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Development of a footprint description tool utilizing SMEAR Estonia eddy-covariance data and footprint modelling in combination with remote sensed forest species and land cover data


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Amiro, B.D., Barr, A.G., Barr, J.G., Black, T.A., Bracho, R., Brown, M., Chen, J., Clark, K.L., Davis, K.J., Desai, A.R., Dore, S., Engel, V., Fuentes, J.D., Goldstein, A.H., Goulden, M.L., Kolb, T.E., Lavigne, M.B., Law, B.E., Margolis, H.A., Martin, T., McCaughey, J.H., Misson, L., Montes-Helu, M., Noormets, A., Randerson, J.T., Starr, G., Xiao, J. 2010. Ecosystem carbon dioxide fluxes after disturbance in forests of North America. – Journal of Geophysical Research: Biogeosciences, 115, G4. https://doi.org/10.1029/2010JG001390. AmiroB.D. BarrA.G. BarrJ.G. BlackT.A. BrachoR. BrownM. ChenJ. ClarkK.L. DavisK.J. DesaiA.R. DoreS. EngelV. FuentesJ.D. GoldsteinA.H. GouldenM.L. KolbT.E. LavigneM.B. LawB.E. MargolisH.A. MartinT. McCaugheyJ.H. MissonL. Montes-HeluM. NoormetsA. RandersonJ.T. StarrG. XiaoJ. 2010 Ecosystem carbon dioxide fluxes after disturbance in forests of North America Journal of Geophysical Research: Biogeosciences 115 G4 https://doi.org/10.1029/2010JG001390. Search in Google Scholar

Aubinet, M., Vesala, T., Papale, D. 2012. Eddy Covariance. A Practical Guide to Measurement and Data Analysis. Dordrecht, Springer. 438 pp. AubinetM. VesalaT. PapaleD. 2012 Eddy Covariance. A Practical Guide to Measurement and Data Analysis Dordrecht Springer 438 pp. Search in Google Scholar

Baldocchi, D.D. 2003. Assessing the eddy covariance technique for evaluating carbon dioxide exchange rates of ecosystems: past, present and future. – Global Change Biology, 9(4), 479–492. https://doi.org/10.1046/j.1365-2486.2003.00629.x. BaldocchiD.D. 2003 Assessing the eddy covariance technique for evaluating carbon dioxide exchange rates of ecosystems: past, present and future Global Change Biology 9 4 479 492 https://doi.org/10.1046/j.1365-2486.2003.00629.x. Search in Google Scholar

Baldocchi, D.D., Hincks, B.B., Meyers, T.P. 1988. Measuring biosphere-atmosphere exchanges of biologically related gases with micrometeorological methods. – Ecology, 69(5), 1331–1340. https://doi.org/10.2307/1941631. BaldocchiD.D. HincksB.B. MeyersT.P. 1988 Measuring biosphere-atmosphere exchanges of biologically related gases with micrometeorological methods Ecology 69 5 1331 1340 https://doi.org/10.2307/1941631. Search in Google Scholar

Bourtsoukidis, E., Bonn, B., Noe, S.M. 2014. On-line field measurements of BVOC emissions from Norway spruce (Picea abies) at the hemiboreal SMEAR-Estonia site under autumn conditions. – Boreal Environmental Research, 19, 153–167. BourtsoukidisE. BonnB. NoeS.M. 2014 On-line field measurements of BVOC emissions from Norway spruce (Picea abies) at the hemiboreal SMEAR-Estonia site under autumn conditions Boreal Environmental Research 19 153 167 Search in Google Scholar

Burba, G., Anderson, D., 2010. A Brief Practical Guide to Eddy Covariance Flux Measurements. Principles and Workflow Examples for Scientific and Industrial Applications. Lincoln, USA, LI-COR Biosciences. 213 pp. BurbaG. AndersonD. 2010 A Brief Practical Guide to Eddy Covariance Flux Measurements Principles and Workflow Examples for Scientific and Industrial Applications Lincoln, USA LI-COR Biosciences 213 pp. Search in Google Scholar

Chu, H., Luo, X., Ouyang, Z., Chan, W.S., Dengel, S., Biraud, S.C., Torn, M.S., Metzger, S., Kumar, J., Arain, M.A., Arkebauer, T.J., Baldocchi, D., Bernacchi, C., Billesbach, D., Black, T.A., Blanken, P.D., Bohrer, G., Bracho, R., Brown, S., Brunsell, N.A., Chen, J., Chen, X., Clark, K., Desai, A.R., Duman, T., Durden, D., Fares, S., Forbrich, I., Gamon, J.A., Gough, C.M., Griffis, T., Helbig, M., Hollinger, D., Humphreys, E., Ikawa, H., Iwata, H., Ju, Y., Knowles, J.F., Knox, S.H., Kobayashi, H., Kolb, T., Law, B., Lee, X., Litvak, M., Liu, H., Munger, J.W., Noormets, A., Novick, K., Oberbauer, S.F., Oechel, W., Oikawa, P., Papuga, S.A., Pendall, E., Prajapati, P., Prueger, J., Quinton, W.L., Richardson, A.D., Russell, E.S., Scott, R.L., Starr, G., Staebler, R., Stoy, P.C., Stuart-Haëntjens, E., Sonnentag, O., Sullivan, R.C., Suyker, A., Ueyama, M., Vargas, R., Wood, J.D., Zona, D. 2021. Representativeness of Eddy-Covariance flux footprints for areas surrounding AmeriFlux sites. – Agricultural and Forest Meteorology, 301–302, 108350. ChuH. LuoX. OuyangZ. ChanW.S. DengelS. BiraudS.C. TornM.S. MetzgerS. KumarJ. ArainM.A. ArkebauerT.J. BaldocchiD. BernacchiC. BillesbachD. BlackT.A. BlankenP.D. BohrerG. BrachoR. BrownS. BrunsellN.A. ChenJ. ChenX. ClarkK. DesaiA.R. DumanT. DurdenD. FaresS. ForbrichI. GamonJ.A. GoughC.M. GriffisT. HelbigM. HollingerD. HumphreysE. IkawaH. IwataH. JuY. KnowlesJ.F. KnoxS.H. KobayashiH. KolbT. LawB. LeeX. LitvakM. LiuH. MungerJ.W. NoormetsA. NovickK. OberbauerS.F. OechelW. OikawaP. PapugaS.A. PendallE. PrajapatiP. PruegerJ. QuintonW.L. RichardsonA.D. RussellE.S. ScottR.L. StarrG. StaeblerR. StoyP.C. Stuart-HaëntjensE. SonnentagO. SullivanR.C. SuykerA. UeyamaM. VargasR. WoodJ.D. ZonaD. 2021 Representativeness of Eddy-Covariance flux footprints for areas surrounding AmeriFlux sites Agricultural and Forest Meteorology 301–302 108350 Search in Google Scholar

Ezhova, E., Ylivinkka, I., Kuusk, J., Komsaare, K., Vana, M., Krasnova, A., Noe, S., Arshinov, M., Belan, B., Park, S.-B., Lavrič, J.V., Heimann, M., Petäjä, T., Vesala, T., Mammarella, I., Kolari, P., Bäck, J., Rannik, Ü., Kerminen, V.-M., Kulmala, M. 2018. Direct effect of aerosols on solar radiation and gross primary production in boreal and hemiboreal forests. – Atmospheric Chemistry and Physics, 18(24), 17863–17881. https://doi.org/10.5194/acp-18-17863-2018. EzhovaE. YlivinkkaI. KuuskJ. KomsaareK. VanaM. KrasnovaA. NoeS. ArshinovM. BelanB. ParkS.-B. LavričJ.V. HeimannM. PetäjäT. VesalaT. MammarellaI. KolariP. BäckJ. RannikÜ. KerminenV.-M. KulmalaM. 2018 Direct effect of aerosols on solar radiation and gross primary production in boreal and hemiboreal forests Atmospheric Chemistry and Physics 18 24 17863 17881 https://doi.org/10.5194/acp-18-17863-2018. Search in Google Scholar

Finnigan, J.J. 2004. A re-evaluation of long-term flux measurement techniques part II: coordinate systems. – Boundary-Layer Meteorology, 113, 1–41. FinniganJ.J. 2004 A re-evaluation of long-term flux measurement techniques part II: coordinate systems Boundary-Layer Meteorology 113 1 41 Search in Google Scholar

Forest Inventory Act. 2009. Metsa korraldamise juhend. – RT I, 22.02.2017, 10. [WWW document]. – URL https://www.riigiteataja.ee/akt/13124148?leiaKehtiv. [Accessed 12 December 2023]. (In Estonian). Forest Inventory Act 2009 Metsa korraldamise juhend RT I, 22.02.2017, 10. [WWW document]. – URL https://www.riigiteataja.ee/akt/13124148?leiaKehtiv. [Accessed 12 December 2023]. (In Estonian). Search in Google Scholar

Hari, P., Kulmala, L. 2008. Boreal Forest and Climate Change. Dordrecht, Springer. 582 pp. HariP. KulmalaL. 2008 Boreal Forest and Climate Change Dordrecht Springer 582 pp. Search in Google Scholar

Hari, P., Andreae, M.O., Kabat, P., Kulmala, M. 2009. A comprehensive network of measuring stations to monitor climate change. – Boreal Environment Research, 14, 442–446. HariP. AndreaeM.O. KabatP. KulmalaM. 2009 A comprehensive network of measuring stations to monitor climate change Boreal Environment Research 14 442 446 Search in Google Scholar

Keenan, T.F., Prentice, I.C., Canadell, J.G., Williams, C.A., Wang, H., Raupach, M., Collatz, G.J. 2016. Recent pause in the growth rate of atmospheric CO2 due to enhanced terrestrial carbon uptake. – Nature Communications, 7, 13428. https://doi.org/10.1038/ncomms13428. KeenanT.F. PrenticeI.C. CanadellJ.G. WilliamsC.A. WangH. RaupachM. CollatzG.J. 2016 Recent pause in the growth rate of atmospheric CO2 due to enhanced terrestrial carbon uptake Nature Communications 7 13428 https://doi.org/10.1038/ncomms13428. Search in Google Scholar

Kiviste, K., Kiviste, A. 2009. Algebraic difference equations for stand height, diameter, and volume depending on stand age and site factors for Estonian state forests. – Mathematical and Computational Forestry & Natural-Resource Science, 1(2), 67–77. KivisteK. KivisteA. 2009 Algebraic difference equations for stand height, diameter, and volume depending on stand age and site factors for Estonian state forests Mathematical and Computational Forestry & Natural-Resource Science 1 2 67 77 Search in Google Scholar

Kljun, N., Calanca, P., Rotach, M.W., Schmid, H.P. 2004. A simple parameterisation for flux footprint predictions. – Boundary-Layer Meteorology, 112, 503–523. https://doi.org/10.1023/B:BOUN.0000030653.71031.96. KljunN. CalancaP. RotachM.W. SchmidH.P. 2004 A simple parameterisation for flux footprint predictions Boundary-Layer Meteorology 112 503 523 https://doi.org/10.1023/B:BOUN.0000030653.71031.96. Search in Google Scholar

Kljun, N., Calanca, P., Rotach, M.W., Schmid, H.P. 2015. A simple two-dimensional parameterisation for Flux Footprint Prediction (FFP). – Geoscientific Model Development, 8(11), 3695–3713. https://doi.org/10.5194/gmd-8-3695-2015. KljunN. CalancaP. RotachM.W. SchmidH.P. 2015 A simple two-dimensional parameterisation for Flux Footprint Prediction (FFP) Geoscientific Model Development 8 11 3695 3713 https://doi.org/10.5194/gmd-8-3695-2015. Search in Google Scholar

Kollo, J., Metslaid, S., Padari, A., Hordo, M., Kangur, A., Noe, S.M. 2023. Trends in thermal growing season length from years 1955–2020 – A case study in hemiboreal forest in Estonia. – Boreal Environment Research, 28, 169–180. KolloJ. MetslaidS. PadariA. HordoM. KangurA. NoeS.M. 2023 Trends in thermal growing season length from years 1955–2020 – A case study in hemiboreal forest in Estonia Boreal Environment Research 28 169 180 Search in Google Scholar

Kulmala, M. 2016. On COBACC (COntinental Biosphere-Aerosol-Cloud-Climate) feedback. – Geophysical Research Abstracts, Volume 18. Vienna, EGU General Assembly. EGU2016-16372. KulmalaM. 2016 On COBACC (COntinental Biosphere-Aerosol-Cloud-Climate) feedback Geophysical Research Abstracts 18 Vienna EGU General Assembly EGU2016-16372. Search in Google Scholar

Kulmala, M., Nieminen, T., Nikandrova, A., Lehtipalo, K., Manninen, H.E., Kajos, M.K., Kolari, P., Lauri, A., Petäjä, T., Krejci, R., Hansson, H.-C., Swietlicki, E., Lindroth, A., Christensen, T.R., Arneth, A., Hari, P., Bäck, J., Vesala, T., Kerminen, V.-M. 2014. CO2-induced terrestrial climate feedback mechanism: From carbon sink to aerosol source and back. – Boreal Environment Research, 19, 122–131. KulmalaM. NieminenT. NikandrovaA. LehtipaloK. ManninenH.E. KajosM.K. KolariP. LauriA. PetäjäT. KrejciR. HanssonH.-C. SwietlickiE. LindrothA. ChristensenT.R. ArnethA. HariP. BäckJ. VesalaT. KerminenV.-M. 2014 CO2-induced terrestrial climate feedback mechanism: From carbon sink to aerosol source and back Boreal Environment Research 19 122 131 Search in Google Scholar

Lang, M., Kaha, M., Laarmann, D., Sims, A. 2018. Construction of tree species composition map of Estonia using multispectral satellite images, soil map and a random forest algorithm. – Forestry Studies / Metsanduslikud Uurimused 68, 5–24. LangM. KahaM. LaarmannD. SimsA. 2018 Construction of tree species composition map of Estonia using multispectral satellite images, soil map and a random forest algorithm Forestry Studies / Metsanduslikud Uurimused 68 5 24 Search in Google Scholar

Maa-amet. 2017. Estonian Topographic Data Collection. (Eesti topograafia andmekogu). [WWW document]. – URL https://geoportaal.maaamet.ee/est/ruumiandmed/eesti-topograafia-andmekogu-p79.html. [Accessed 12 December 2023]. (In Estonian). Maa-amet 2017 Estonian Topographic Data Collection. (Eesti topograafia andmekogu) [WWW document]. – URL https://geoportaal.maaamet.ee/est/ruumiandmed/eesti-topograafia-andmekogu-p79.html. [Accessed 12 December 2023]. (In Estonian). Search in Google Scholar

Mäki, M., Krasnov, D., Hellén, H., Noe, S.M., Bäck, J. 2019. Stand type affects fluxes of volatile organic compounds from the forest floor in hemiboreal and boreal climates. – Plant and Soil, 441, 363–381. https://doi.org/10.1007/s11104-019-04129-3. MäkiM. KrasnovD. HellénH. NoeS.M. BäckJ. 2019 Stand type affects fluxes of volatile organic compounds from the forest floor in hemiboreal and boreal climates Plant and Soil 441 363 381 https://doi.org/10.1007/s11104-019-04129-3. Search in Google Scholar

Noe, S.M., Kimmel, V., Hüve, K., Copolovici, L., Portillo-Estrada, M., Püttsepp, Ü., Jõgiste, K., Niinemets, Ü., Hörtnagl, L., Wohlfahrt, G. 2011. Ecosystem-scale biosphere-atmosphere interactions of a hemiboreal mixed forest stand at Järvselja, Estonia. – Forest Ecology Management, 262(2), 71–81. https://doi.org/10.1016/j.foreco.2010.09.013. NoeS.M. KimmelV. HüveK. CopoloviciL. Portillo-EstradaM. PüttseppÜ. JõgisteK. NiinemetsÜ. HörtnaglL. WohlfahrtG. 2011 Ecosystem-scale biosphere-atmosphere interactions of a hemiboreal mixed forest stand at Järvselja, Estonia Forest Ecology Management 262 2 71 81 https://doi.org/10.1016/j.foreco.2010.09.013. Search in Google Scholar

Noe, S.M., Krasnov, D., Krasnova, A., Cordey, H.P.E., Niinemets, Ü. 2016. Seasonal variation and characterisation of reactive trace gas mixing ratios over a hemi-boreal mixed forest site in Estonia. – Boreal Environment Research, 21, 332–344. NoeS.M. KrasnovD. KrasnovaA. CordeyH.P.E. NiinemetsÜ. 2016 Seasonal variation and characterisation of reactive trace gas mixing ratios over a hemi-boreal mixed forest site in Estonia Boreal Environment Research 21 332 344 Search in Google Scholar

Noe, S.M., Krasnova, A., Krasnov, D., Cordey, H.P.E., Kangur, A. 2021. Facilitating long-term 3D sonic anemometer measurements in hemiboreal forest ecosystems. – Forestry Studies / Metsanduslikud Uurimused, 75, 140–149. https://doi.org/10.2478/fsmu-2021-0016. NoeS.M. KrasnovaA. KrasnovD. CordeyH.P.E. KangurA. 2021 Facilitating long-term 3D sonic anemometer measurements in hemiboreal forest ecosystems Forestry Studies / Metsanduslikud Uurimused 75 140 149 https://doi.org/10.2478/fsmu-2021-0016. Search in Google Scholar

Noe, S.M., Niinemets, Ü., Krasnova, A., Krasnov, D., Motallebi, A., Kängsepp, V., Jõgiste, K., Hõrrak, U., Komsaare, K., Mirme, S., Vana, M., Tammet, H., Bäck, J., Vesala, T., Kulmala, M., Petäjä, T., Kangur, A. 2015. SMEAR Estonia: Perspectives of a large-scale forest ecosystem – atmosphere research infrastructure. – Forestry Studies / Metsanduslikud Uurimused, 63, 56–84. NoeS.M. NiinemetsÜ. KrasnovaA. KrasnovD. MotallebiA. KängseppV. JõgisteK. HõrrakU. KomsaareK. MirmeS. VanaM. TammetH. BäckJ. VesalaT. KulmalaM. PetäjäT. KangurA. 2015 SMEAR Estonia: Perspectives of a large-scale forest ecosystem – atmosphere research infrastructure Forestry Studies / Metsanduslikud Uurimused 63 56 84 Search in Google Scholar

Rebane, S., Jõgiste, K., Kiviste, A., Stanturf, J.A., Metslaid, M. 2020. Patterns of carbon sequestration in a young forest ecosystem after clear-cutting. – Forests, 11(2), 126. https://doi.org/10.3390/f11020126. RebaneS. JõgisteK. KivisteA. StanturfJ.A. MetslaidM. 2020 Patterns of carbon sequestration in a young forest ecosystem after clear-cutting Forests 11 2 126 https://doi.org/10.3390/f11020126. Search in Google Scholar

Schmid, H.P. 2002. Footprint modeling for vegetation atmosphere exchange studies: a review and perspective. – Agricultural and Forest Meteorology, 113(1–4), 159–183. https://doi.org/10.1016/S0168-1923(02)00107-7. SchmidH.P. 2002 Footprint modeling for vegetation atmosphere exchange studies: a review and perspective Agricultural and Forest Meteorology 113 1–4 159 183 https://doi.org/10.1016/S0168-1923(02)00107-7. Search in Google Scholar

Spracklen, D.V., Jimenez, J.L., Carslaw, K.S., Worsnop, D.R., Evans, M.J., Mann, G.W., Zhang, Q., Canagaratna, M.R., Allan, J., Coe, H., McFiggans, G., Rap, A., Forster, P. 2011. Aerosol mass spectrometer constraint on the global secondary organic aerosol budget. – Atmospheric Chemistry and Physics, 11(23), 12109–12136. https://doi.org/10.5194/acp-11-12109-2011. SpracklenD.V. JimenezJ.L. CarslawK.S. WorsnopD.R. EvansM.J. MannG.W. ZhangQ. CanagaratnaM.R. AllanJ. CoeH. McFiggansG. RapA. ForsterP. 2011 Aerosol mass spectrometer constraint on the global secondary organic aerosol budget Atmospheric Chemistry and Physics 11 23 12109 12136 https://doi.org/10.5194/acp-11-12109-2011. Search in Google Scholar

Teets, A., Fraver, S., Hollinger, D.Y., Weiskittel, A.R., Seymour, R.S., Richardson, A.D. 2018. Linking annual tree growth with eddy-flux measures of net ecosystem productivity across twenty years of observation in a mixed conifer forest. – Agricultural and Forest Meteorology, 249, 479–487. https://doi.org/10.1016/j.agrformet.2017.08.007. TeetsA. FraverS. HollingerD.Y. WeiskittelA.R. SeymourR.S. RichardsonA.D. 2018 Linking annual tree growth with eddy-flux measures of net ecosystem productivity across twenty years of observation in a mixed conifer forest Agricultural and Forest Meteorology 249 479 487 https://doi.org/10.1016/j.agrformet.2017.08.007. Search in Google Scholar

Vesala, T., Kljun, N., Rannik, Ü., Rinne, J., Sogachev, A., Markkanen, T., Sabelfeld, K., Foken, T., Leclerc, M.Y. 2008. Flux and concentration footprint modelling: State of the art. – Environmental Pollution, 152(3), 653–666. https://doi.org/10.1016/j.envpol.2007.06.070. VesalaT. KljunN. RannikÜ. RinneJ. SogachevA. MarkkanenT. SabelfeldK. FokenT. LeclercM.Y. 2008 Flux and concentration footprint modelling: State of the art Environmental Pollution 152 3 653 666 https://doi.org/10.1016/j.envpol.2007.06.070. Search in Google Scholar

Zhong, W., Haigh, J.D. 2013. The greenhouse effect and carbon dioxide. – Weather, 68(4), 100–105. https://doi.org/10.1002/wea.2072. ZhongW. HaighJ.D. 2013 The greenhouse effect and carbon dioxide Weather 68 4 100 105 https://doi.org/10.1002/wea.2072. Search in Google Scholar

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