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Terrestrial and mobile laser scanning for national forest inventories: From theory to implementation

dc.contributor.authorHolvoet, Justin
dc.contributor.authorEichhorn, Markus P.
dc.contributor.authorGiannetti, Francesca
dc.contributor.authorKükenbrink, Daniel
dc.contributor.authorLiang, Xinlian
dc.contributor.authorMokroš, Martin
dc.contributor.authorNovotný, Jan
dc.contributor.authorPitkänen, Timo P.
dc.contributor.authorPuliti, Stefano
dc.contributor.authorSkudnik, Mitja
dc.contributor.authorStereńczak, Krzysztof
dc.contributor.authorTerryn, Louise
dc.contributor.authorVega, Cédric
dc.contributor.authorTorresan, Chiara
dc.contributor.departmentid4100310510
dc.contributor.orcidhttps://orcid.org/0000-0001-5389-8713
dc.contributor.organizationLuonnonvarakeskus
dc.date.accessioned2025-08-13T08:14:17Z
dc.date.issued2025
dc.description.abstractLight Detection and Ranging (LiDAR) has emerged as an important data source for monitoring forest resources. Terrestrial laser scanning (TLS) and Mobile laser scanning (MLS) have already shown high potential in further advancing forest inventory development. By enabling the retrieval of new forest attributes in addition to traditional ones, these technologies could drive forest inventories into a new paradigm by introducing innovative approaches to measuring and monitoring forests. The debate on the possible implementation of TLS and MLS in forest inventories, particularly in national forest inventories (NFIs), continues in both the scientific community and the public institutions. To date, few studies have evaluated the application of TLS and MLS technologies in large-scale forest inventories or assessed their practical operational limits. In this practice-oriented paper, we first detail TLS and MLS data acquisition and processing for tree attribute estimation, assessing their maturity and main limitations. We then explore three European case studies—from the French, Finnish, and Swiss National Forest Inventories (NFIs)—where these technologies have been tested. Based on these experiences, we identify the main constraints and challenges for operational implementation. Lastly, we discuss the prospects for TLS and MLS within the NFI context and the requirements for their successful adoption. We conclude that TLS and MLS should be viewed not as a replacement for, but as a complement to and enhancement of, traditional NFI practices. Emphasis should be placed on the new opportunities these technologies offer, rather than on direct comparisons with conventional methods.
dc.format.pagerange24 p.
dc.identifier.citationHow to cite: Justin Holvoet, Markus P. Eichhorn, Francesca Giannetti, Daniel Kükenbrink, Xinlian Liang, Martin Mokroš, Jan Novotný, Timo P. Pitkänen, Stefano Puliti, Mitja Skudnik, Krzysztof Stereńczak, Louise Terryn, Cédric Vega, Chiara Torresan, Terrestrial and mobile laser scanning for national forest inventories: From theory to implementation, Remote Sensing of Environment, Volume 329, 2025, 114947, https://doi.org/10.1016/j.rse.2025.114947.
dc.identifier.urihttps://jukuri.luke.fi/handle/11111/99803
dc.identifier.urlhttps://doi.org/10.1016/j.rse.2025.114947
dc.identifier.urnURN:NBN:fi-fe2025081382445
dc.language.isoen
dc.okm.avoinsaatavuuskytkin1 = Avoimesti saatavilla
dc.okm.corporatecopublicationei
dc.okm.discipline4112
dc.okm.internationalcopublicationon
dc.okm.julkaisukanavaoa2 = Osittain avoimessa julkaisukanavassa ilmestynyt julkaisu
dc.okm.selfarchivedon
dc.publisherElsevier
dc.relation.articlenumber114947
dc.relation.doi10.1016/j.rse.2025.114947
dc.relation.ispartofseriesRemote sensing of environment
dc.relation.issn0034-4257
dc.relation.issn1879-0704
dc.relation.volume329
dc.rightsCC BY 4.0
dc.source.justusid123760
dc.subjectEnhanced NFI
dc.subjectClose-range remote sensing
dc.subjectGround-based LiDAR
dc.subjectPoint cloud
dc.subjectTree attribute accuracy
dc.subjectExplorative implementation
dc.teh41007-00209300
dc.titleTerrestrial and mobile laser scanning for national forest inventories: From theory to implementation
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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