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Site index and stand characteristic models for silver birch plantations in southern and central Finland

dc.contributor.authorLee, Daesung
dc.contributor.authorSiipilehto, Jouni
dc.contributor.authorMiina, Jari
dc.contributor.authorNiemistö, Pentti
dc.contributor.authorHaapanen, Matti
dc.contributor.authorHynynen, Jari
dc.contributor.authorHuuskonen, Saija
dc.contributor.departmentid4100110310
dc.contributor.departmentid4100110310
dc.contributor.departmentid4100110310
dc.contributor.departmentid4100110310
dc.contributor.departmentid4100110310
dc.contributor.departmentid4100110310
dc.contributor.departmentid4100210410
dc.contributor.orcidhttps://orcid.org/0000-0002-9132-8612
dc.contributor.orcidhttps://orcid.org/0000-0001-8630-3982
dc.contributor.orcidhttps://orcid.org/0000-0003-1586-9385
dc.contributor.orcidhttps://orcid.org/0000-0002-5661-8972
dc.contributor.orcidhttps://orcid.org/0000-0002-8639-4383
dc.contributor.orcidhttps://orcid.org/0000-0002-9152-2108
dc.contributor.orcidhttps://orcid.org/0000-0003-3294-501X
dc.contributor.organizationLuonnonvarakeskus
dc.date.accessioned2024-05-30T07:34:32Z
dc.date.accessioned2025-05-27T19:53:29Z
dc.date.available2024-05-30T07:34:32Z
dc.date.issued2024
dc.description.abstractGreat interests in silver birch (Betula pendula) forests have increased in an attempt to handle biodiversity and resilient forest management with more broad-leaved forests. However, up-to-date silver birch growth and yield models are still needed to predict the stand development in the future and support operational forest management and planning. The objectives of this study were to develop site index and stand characteristic models for silver birch plantations. Data for modelling were from the thinning and spacing experiments and tree breeding trials on silver birch plantations in southern and central Finland. The dominant height and site index (SI) models were fitted using the nonlinear mixed effect regression approach based on the Chapman-Richards function with the genetic effect from improved seedlings. The modelling result indicated a logical growth performance over age and higher dominant height with genetically improved seedlings. The stand characteristic models for unimproved seedlings were developed using multivariate mixed-effects modelling approach. The targeted, response variables were the basal area-weighted mean height (HW, m), the basal area-weighted mean diameter (DW, cm) and stand basal area (G, m2 ha−1) of silver birch. Stand biological age (AGE, year), SI estimated based on the model of the current study with the base age of 50 years, and the number of silver birch trees (N, trees ha−1) were all commonly applied as highly significant predictor variables for all of HW, DW, and G models. In addition to these predictors, thinning variables, comprised of the time since last thinning in year and the thinning intensity based on G, were highly significant in the DW and G models with logical behavior. Recent thinning affected negatively at first because trees in thinned stands were slimmer than those in unthinned stands that have grown from the early stage at the same level of N with thinned stands. After 13 years since last thinning, the effect turned positive indicating that the increments were expedited with thinning. Lastly, site type classified as either former agricultural land or forest site was included in the DW and G models. Consequently, all the models developed in this study were evaluated as practicable with easy-to-use predictors and desirable accuracy.
dc.description.vuosik2024
dc.format.bitstreamtrue
dc.format.pagerange15 p.
dc.identifier.citationHow to cite: Daesung Lee, Jouni Siipilehto, Jari Miina, Pentti Niemistö, Matti Haapanen, Jari Hynynen, Saija Huuskonen, Site index and stand characteristic models for silver birch plantations in southern and central Finland, Forest Ecology and Management, Volume 563, 2024, 121998, ISSN 0378-1127, https://doi.org/10.1016/j.foreco.2024.121998.
dc.identifier.olddbid497548
dc.identifier.oldhandle10024/554978
dc.identifier.urihttps://jukuri.luke.fi/handle/11111/9091
dc.identifier.urlhttps://doi.org/10.1016/j.foreco.2024.121998
dc.identifier.urnURN:NBN:fi-fe2024052940913
dc.language.isoen
dc.okm.avoinsaatavuuskytkin1 = Avoimesti saatavilla
dc.okm.corporatecopublicationei
dc.okm.discipline4112
dc.okm.internationalcopublicationei
dc.okm.julkaisukanavaoa2 = Osittain avoimessa julkaisukanavassa ilmestynyt julkaisu
dc.okm.selfarchivedon
dc.publisherElsevier
dc.relation.articlenumber121998
dc.relation.doi10.1016/j.foreco.2024.121998
dc.relation.ispartofseriesForest ecology and management
dc.relation.issn0378-1127
dc.relation.issn1872-7042
dc.relation.volume563
dc.rightsCC BY 4.0
dc.source.identifierhttps://jukuri.luke.fi/handle/10024/554978
dc.subjectBetula pendula Roth
dc.subjectSite index
dc.subjectChapman-Richards function
dc.subjectSeemingly unrelated regression
dc.subjectNonlinear and linear mixed-effects models
dc.subjectThinning (forestry)
dc.subjectSite type
dc.teh41007-00229400
dc.titleSite index and stand characteristic models for silver birch plantations in southern and central Finland
dc.typepublication
dc.type.okmfi=A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä|sv=A1 Originalartikel i en vetenskaplig tidskrift|en=A1 Journal article (refereed), original research|
dc.type.versionfi=Publisher's version|sv=Publisher's version|en=Publisher's version|

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