Hyytiälä publications 2021

  1. Aaltonen, H., Tuukkanen, T., Palviainen, M., Laurén, A. A., Tattari, S., Piirainen, S., Mattsson, T., Ojala, A., Launiainen, S., & Finér, L. (2021). Controls of Organic Carbon and Nutrient Export from Unmanaged and Managed Boreal Forested Catchments. Water13(17), [2363]. https://doi.org/10.3390/w13172363
  2. Alekseychik, P., Katul, G., Korpela, I., & Launiainen, S. (2021). Eddies in motion: visualizing boundary-layer turbulence above an open boreal peatland using UAS thermal videos. Atmospheric Measurement Techniques14(5), 3501-3521. https://doi.org/10.5194/amt-14-3501-2021
  3. Alekseychik, P., Korrensalo, A., Mammarella, I., Launiainen, S., Tuittila, E-S., Korpela, I., & Vesala, T. (2021). Carbon balance of a Finnish bog: temporal variability and limiting factors based on 6 years of eddy-covariance data. Biogeosciences18(16), 4681-4704. https://doi.org/10.5194/bg-18-4681-2021
  4. Aslan, T., Peltola, O., Ibrom, A., Nemitz, E., Rannik, U., & Mammarella, I. (2021). The high-frequency response correction of eddy covariance fluxes - Part 2: An experimental approach for analysing noisy measurements of small fluxes. Atmospheric Measurement Techniques14(7), 5089-5106. https://doi.org/10.5194/amt-14-5089-2021
  5. Baalbaki, R., Pikridas, M., Jokinen, T., Laurila, T., Dada, L., Bezantakos, S., Ahonen, L., Neitola, K., Maisser, A., Bimenyimana, E., Christodoulou, A., Unga, F., Savvides, C., Lehtipalo, K., Kangasluoma, J., Biskos, G., Petäjä, T., Kerminen, V-M., Sciare, J., & Kulmala, M. (2021). Towards understanding the characteristics of new particle formation in the Eastern Mediterranean. Atmospheric Chemistry and Physics21(11), 9223-9251. https://doi.org/10.5194/acp-21-9223-2021
  6. Beck, L., Sarnela, N., Junninen, H., Hoppe, C. J. M., Garmash, O., Bianchi, F., Riva, M., Rose, C., Peräkylä, O., Wimmer, D., Kausiala, O., Jokinen, T., Ahonen, L., Mikkilä, J., Hakala, J., He, X-C., Kontkanen, J., Wolf, K. K. E., Cappelletti, D., ... Sipilä, M. (2021). Differing mechanisms of new particle formation at two Arctic sites. Geophysical Research Letters48(4), [e2020GL091334]. https://doi.org/10.1029/2020gl091334
  7. Bianchi, F., Junninen, H., Bigi, A., Sinclair, V. A., Dada, L., Hoyle, C. R., Zha, Q., Yao, L., Ahonen, L. R., Bonasoni, P., Buenrostro Mazon, S., Hutterli, M., Laj, P., Lehtipalo, K., Kangasluoma, J., Kerminen, V. -M., Kontkanen, J., Marinoni, A., Mirme, S., ... Dommen, J. (2021). Biogenic particles formed in the Himalaya as an important source of free tropospheric aerosols. Nature Geoscience14(1), 4-+. https://doi.org/10.1038/s41561-020-00661-5
  8. Bousiotis, D., Brean, J., Pope, F. D., Dall'Osto, M., Querol, X., Alastuey, A., Perez, N., Petäjä, T., Massling, A., Nøjgaard, J. K., Nordstrøm, C., Kouvarakis, G., Vratolis, S., Eleftheriadis, K., Niemi, J. V., Portin, H., Wiedensohler, A., Weinhold, K., Merkel, M., ... Harrison, R. M. (2021). The effect of meteorological conditions and atmospheric composition in the occurrence and development of new particle formation (NPF) events in Europe. Atmospheric Chemistry and Physics21(5), 3345-3370. https://doi.org/10.5194/acp-21-3345-2021
  9. Bousiotis, D., Pope, F. D., Beddows, D. C. S., Dall'Osto, M., Massling, A., Klenø Nøjgaard, J., Nordstrøm, C., Niemi, J. V., Portin, H., Petäjä, T., Perez, N., Alastuey, A., Querol, X., Kouvarakis, G., Mihalopoulos, N., Vratolis, S., Eleftheriadis, K., Wiedensohler, A., Weinhold, K., ... Harrison, R. M. (2021). A phenomenology of new particle formation (NPF) at 13 European sites. Atmospheric Chemistry and Physics21(15), 11905-11925. https://doi.org/10.5194/acp-21-11905-2021
  10. Brasseur, Z., Castarède, D., Thomson, E. S., Adams, M. P., van Dusseldorp, D., Heikkilä, P., ... & Duplissy, J. (2021). Datasets to: Measurement report: Introduction to the HyICE-2018 campaign for the measurements of ice nucleating particles in the boreal forest of Hyytiälä.
  11. Bressi, M., Cavalli, F., Putaud, J. P., Fröhlich, R., Petit, J. E., Aas, W., ... & Prevot, A. S. H. (2021). A European aerosol phenomenology-7: High-time resolution chemical characteristics of submicron particulate matter across Europe. Atmospheric environment: X10, 100108.
  12. Cabrera, A. B., Dolejšová, M., Choi, J. H. J., & Ampatzidou, C. (2022). Open forest: walking with forests, stories, data, and other creatures. Interactions29(1), 48-53.
  13. Cai, Z., Junttila, S., Holst, J., Jin, H., Ardö, J., Ibrom, A., ... & Eklundh, L. (2021). Modelling daily gross primary productivity with sentinel-2 data in the nordic region–comparison with data from modis. Remote Sensing13(3), 469.
  14. Campos, M. B., Litkey, P., Wang, Y., Chen, Y., Hyyti, H., Hyyppä, J., and E. Puttonen, 2021. A Long-Term Terrestrial Laser Scanning Measurement Station to Continuously Monitor Structural and Phenological Dynamics of Boreal Forest Canopy. Frontiers in Plant Science, 11, 606752. https://doi.org/10.3389/fpls.2020.606752
  15. Chen, X., Barbosa, S., Paatero, J., Kulmala, M., & Junninen, H. (2021, March). Investigation on the role of elevated gamma radiation in ion production during precipitation. In EGU General Assembly Conference Abstracts (pp. EGU21-11909).
  16. Ding, Y., Leppälammi-Kujansuu, J., Salemaa, M., Schiestl-Aalto, P., Kulmala, L., Ukonmaanaho, L., Nöjd, P., Minkkinen, K., Makita, N., Zeleznik, P., Merila, P., & Helmisaari, H-S. (2021). Distinct patterns of below- and aboveground growth phenology and litter carbon inputs along a boreal site type gradient. Forest Ecology and Management489, [119081]. https://doi.org/10.1016/j.foreco.2021.119081
  17. Eger, P. G., Vereecken, L., Sander, R., Schuladen, J., Sobanski, N., Fischer, H., Karu, E., Williams, J., Vakkari, V., Petäjä, T., Lelieveld, J., Pozzer, A., & Crowley, J. N. (2021). Impact of pyruvic acid photolysis on acetaldehyde and peroxy radical formation in the boreal forest: theoretical calculations and model results. Atmospheric Chemistry and Physics21(18), 14333-14349. https://doi.org/10.5194/acp-21-14333-2021
  18. Emmerichs, T., Kerkweg, A., Ouwersloot, H., Fares, S., Mammarella, I., and Taraborrelli, D.: A revised dry deposition scheme for land–atmosphere exchange of trace gases in ECHAM/MESSy v2.54, Geosci. Model Dev., 14, 495–519, https://doi.org/10.5194/gmd-14-495-2021, 2021.
  19. Féret, J. B., Berger, K., de Boissieu, F., & Malenovský, Z. (2021). PROSPECT-PRO for estimating content of nitrogen-containing leaf proteins and other carbon-based constituents. Remote Sensing of Environment252, 112173.
  20. Fischer, L., Breitenlechner, M., Canaval, E., Scholz, W., Striednig, M., Graus, M., Karl, T. G., Petäjä, T., Kulmala, M., & Hansel, A. (2021). First eddy covariance flux measurements of semi-volatile organic compounds with the PTR3-TOF-MS. Atmospheric Measurement Techniques14(12), 8019-8039. https://doi.org/10.5194/amt-14-8019-2021
  21. Foken, T., Babel, W., Munger, J. W., Gronholm, T., Vesala, T., & Knohl, A. (2021). Selected breakpoints of net forest carbon uptake at four eddy-covariance sites. Tellus. Series B: Chemical and Physical Meteorology73(1), [1915648]. https://doi.org/10.1080/16000889.2021.1915648
  22. Forsius, M., Kujala, H., Minunno, F., Holmberg, M., Leikola, N., Mikkonen, N., ... & Heikkinen, R. K. (2021). Developing a spatially explicit modelling and evaluation framework for integrated carbon sequestration and biodiversity conservation: Application in southern Finland. Science of the Total Environment775, 145847.
  23. Forsström, P. R., Juola, J., & Rautiainen, M. (2021). Relationships between understory spectra and fractional cover in northern European boreal forests. Agricultural and Forest Meteorology308, 108604.
  24. Franck, A., Moisseev, D., Vakkari, V., Leskinen, M., Lampilahti, J., Kerminen, V-M., & O'Connor, E. (2021). Evaluation of convective boundary layer height estimates using radars operating at different frequency bands. Atmospheric Measurement Techniques14(11), 7341–7353. https://doi.org/10.5194/amt-14-7341-2021
  25. George, J. P., Yang, W., Kobayashi, H., Biermann, T., Carrara, A., Cremonese, E., ... & Pisek, J. (2021). Method comparison of indirect assessments of understory leaf area index (LAIu): A case study across the extended network of ICOS forest ecosystem sites in Europe. Ecological Indicators128, 107841.
  26. Han, K. M., Jung, C. H., Park, R-S., Park, S-Y., Lee, S., Kulmala, M., Petäjä, T., Karasinski, G., Sobolewski, P., Yoon, Y. J., Lee, B. Y., Kim, K., & Kim, H. S. (2021). Data Assimilation of AOD and Estimation of Surface Particulate Matters over the Arctic. Applied sciences11(4), [1959]. https://doi.org/10.3390/app11041959
  27. He, X-C., Iyer, S., Sipila, M., Ylisirniö, A., Peltola, M., Kontkanen, J., Baalbaki, R., Simon, M., Kuerten, A., Tham, Y. J., Pesonen, J., Ahonen, L. R., Amanatidis, S., Amorim, A., Baccarini, A., Beck, L., Bianchi, F., Brilke, S., Chen, D., ... Kulmala, M. (2021). Determination of the collision rate coefficient between charged iodic acid clusters and iodic acid using the appearance time method. Aerosol Science and Technology55(2), 231-242. https://doi.org/10.1080/02786826.2020.1839013
  28. Heikkinen, L., Äijälä, M., Dällenbach, K., Chen, G., Garmash, O., Aliaga , D., Graeffe, F., Räty, M., Luoma, K., Aalto, P., Kulmala, M., Petäjä, T., Worsnop, D., & Ehn, M. (2021). Eight years of sub-micrometre organic aerosol composition data from the boreal forest characterized using a machine-learning approach. Atmospheric Chemistry and Physics21(13), 10081–10109. https://doi.org/10.5194/acp-21-10081-2021, https://doi.org/10.5194/acp-...
  29. Hellen, H., Praplan, A. P., Tykka, T., Helin, A., Schallhart, S., Schiestl-Aalto, P. P., Back, J., & Hakola, H. (2021). Sesquiterpenes and oxygenated sesquiterpenes dominate the VOC (C-5-C-20) emissions of downy birches. Atmospheric Chemistry and Physics21, 8045-8066. https://doi.org/10.5194/acp-21-8045-2021
  30. Hovi, A., Schraik, D., Hanuš, J., Homolová, L., Juola, J., Lang, M., ... & Rautiainen, M. (2022). Assessment of a photon recollision probability based forest reflectance model in European boreal and temperate forests. Remote Sensing of Environment269, 112804.
  31. Huang, W., Li, H., Sarnela, N., Heikkinen, L., Tham, Y. J., Mikkilä, J., Thomas, S. J., Donahue, N. M., Kulmala, M., & Bianchi, F. (2021). Measurement report: Molecular composition and volatility of gaseous organic compounds in a boreal forest - from volatile organic compounds to highly oxygenated organic molecules. Atmospheric Chemistry and Physics21(11), 8961-8977. https://doi.org/10.5194/acp-21-8961-2021
  32. Irvin, J., Zhou, S., McNicol, G., Lu, F., Liu, V., Fluet-Chouinard, E., Ouyang, Z., Knox, S. H., Lucas-Moffat, A., Trotta, C., Papale, D., Vitale, D., Mammarella, I., Alekseychik, P., Aurela, M., Avati, A., Baldocchi, D., Bansal, S., Bohrer, G., ... Jackson, R. B. (2021). Gap-filling eddy covariance methane fluxes: Comparison of machine learning model predictions and uncertainties at FLUXNET-CH4 wetlands. Agricultural and Forest Meteorology308-309, [108528]. https://doi.org/10.1016/j.agrformet.2021.108528
  33. Junttila, S., Hölttä, T., Puttonen, E. S., Katoh, M., Vastaranta, M., Kaartinen, H., Holopainen, M., & Hyyppä, H. (2021). Terrestrial laser scanning intensity captures diurnal variation in leaf water potential. Remote Sensing of Environment255, [112274]. https://doi.org/10.1016/j.rse.2020.112274
  34. Junttila S, Kelly J, Kljun N, Aurela M, Klemedtsson L, Lohila A, Nilsson MB, Rinne J, Tuittila E-S, Vestin P, Weslien P, Eklundh L. Upscaling Northern Peatland CO2 Fluxes Using Satellite Remote Sensing Data. Remote Sensing. 2021; 13(4):818. https://doi.org/10.3390/rs13040818
  35. Juottonen, H., Tuittila, ES., Juutinen, S. et al. Seasonality of rDNA- and rRNA-derived archaeal communities and methanogenic potential in a boreal mire. ISME J 2, 1157–1168 (2008). https://doi.org/10.1038/ismej.2008.66
  36. Jääskeläinen, E., & Manninen, T. (2021). The effect of snow at forest floor on boreal forest albedo diurnal and seasonal variation during the melting season. Cold Regions Science and Technology185, 103249.
  37. Kaitaniemi, P., & Lintunen, A. (2021). Exploring the Potential to Improve the Estimation of Boreal Tree Structural Attributes with Simple Height- and Distance-Based Competition Index. Forests12(3), [324]. https://doi.org/10.3390/f12030324
  38. Knox, S. H., Bansal, S., McNicol, G., Schafer, K., Sturtevant, C., Ueyama, M., Valach, A. C., Baldocchi, D., Delwiche, K., Desai, A. R., Euskirchen, E., Liu, J., Lohila, A., Malhotra, A., Melling, L., Riley, W., Runkle, B. R. K., Turner, J., Vargas, R., ... Jackson, R. B. (2021). Identifying dominant environmental predictors of freshwater wetland methane fluxes across diurnal to seasonal time scales. Global Change Biology27(15), 3582-3604. https://doi.org/10.1111/gcb.15661
  39. Kohl, L., Koskinen, M., Polvinen, T., Tenhovirta, S., Rissanen, K., Patama, M. R., Zanetti, A., & Pihlatie, M. (2021). An automated system for trace gas flux measurements from plant foliage and other plant compartments. Atmospheric Measurement Techniques14(6), 4445–4460. https://doi.org/10.5194/amt-14-4445-2021
  40. Kooijmans, L. M. J., Cho, A., Ma, J., Kaushik, A., Haynes, K. D., Baker, I., Luijkx, I. T., Groenink, M., Peters, W., Miller, J. B., Berry, J. A., Ogee, J., Meredith, L. K., Sun, W., Kohonen, K-M., Vesala, T., Mammarella, I., Chen, H., Spielmann, F. M., ... Krol, M. (2021). Evaluation of carbonyl sulfide biosphere exchange in the Simple Biosphere Model (SiB4). Biogeosciences18(24), 6547-6565. https://doi.org/10.5194/bg-18-6547-2021
  41. Korrensalo, A., Mammarella, I., Alekseychik, P., Vesala, T., & Tuittila, E-S. (2021). Plant mediated methane efflux from a boreal peatland complex. Plant and Soilhttps://doi.org/10.1007/s11104-021-05180-9
  42. Kulmala, M., Lintunen, A., Ylivinkka, I., Mukkala, J., Rantanen, R., Kujansuu, J., Petäjä, T., & Lappalainen, H. K. (2021). Atmospheric and ecosystem big data providing key contributions in reaching United Nations' sustainable development goals. Big Earth Data5(3), 277-305. https://doi.org/10.1080/20964471.2021.1936943
  43. Kulmala, M., Stolzenburg, D., Dada, L., Cai, R., Kontkanen, J., Yan, C., Kangasluoma, J., Ahonen, L., Gonzalez-Carracedo, L., Sulo, J., Tuovinen, S. O. L., Deng, C., Li, Y., Lehtipalo, K., Lehtinen, K. E. J., Petäjä, T., Winkler, P. M., Jiang, J., & Kerminen, V-M. (2021). Towards a concentration closure of sub-6 nm aerosol particles and sub-3 nm atmospheric clusters. Journal of Aerosol Science159, [105878]. https://doi.org/10.1016/j.jaerosci.2021.105878
  44. Kuusinen N.Hovi A.Rautiainen M. (2021). Contribution of woody elements to tree level reflectance in boreal forests. Silva Fennica vol. 55 no. 5 article id 10600https://doi.org/10.14214/sf.10600
  45. Laine, A. M., Korrensalo, A., Kokkonen, N. A. K., & Tuittila, E.-S. (2021). Impact of long-term water level drawdown on functional plant trait composition of northern peatlands. Functional Ecology, 35, 2342– 2357. https://doi.org/10.1111/1365-2435.13883
  46. Lampilahti, J., Leino, K., Manninen, A., Poutanen, P., Franck, A., Peltola, M., Hietala, P., Beck, L., Dada, L., Quelever, L., Öhrnberg, R. R. K., Zhou, Y., Ekblom, M., Vakkari, V., Zilitinkevich, S., Kerminen, V-M., Petäjä, T., & Kulmala, M. (2021). Aerosol particle formation in the upper residual layer. Atmospheric Chemistry and Physics21(10), 7901-7915. https://doi.org/10.5194/acp-21-7901-2021
  47. Lampilahti, J., Manninen, H. E., Nieminen, T., Mirme, S., Ehn, M., Pullinen, I., Leino, K., Schobesberger, S., Kangasluoma, J., Kontkanen, J., Järvinen, E. P., Väänänen, R., Yli-Juuti, T., Krejci, R., Lehtipalo, K., Levula, J., Mirme, A., Decesari, S., Tillmann, R., ... Kulmala, M. (2021). Zeppelin-led study on the onset of new particle formation in the planetary boundary layer. Atmospheric Chemistry and Physics21(16), 12649-12663. https://doi.org/10.5194/acp-21-12649-2021
  48. Lan, H., Ruiz-Jimenez, J., Leleev, Y., Demaria, G., Jussila, M., Hartonen, K., & Riekkola, M. L. (2021). Quantitative analysis and spatial and temporal distribution of volatile organic compounds in atmospheric air by utilizing drone with miniaturized samplers. Chemosphere, 131024.
  49. Lehtipalo, K., Ahonen, L., Baalbaki, R., Sulo, J., Chan, T., Laurila, T., Dada, L., Duplissy, J., Miettinen, E., Vanhanen, J., Kangasluoma, J., Kulmala, M., Petäjä, T., & Jokinen, T. (2021). The standard operating procedure for Airmodus Particle Size Magnifier and nano-Condensation Nucleus Counter. Journal of Aerosol Science159, [105896]. https://doi.org/10.1016/j.jaerosci.2021.105896
  50. Li, H., Korolev, A., & Moisseev, D. (2021). Supercooled liquid water and secondary ice production in Kelvin-Helmholtz instability as revealed by radar Doppler spectra observations. Atmospheric Chemistry and Physics21(17), 13593-13608. https://doi.org/10.5194/acp-21-13593-2021
  51. Li, H., Möhler, O., Petäjä, T., & Moisseev, D. (2021). Two-year statistics of columnar-ice production in stratiform clouds over Hyytiälä, Finland: environmental conditions and the relevance to secondary ice production. Atmospheric Chemistry and Physics21(19), 14671-14686. https://doi.org/10.5194/acp-21-14671-2021
  52. Li, Q., Zhu, Y., Shangguan, W., Wang, X., Li, L., & Yu, F. (2022). An attention-aware LSTM model for soil moisture and soil temperature prediction. Geoderma409, 115651.
  53. Liu, Y., Schallhart, S., Taipale, D., Tykkä, T., Räsänen, M., Merbold, L., Hellén, H., & Pellikka, P. (2021). Seasonal and diurnal variations in biogenic volatile organic compounds in highland and lowland ecosystems in southern Kenya. Atmospheric Chemistry and Physics21(19), 14761-14787. https://doi.org/10.5194/acp-21-14761-2021
  54. Luoma, K. (2021). Aerosol optical properties, black carbon and their spatio-temporal variation. University of Helsinki. http://urn.fi/URN:ISBN:978-952-7276-56-3. Väitöskirja.
  55. Maillard, F., Kennedy, P. G., Adamczyk, B., Heinonsalo, J., & Buee, M. (2021). Root presence modifies the long-term decomposition dynamics of fungal necromass and the associated microbial communities in a boreal forest. Molecular Ecology30(8), 1921-1935. https://doi.org/10.1111/mec.15828
  56. Murcia, J. P., Koivisto, M. J., Luzia, G., Olsen, B. T., Hahmann, A. N., Sørensen, P. E., & Als, M. (2022). Validation of European-scale simulated wind speed and wind generation time series. Applied Energy305, 117794.
  57. McGuffin, D. L., Huang, Y., Flagan, R. C., Petäjä, T., Ydstie, B. E., & Adams, P. J. (2021). Novel estimation of aerosol processes with particle size distribution measurements: a case study with the TOMAS algorithm v1.0.0. Geoscientific Model Development14(3), 1821-1839. https://doi.org/10.5194/gmd-14-1821-2021
  58. Nadal-Sala, D., Grote, R., Birami, B., Lintunen, A., Mammarella, I., Preisler, Y., Rotenberg, E., Salmon, Y., Tatarinov, F., Yakir, D., & Ruehr, N. K. (2021). Assessing model performance via the most limiting environmental driver in two differently stressed pine stands. Ecological Applications31(4), [02312]. https://doi.org/10.1002/eap.2312
  59. O'Sullivan, H., Raumonen, P., Kaitaniemi, P., Perttunen, J., & Sievänen, R. (2021). Integrating terrestrial laser scanning with functional–structural plant models to investigate ecological and evolutionary processes of forest communities. Annals of Botany128, 663-683. https://doi.org/10.1093/aob/mcab120
  60. Peltola, O., Aslan, T., Ibrom, A., Nemitz, E., Rannik, U., & Mammarella, I. (2021). The high-frequency response correction of eddy covariance fluxes - Part 1: An experimental approach and its interdependence with the time-lag estimation. Atmospheric Measurement Techniques14(7), 5071-5088. https://doi.org/10.5194/amt-14-5071-2021
  61. Peltola, O., Lapo, K., Martinkauppi, I., O'Connor, E., Thomas, C. K., & Vesala, T. (2021). Suitability of fibre-optic distributed temperature sensing for revealing mixing processes and higher-order moments at the forest-air interface. Atmospheric Measurement Techniques14(3), 2409-2427. https://doi.org/10.5194/amt-14-2409-2021
  62. Peltoniemi, K., Adamczyk, S., Fritze, H., Minkkinen, K., Pennanen, T., Penttila, T., Sarjala, T., & Laiho, R. (2021). Site fertility and soil water-table level affect fungal biomass production and community composition in boreal peatland forests. Environmental Microbiology23(10), 5733-5749. https://doi.org/10.1111/1462-2920.15368
  63. Petäjä, T., Tabakova, K., Manninen, A., Ezhova, E., O'Connor, E., Moisseev, D., Sinclair, V., Backman, J., Levula, J., Luoma, K., Virkkula, A., Paramonov, M., Räty, M., Äijälä, M., Heikkinen, L., Ehn, M., Sipilä, M., Yli-Juuti, T., Virtanen, A., ... Kerminen, V-M. (2021). Influence of biogenic emissions from boreal forests on aerosol-cloud interactions. Nature Geosciencehttps://doi.org/10.1038/s41561-021-00876-0
  64. Porcar-Castell, A., Malenovský, Z., Magney, T., Van Wittenberghe, S., Fernández-Marín, B., Maignan, F., ... & Logan, B. (2021). Chlorophyll a fluorescence illuminates a path connecting plant molecular biology to Earth-system science. Nature plants7(8), 998-1009.
  65. Poyatos, R., Granda, V., Flo, V., Adams, M. A., Adorjan, B., Aguade, D., Aidar, M. P. M., Allen, S., Susana Alvarado-Barrientos, M., Anderson-Teixeira, K. J., Aparecido, L. M., Arain, M. A., Aranda, I., Asbjornsen, H., Baxter, R., Beamesderfer, E., Berry, Z. C., Berveiller, D., Blakely, B., ... Martinez-Vilalta, J. (2021). Global transpiration data from sap flow measurements: the SAPFLUXNET database. Earth system science data13(6), 2607-2649. https://doi.org/10.5194/essd-13-2607-2021
  66. Pusfitasari, E. D., Ruiz-Jimenez, J., Heiskanen, I., Jussila, M., Hartonen, K., & Riekkola, M. L. (2022). Aerial drone furnished with miniaturized versatile air sampling systems for selective collection of nitrogen containing compounds in boreal forest. Science of The Total Environment808, 152011.
  67. Qu, Z-L., Santalahti, M., Köster, K., Berninger, F., Pumpanen, J., Heinonsalo, J., & Sun, H. (2021). Soil Fungal Community Structure in Boreal Pine Forests: From Southern to Subarctic Areas of Finland. Frontiers in Microbiology12, [653896]. https://doi.org/10.3389/fmicb.2021.653896
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