{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T21:42:03Z","timestamp":1777930923491,"version":"3.51.4"},"reference-count":70,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,3,1]],"date-time":"2026-03-01T00:00:00Z","timestamp":1772323200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000780","name":"European Commission","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000780","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000781","name":"European Research Council","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100000781","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["316096"],"award-info":[{"award-number":["316096"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["359204"],"award-info":[{"award-number":["359204"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["359203"],"award-info":[{"award-number":["359203"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["346382"],"award-info":[{"award-number":["346382"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["359172"],"award-info":[{"award-number":["359172"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["357906"],"award-info":[{"award-number":["357906"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["345393"],"award-info":[{"award-number":["345393"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["359175"],"award-info":[{"award-number":["359175"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["353264"],"award-info":[{"award-number":["353264"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["320075"],"award-info":[{"award-number":["320075"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002341","name":"Research Council of Finland","doi-asserted-by":"publisher","award":["356137"],"award-info":[{"award-number":["356137"]}],"id":[{"id":"10.13039\/501100002341","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Ecological Informatics"],"published-print":{"date-parts":[[2026,5]]},"DOI":"10.1016\/j.ecoinf.2026.103685","type":"journal-article","created":{"date-parts":[[2026,3,3]],"date-time":"2026-03-03T00:39:17Z","timestamp":1772498357000},"page":"103685","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["Uncovering growth dynamics in Scots pine through the detection of the onset of height growth using near-daily terrestrial laser scanning time series"],"prefix":"10.1016","volume":"95","author":[{"given":"Taiga","family":"Korpelainen","sequence":"first","affiliation":[]},{"given":"Mariana Batista","family":"Campos","sequence":"additional","affiliation":[]},{"given":"Tuomas","family":"Yrttimaa","sequence":"additional","affiliation":[]},{"given":"Samuli","family":"Junttila","sequence":"additional","affiliation":[]},{"given":"Antero","family":"Kukko","sequence":"additional","affiliation":[]},{"given":"Juha","family":"Hyypp\u00e4","sequence":"additional","affiliation":[]},{"given":"Yunsheng","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Eetu","family":"Puttonen","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"issue":"7","key":"10.1016\/j.ecoinf.2026.103685_bb0005","doi-asserted-by":"crossref","DOI":"10.1088\/1748-9326\/aac83e","article-title":"Biogeophysical controls on soil-atmosphere thermal differences: implications on warming Arctic ecosystems","volume":"13","author":"Aalto","year":"2018","journal-title":"Environ. Res. Lett."},{"issue":"5","key":"10.1016\/j.ecoinf.2026.103685_bb0010","doi-asserted-by":"crossref","first-page":"1477","DOI":"10.1007\/s00382-021-05970-y","article-title":"High-resolution analysis of observed thermal growing season variability over northern Europe","volume":"58","author":"Aalto","year":"2022","journal-title":"Climate Dynam."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0015","article-title":"Hyyti\u00e4l\u00e4 SMEAR II forest year 2020 thinning tree and carbon inventory data [data set]","author":"Aalto","year":"2023","journal-title":"Zenodo"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0020","series-title":"Below-Ground Interactions in Tropical Agroecosystems: Concepts and Models with Multiple Plant Components","first-page":"61","article-title":"Tree root architecture","author":"Akinnifesi","year":"2004"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0025","article-title":"The millennium shift: investigating the relationship between environment and growth trends of Norway spruce and scots pine in northern Europe","volume":"481","author":"Appiah Mensah","year":"2021","journal-title":"For. Ecol. Manage."},{"issue":"1","key":"10.1016\/j.ecoinf.2026.103685_bb0030","first-page":"2","article-title":"Package \u2018lme4.\u2019","volume":"12","author":"Bates","year":"2015","journal-title":"Convergence"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0035","series-title":"Alpha shape toolbox. Version V1, 3","author":"Bellock","year":"2021"},{"issue":"7","key":"10.1016\/j.ecoinf.2026.103685_bb0040","doi-asserted-by":"crossref","DOI":"10.3390\/rs8070580","article-title":"Evaluating biosphere model estimates of the start of the vegetation active season in boreal forests by satellite observations","volume":"8","author":"B\u00f6ttcher","year":"2016","journal-title":"Remote Sens."},{"issue":"2","key":"10.1016\/j.ecoinf.2026.103685_bb0045","doi-asserted-by":"crossref","DOI":"10.1088\/1748-9326\/8\/2\/024027","article-title":"Earlier springs decrease peak summer productivity in north American boreal forests","volume":"8","author":"Buermann","year":"2013","journal-title":"Environ. Res. Lett."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0050","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1016\/j.agrformet.2015.01.009","article-title":"Monitoring spring phenology with high temporal resolution terrestrial LiDAR measurements","volume":"203","author":"Calders","year":"2015","journal-title":"Agric. For. Meteorol."},{"issue":"5","key":"10.1016\/j.ecoinf.2026.103685_bb0055","doi-asserted-by":"crossref","first-page":"587","DOI":"10.1002\/rse2.333","article-title":"StrucNet: a global network for automated vegetation structure monitoring","volume":"9","author":"Calders","year":"2023","journal-title":"Remote Sensing in Ecology and Conservation"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0060","doi-asserted-by":"crossref","DOI":"10.3389\/fpls.2020.606752","article-title":"A long-term terrestrial laser scanning measurement Station to continuously monitor structural and phenological dynamics of boreal Forest canopy","volume":"11","author":"Campos","year":"2021","journal-title":"Front. Plant Sci."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0065","doi-asserted-by":"crossref","DOI":"10.1016\/j.agrformet.2024.110253","article-title":"Factors and effects of inter-individual variability in silver birch phenology using dense LiDAR time-series","volume":"358","author":"Campos","year":"2024","journal-title":"Agric. For. Meteorol."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0070","doi-asserted-by":"crossref","first-page":"158","DOI":"10.1016\/j.rse.2016.03.012","article-title":"Estimation of forest biomass dynamics in subtropical forests using multi-temporal airborne LiDAR data","volume":"178","author":"Cao","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0075","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2024.176061","article-title":"Allometry and biomass dynamics in temperate mixed and monospecific stands: contrasting response of scots pine (Pinus sylvestris L.) and sessile oak (Quercus petraea (Matt.) Liebl.)","volume":"953","author":"Cudjoe","year":"2024","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0080","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecolind.2025.113713","article-title":"Competition in mixed scots pine and Pyrenean oak stands modifies allometry and partially affects biomass allocation during early stand development","volume":"176","author":"Cudjoe","year":"2025","journal-title":"Ecol. Indic."},{"issue":"3","key":"10.1016\/j.ecoinf.2026.103685_bb0085","doi-asserted-by":"crossref","first-page":"261","DOI":"10.14358\/PERS.77.3.261","article-title":"Characterizing forest succession in Central Ontario using LiDAR-derived indices","volume":"77","author":"van Ewijk","year":"2011","journal-title":"Photogramm. Eng. Remote Sens."},{"issue":"1","key":"10.1016\/j.ecoinf.2026.103685_bb0090","doi-asserted-by":"crossref","first-page":"1144","DOI":"10.1038\/s41467-018-03529-w","article-title":"Neighbourhood interactions drive overyielding in mixed-species tree communities","volume":"9","author":"Fichtner","year":"2018","journal-title":"Nat. Commun."},{"issue":"7","key":"10.1016\/j.ecoinf.2026.103685_bb0095","doi-asserted-by":"crossref","first-page":"2410","DOI":"10.1111\/gcb.14633","article-title":"Daylength helps temperate deciduous trees to leaf-out at the optimal time","volume":"25","author":"Fu","year":"2019","journal-title":"Glob. Chang. Biol."},{"issue":"6","key":"10.1016\/j.ecoinf.2026.103685_bb0100","doi-asserted-by":"crossref","DOI":"10.1111\/ecog.06358","article-title":"Species distribution models affected by positional uncertainty in species occurrences can still be ecologically interpretable","volume":"2023","author":"G\u00e1bor","year":"2023","journal-title":"Ecography"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0105","doi-asserted-by":"crossref","DOI":"10.1016\/j.rse.2023.113820","article-title":"Using airborne LiDAR to map forest microclimate temperature buffering or amplification","volume":"298","author":"Gril","year":"2023","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0110","first-page":"249","article-title":"Generalized additive models","author":"Hastie","year":"1990","journal-title":"Statistical Models in S"},{"issue":"7","key":"10.1016\/j.ecoinf.2026.103685_bb0115","doi-asserted-by":"crossref","first-page":"1174","DOI":"10.1016\/j.foreco.2011.06.006","article-title":"The effects of species mixture on the growth and yield of mid-rotation mixed stands of scots pine and silver birch","volume":"262","author":"Hynynen","year":"2011","journal-title":"For. Ecol. Manage."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0120","series-title":"Tilastoja Suomen ilmastosta ja merest\u00e4 1991-2020","author":"Jokinen","year":"2021"},{"issue":"4","key":"10.1016\/j.ecoinf.2026.103685_bb0125","first-page":"447","article-title":"Smart-SMEAR: on-line data exploration and visualization tool for SMEAR stations","volume":"14","author":"Junninen","year":"2009","journal-title":"Boreal Environ. Res."},{"issue":"6 (604)","key":"10.1016\/j.ecoinf.2026.103685_bb0130","article-title":"Neighbor identity and competition influence tree growth in scots pine, Siberian larch, and silver birch","volume":"67","author":"Kaitaniemi","year":"2010","journal-title":"Ann. For. Sci."},{"issue":"3","key":"10.1016\/j.ecoinf.2026.103685_bb0140","doi-asserted-by":"crossref","DOI":"10.3390\/f9030118","article-title":"Temporal and spatial change in diameter growth of boreal scots pine, Norway spruce, and birch under recent-generation (CMIP5) global climate model projections for the 21st century","volume":"9","author":"Kellom\u00e4ki","year":"2018","journal-title":"Forests"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0145","article-title":"Hyyti\u00e4l\u00e4 SMEAR II site characteristics [data set]","author":"Kolari","year":"2022","journal-title":"Zenodo"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0150","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2020.143785","article-title":"Topographic wetness index calculation guidelines based on measured soil moisture and plant species composition","volume":"757","author":"Kopeck\u00fd","year":"2021","journal-title":"Sci. Total Environ."},{"issue":"1","key":"10.1016\/j.ecoinf.2026.103685_bb0155","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1139\/x73-005","article-title":"Predictability of shoot length from bud size in Pinus resinosa Ait","volume":"3","author":"Kozlowski","year":"1973","journal-title":"Can. J. For. Res."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0160","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/j.isprsjprs.2016.01.006","article-title":"Terrestrial laser scanning in forest inventories","volume":"115","author":"Liang","year":"2016","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"issue":"3","key":"10.1016\/j.ecoinf.2026.103685_bb0165","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1109\/MGRS.2022.3168135","article-title":"Close-range remote sensing of forests: the state of the art, challenges, and opportunities for systems and data acquisitions","volume":"10","author":"Liang","year":"2022","journal-title":"IEEE Geoscience and Remote Sensing Magazine"},{"issue":"4","key":"10.1016\/j.ecoinf.2026.103685_bb0170","doi-asserted-by":"crossref","first-page":"983","DOI":"10.1080\/10095020.2024.2322765","article-title":"Forest in situ observations through a fully automated under-canopy unmanned aerial vehicle","volume":"27","author":"Liang","year":"2024","journal-title":"Geo-spat. Inf. Sci."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0175","doi-asserted-by":"crossref","DOI":"10.1016\/j.rse.2025.114654","article-title":"Influence of data and methods on high-resolution imagery-based tree species recognition considering phenology: the case of temperate forests","volume":"323","author":"Liang","year":"2025","journal-title":"Remote Sens. Environ."},{"issue":"1","key":"10.1016\/j.ecoinf.2026.103685_bb0180","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1007\/s13595-018-0710-1","article-title":"Dynamics of diameter and height increment of Norway spruce and scots pine in southern Finland","volume":"75","author":"M\u00e4kinen","year":"2018","journal-title":"Annals of Forest Science"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0185","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1016\/j.foreco.2013.08.014","article-title":"Crown modeling by terrestrial laser scanning as an approach to assess the effect of aboveground intra- and interspecific competition on tree growth","volume":"310","author":"Metz","year":"2013","journal-title":"For. Ecol. Manage."},{"issue":"3","key":"10.1016\/j.ecoinf.2026.103685_bb0190","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1111\/jvs.12505","article-title":"Disentangling the effects of compositional and structural diversity on forest productivity","volume":"28","author":"Pedro","year":"2017","journal-title":"J. Veg. Sci."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0195","article-title":"Quantifying the effects of competition on the dimensions of scots pine and Norway spruce crowns","volume":"112","author":"Pitk\u00e4nen","year":"2022","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"issue":"1","key":"10.1016\/j.ecoinf.2026.103685_bb0200","doi-asserted-by":"crossref","first-page":"4967","DOI":"10.1038\/ncomms5967","article-title":"Forest stand growth dynamics in Central Europe have accelerated since 1870","volume":"5","author":"Pretzsch","year":"2014","journal-title":"Nat. Commun."},{"issue":"5","key":"10.1016\/j.ecoinf.2026.103685_bb0205","doi-asserted-by":"crossref","first-page":"927","DOI":"10.1007\/s10342-015-0900-4","article-title":"Growth and yield of mixed versus pure stands of scots pine (Pinus sylvestris L.) and European beech (Fagus sylvatica L.) analysed along a productivity gradient through Europe","volume":"134","author":"Pretzsch","year":"2015","journal-title":"Eur. J. For. Res."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0210","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1016\/j.rse.2018.02.028","article-title":"Detecting and quantifying standing dead tree structural loss with reconstructed tree models using voxelized terrestrial lidar data","volume":"209","author":"Putman","year":"2018","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0215","doi-asserted-by":"crossref","DOI":"10.1007\/s10342-025-01789-y","article-title":"Can we monitor seedling stands using Landsat time series?","author":"Rana","year":"2025","journal-title":"Eur. J. For. Res."},{"issue":"4","key":"10.1016\/j.ecoinf.2026.103685_bb0220","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1007\/s10113-025-02466-x","article-title":"Clear-cutting-based forest management facilitates plant invasions in Estonian hemiboreal forest landscapes","volume":"25","author":"Remm","year":"2025","journal-title":"Reg. Environ. Chang."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0225","doi-asserted-by":"crossref","DOI":"10.1016\/j.agrformet.2023.109751","article-title":"PhenoCam: an evolving, open-source tool to study the temporal and spatial variability of ecosystem-scale phenology","volume":"342","author":"Richardson","year":"2023","journal-title":"Agric. For. Meteorol."},{"issue":"7718","key":"10.1016\/j.ecoinf.2026.103685_bb0230","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1038\/s41586-018-0399-1","article-title":"Ecosystem warming extends vegetation activity but heightens vulnerability to cold temperatures","volume":"560","author":"Richardson","year":"2018","journal-title":"Nature"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0235","article-title":"INTERACT arctic research stations: historic weather data fetched and plotted from Copernicus climate data store [data set]","author":"Roemer","year":"2023","journal-title":"Zenodo"},{"issue":"6","key":"10.1016\/j.ecoinf.2026.103685_bb0240","doi-asserted-by":"crossref","first-page":"890","DOI":"10.1139\/x97-012","article-title":"Structure and asymmetry of tree crowns in relation to local competition in a natural mature scots pine forest","volume":"27","author":"Rouvinen","year":"1997","journal-title":"Can. J. For. Res."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0245","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1016\/j.foreco.2014.10.020","article-title":"How neighborhood affects tree diameter increment \u2013 new insights from terrestrial laser scanning and some methodical considerations","volume":"336","author":"Seidel","year":"2015","journal-title":"For. Ecol. Manage."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0250","doi-asserted-by":"crossref","DOI":"10.1016\/j.rse.2024.114083","article-title":"A study of annual tree-wise LiDAR intensity patterns of boreal species observed using a hyper-temporal laser scanning time series","volume":"305","author":"Shcherbacheva","year":"2024","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0255","article-title":"Height growth rate of scots pine in Central Europe increased by 29% between 1900 and 2000 due to changes in site productivity","volume":"490","author":"Socha","year":"2021","journal-title":"For. Ecol. Manage."},{"issue":"1","key":"10.1016\/j.ecoinf.2026.103685_bb0260","doi-asserted-by":"crossref","first-page":"10330","DOI":"10.1038\/s41598-021-89826-9","article-title":"Regional height growth models for scots pine in Poland","volume":"11","author":"Socha","year":"2021","journal-title":"Sci. Rep."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0265","doi-asserted-by":"crossref","DOI":"10.1016\/j.agrformet.2023.109680","article-title":"Higher site productivity and stand age enhance forest susceptibility to drought-induced mortality","volume":"341","author":"Socha","year":"2023","journal-title":"Agric. For. Meteorol."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0270","doi-asserted-by":"crossref","first-page":"115105","DOI":"10.1016\/j.rse.2025.115105","article-title":"Boundary conditions for studying branch-scale tree growth strategies using tree quantitative structure model time series","volume":"333","author":"Sorokina","year":"2026","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0275","article-title":"Time-series (1909-2024) of forestry measurements and management practices in Hyyti\u00e4l\u00e4 Forest Station, Finland (0.1.0) [data set]","author":"Souza","year":"2025","journal-title":"Zenodo"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0280","doi-asserted-by":"crossref","DOI":"10.1016\/j.agrformet.2025.110434","article-title":"Slow recovery of microclimate temperature buffering capacity after clear-cuts in boreal forests","volume":"363","author":"Starck","year":"2025","journal-title":"Agric. For. Meteorol."},{"issue":"5","key":"10.1016\/j.ecoinf.2026.103685_bb0285","doi-asserted-by":"crossref","first-page":"1186","DOI":"10.1111\/j.1365-2745.2010.01684.x","article-title":"Testing the growth limitation hypothesis for subarctic scots pine","volume":"98","author":"Susiluoto","year":"2010","journal-title":"J. Ecol."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0290","doi-asserted-by":"crossref","DOI":"10.1016\/j.sigpro.2019.107299","article-title":"Selective review of offline change point detection methods","volume":"167","author":"Truong","year":"2020","journal-title":"Signal Process."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0295","doi-asserted-by":"crossref","DOI":"10.1016\/j.ecolind.2022.109643","article-title":"Tree height, growth rate and stand density determined by ALS drive probability of scots pine mortality","volume":"145","author":"Tymi\u0144ska-Czaba\u0144ska","year":"2022","journal-title":"Ecol. Indic."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0300","doi-asserted-by":"crossref","first-page":"534","DOI":"10.1016\/j.rse.2012.06.002","article-title":"Improving species-specific plot volume estimates based on airborne laser scanning and image data using alpha shape metrics and balanced field data","volume":"124","author":"Vauhkonen","year":"2012","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0305","doi-asserted-by":"crossref","first-page":"254","DOI":"10.1016\/j.rse.2017.05.034","article-title":"Mapping plant area index of tropical evergreen forest by airborne laser scanning. A cross-validation study using LAI2200 optical sensor","volume":"198","author":"Vincent","year":"2017","journal-title":"Remote Sens. Environ."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0315","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1016\/j.isprsjprs.2018.11.008","article-title":"Is field-measured tree height as reliable as believed \u2013 a comparison study of tree height estimates from field measurement, airborne laser scanning and terrestrial laser scanning in a boreal forest","volume":"147","author":"Wang","year":"2019","journal-title":"ISPRS Journal of Photogrammetry and Remote Sensing"},{"issue":"1","key":"10.1016\/j.ecoinf.2026.103685_bb0320","doi-asserted-by":"crossref","first-page":"1281","DOI":"10.1038\/s41597-024-04143-w","article-title":"LiPheStream\u2014A 18-month high spatiotemporal resolution point cloud time series of boreal trees from Finland","volume":"11","author":"Wittke","year":"2024","journal-title":"Sci. Data"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0325","series-title":"Generalized Additive Models: An Introduction with R","author":"Wood","year":"2017"},{"issue":"2","key":"10.1016\/j.ecoinf.2026.103685_bb0330","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1007\/s10342-011-0516-2","article-title":"Effects of climate and site characteristics on scots pine growth","volume":"131","author":"Xenakis","year":"2012","journal-title":"Eur. J. For. Res."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0335","article-title":"Competitive asymmetry in a forest composed of a shade-tolerant species depends on gap formation","volume":"549","author":"Yamakawa","year":"2023","journal-title":"For. Ecol. Manage."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0340","article-title":"Exploring tree growth allometry using two-date terrestrial laser scanning","volume":"518","author":"Yrttimaa","year":"2022","journal-title":"For. Ecol. Manage."},{"key":"10.1016\/j.ecoinf.2026.103685_bb0345","doi-asserted-by":"crossref","DOI":"10.1016\/j.tfp.2023.100468","article-title":"Tree height and stem growth dynamics in a scots pine dominated boreal forest","volume":"15","author":"Yrttimaa","year":"2024","journal-title":"Trees, Forests and People"},{"issue":"12","key":"10.1016\/j.ecoinf.2026.103685_bb0350","doi-asserted-by":"crossref","first-page":"1774","DOI":"10.1111\/geb.12991","article-title":"Seasonal drivers of understorey temperature buffering in temperate deciduous forests across Europe","volume":"28","author":"Zellweger","year":"2019","journal-title":"Glob. Ecol. Biogeogr."},{"issue":"4","key":"10.1016\/j.ecoinf.2026.103685_bb0355","doi-asserted-by":"crossref","first-page":"465","DOI":"10.3390\/land13040465","article-title":"Using GAMs to explore the influence factors and their interactions on land surface temperature: a case study in Nanjing","volume":"13","author":"Zhang","year":"2024","journal-title":"Land"},{"key":"10.1016\/j.ecoinf.2026.103685_bb0360","doi-asserted-by":"crossref","first-page":"883","DOI":"10.1016\/j.rse.2017.09.007","article-title":"Utility of multitemporal lidar for forest and carbon monitoring: tree growth, biomass dynamics, and carbon flux","volume":"204","author":"Zhao","year":"2018","journal-title":"Remote Sens. Environ."}],"container-title":["Ecological Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1574954126000919?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1574954126000919?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T00:28:28Z","timestamp":1777681708000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1574954126000919"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5]]},"references-count":70,"alternative-id":["S1574954126000919"],"URL":"https:\/\/doi.org\/10.1016\/j.ecoinf.2026.103685","relation":{},"ISSN":["1574-9541"],"issn-type":[{"value":"1574-9541","type":"print"}],"subject":[],"published":{"date-parts":[[2026,5]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Uncovering growth dynamics in Scots pine through the detection of the onset of height growth using near-daily terrestrial laser scanning time series","name":"articletitle","label":"Article Title"},{"value":"Ecological Informatics","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.ecoinf.2026.103685","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Authors. Published by Elsevier B.V.","name":"copyright","label":"Copyright"}],"article-number":"103685"}}