google Scholar 

  • Reich PB, Frelich LE, Voldseth RA, Bakken P, Adair C (2012) Understorey diversity in southern boreal forests is regulated by productivity and its indirect impacts on resource availability and heterogeneity. J Ecol 100:539–545

    Article  Google Scholar 

  • Richardson AD, Dail DB, Hollinger DY (2011) Leaf area index uncertainty estimates for model-data fusion applications. Agric For Meteorol 151(9):1287–1292

    Article  Google Scholar 

  • Ross J (1981) The radiation regime and architecture of plant stands. Junk, The Hague, p 391

    Book  Google Scholar 

  • Ryu Y, Sonnentag O, Nilson T, Vargas R, Kobayashi H, Wenk R, Baldocchi DD (2010) How to quantify tree leaf area index in an open savanna ecosystem: a multi-instrument and multi-model approach. Agric For Meteorol 150(1):63–76

    Article  Google Scholar 

  • Sampson DA, Allen HL (1995) Direct and indirect estimates of leaf area index (LAI) for lodgepole and loblolly pine stands. Trees 9:119–122

    Article  Google Scholar 

  • Sea WB, Choler P, Beringer J, Weinmann RA, Hutley LB, Leuning R (2011) Documenting improvement in leaf area index estimates from MODIS using hemispherical photos for Australian savannas. Agric For Meteorol 151(11):1453–1461

    Article  Google Scholar 

  • Song GZM, Doley D, Yates D, Chao KJ, Hsieh CF (2014) Improving accuracy of canopy hemispherical photography by a constant threshold value derived from an unobscured overcast sky. Can J For Res 44:17–27

    Article  Google Scholar 

  • Sonnentag O, Talbot J, Chen JM, Roulet NT (2007) Using direct and indirect measurements of leaf area index to characterize the shrub canopy in an ombrotrophic peatland. Agric For Meteorol 144(3–4):200–212

    Article  Google Scholar 

  • Sprintsin M, Karnieli A, Berliner P, Rotenberg E, Yakir D, Cohen S (2007) The effect of spatial resolution on the accuracy of leaf area index estimation for a forest planted in the desert transition zone. Remote Sens Environ 109(4):416–428

    Article  Google Scholar 

  • Sprintsin M, Cohen S, Maseyk K, Rotenberg E, Grünzweig J, Karnieli A, Berliner P, Yakir D (2011) Long term and seasonal courses of leaf area index in a semi-arid forest plantation. Agric For Meteorol 151(5):565–574

    Article  Google Scholar 

  • 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 Forest Res 129(4):543–562

    Article  Google Scholar 

  • Wagner S (1998) Calibration of grey values of hemispherical photographs for image analysis. Agric For Meteorol 90:103–117

    Article  Google Scholar 

  • Zhang Y, Chen JM, Miller JR (2005) Determining digital hemispherical photograph exposure for leaf area index estimation. Agric For Meteorol 133:166–181

    Article  Google Scholar 

  • Zou J, Yan G, Zhu L, Zhang W (2009) Woody-to-total area ratio determination with a multispectral canopy imager. Tree Physiol 29:1069–1080

    Article  PubMed  Google Scholar 

Download references

Author contribution statement

Conceived and designed the experiments: Guangze Jin. Performed the experiments: Zhili Liu, Yujiao Qi. Analyzed the data: Zhili Liu, Yujiao Qi. Wrote the paper: Zhili Liu, Jing M. Chen, Guangze Jin.

Acknowledgments

This work was financially supported by the Ministry of Science and Technology of China (No. 2011BAD37B01), the National Natural Science Foundation of China (No. 31270473); the Program for Changjiang Scholars and Innovative Research Team in University (IRT1054), and the Fundamental Research Funds for the Central Universities (2572014AA01).

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The authors declare that they have no conflict of interest.

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Correspondence to Guangze Jin.

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Communicated by M. Buckeridge.

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Liu, Z., Jin, G., Chen, J.M. et al. Evaluating optical measurements of leaf area index against litter collection in a mixed broadleaved-Korean pine forest in China. Trees 29, 59–73 (2015). https://doi.org/10.1007/s00468-014-1058-2

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