Mari Selkimäki

2D-CNN for tree stem detection and segmentation using data collected with a harvester-mounted mobile laser scanner

Martín-Cortés, Carlos; Porkhun, Olena; García-Pascual, Borja; Zhou, Xin; Hormazabal, Carlos; Acuna, Mauricio; Ruano, Antonio; Selkimäki, Mari; Mola-Yudego, Blas; Kymäläinen, Heli; Picchi, Gianni; González-Olabarria, José Ramón, 2026, International journal of forest engineering, [Epub ahead of print 20 Apr 2026], 1-15. A1 Journal article (refereed), original research

Economic incentives for conifers may limit broadleaf expansion in climate-adaptive European forests

Djahangard, Marc; Yousefpour, Rasoul; Zhang, Han; Berninger, Frank; Brazaitytė, Gailenė; Brazaitis, Gediminas; Bugmann, Harald; Coll, Lluís; Curtu, Alexandru Lucian; Halalisan, Aureliu Florin; Hartmann, Henrik; Jactel, Hervé; Khanam, Tahamina; Krsnik, Goran; Kukobat, Lana; Leskinen, Leena; Manton, Michael; Marjanović, Žaklina; Pantera, Anastasia; Selkimäki, Mari; Šušić, Nikola, 2026, Communications earth & environment, 7, 1, 792. A1 Journal article (refereed), original research

Forests as visual landscape shields and the effect of management in spatial forest planning

Heinonen, Tero; Selkimäki, Mari; Tokola, Timo, 2026, Forest policy and economics, 185, 103662. A1 Journal article (refereed), original research

Post-wind vulnerability of boreal forests: Structural and site drivers of sequential snow and bark beetle disturbances

Tian, Qianqian; Peris-Llopis, Marina; Selkimäki, Mari; Mola-Yudego, Blas, 2026, Forest ecology and management, 619, 124074. A1 Journal article (refereed), original research

Real-time Assistance with AR HUD Screen in the Forest Harvester Machine

Kymäläinen, Heli; García-Pascual, Borja; Martín-Cortés, Carlos; Rogai, Martino; Selkimäki, Mari; Zhou, Xin; Arboix, Esteban; Acuna, Mauricio; Mola-Yudego, Blas, 2026, ACM. Poster

Assessing the impact of private forest owner preferences on the supply of ecosystem services

Mazziotta, Adriano; Eyvindson, Kyle; Cours, Jérémy; Duflot, Rémi; Repo, Anna; Selkimäki, Mari; Takala, Tuomo; Triviño, María; Mönkkönen, Mikko, 2025, Journal of environmental management, 391, 126482. A1 Journal article (refereed), original research

Digital Communication in Forestry: Social Media Content Creation by Machine Operators

Chambers, Philip; Kymäläinen, Heli; Selkimäki, Mari; Hujala, Teppo, 2025, Publications of the university of eastern Finland : reports and studies in science, forestry and technology. Abstract

Forest-Robot-Stormin': Exploring Play for Eliciting More-than-Human (MtH) Forest-Robot Interactions

Ahmed, Eshtiak; Chambers, Philip; Nummenmaa, Timo; Selkimäki, Mari; Hujala, Teppo; Hamari, Juho; Buruk, Oğuz 'Oz', 2025, Harpstead, Erik; Hammer, Jessica; Bonsignore, Elizabeth (Beth); McEwan, Mitchell; Rogers, Katja; Buruk, Oğuz ‘Oz’, Chi Play Companion ’25: Companion Proceedings of the Annual Symposium on Computer-Human Interaction in Play, 73-79. A4 Conference proceedings

Navigating climate threats in forestry across five European regions: Stakeholder's adaptive management and policy strategies to resilience

Khanam, Tahamina; Peris-Llopis, Marina; Selkimäki, Mari; Brazaitis, Gediminas; Mola-Yudego, Blas; Hartmann, Henrik; Curtu, Alexandru Lucian; Hălălișan, Aureliu-Florin; Marjanovic, Žaklina; Leskinen, Leena; Pantera, Anastasia; Djahangard, Marc; Yousefpour, Rasoul; Brazaityte, Gailene; Kukobat, Lana; Trivan, Goran; Mao, Zhun; Van Brusselen, Jo; Berninger, Frank, 2025, Journal of environmental management, 388, 125903. A1 Journal article (refereed), original research

Policy brief : Privacy issues with digital data in the forest value chain

Jaakkola, Simo; Selkimäki, Mari; Kymäläinen, Heli; Mola-Yudego, Blas; Melegari, Silvia; de Filippis, Tizziana; Picci, Gianni; Ruano, Antonio, 2025, Sintetic. D4 Published development or research report or study

Rural China's energy futures: Farmers' perceptions, barriers and pathways

Xu, Xiaoqian; Li, Qiang; Khanam, Tahamina; Selkimäki, Mari; Liu, Guangzhe; Mola-Yudego, Blas, 2025, Journal of rural studies, 122, 103983. A1 Journal article (refereed), original research

Rural Energy Consumption in Central China: Regional Patterns, Socioeconomic Influences, and Pathways to Sustainability

Xu, Xiaoqian; Li, Qiang; Khanam, Tahamina; Selkimäki, Mari; Liu, Guangzhe; Mola‐Yudego, Blas, 2025, Food and energy security, 14, 6, e70176. A1 Journal article (refereed), original research

Synteesiraportti: Kuinka tuulivoima sovitetaan yhteen metsien ja soiden käytön kanssa?

Tolvanen, Anne; Holttinen, Hannele; Laine-Petäjäkangas, Anna; Tokola, Timo; Pouta, Eija; Antila, Marko; Heinonen, Tero; Jokikokko, Mika; Karlsson, Timo; Koponen, Kati; Lampela, Maija; Lindroos, Tomi; Maanavilja, Liisa; Mäntymaa, Erkki; Rana, Parvez; Routavaara, Henri; Selkimäki, Mari; Juutinen, Artti, 2025, Luonnonvarakeskus. D4 Published development or research report or study

Wood Traceability Along the Whole Value Chain: Exaggeration or Obligation

Picchi, Gianni; Ruano, Antonio; Stegel, Simon; Hmeljak, Jana; Sörvik, Bengt; Selkimäki, Mari; Kymäläinen, Heli; Mola, Blas; Ursella, Enrico; Azzollini, Gennaro; Ekenstedt, Johan; Mullooly, Garret; Poveda, Alejandro; Melegari, Silvia; Sandak, Ryszard; Campos Mijangos, Cuauhtli; Sandak, Jakub, 2025, IWMS. Abstract

Forest landscape shield models for assessing audio-visual disturbances of wind turbines

Selkimäki, Mari; Riippi, Juha; Rana, Parvez; Lamula, Lasse; Antila, Marko; Heinonen, Tero; Tokola, Timo, 2024, Journal of environmental management, 352, 120070. A1 Journal article (refereed), original research

How can optimized forest management plan regulate noise levels from wind turbines?

Heinonen, Tero; Selkimäki, Mari; Rana, Parvez; Tokola, Timo, 2024, European journal of forest research, 143, 5, 1513-1524. A1 Journal article (refereed), original research

Landscape shield models for forest management

Selkimäki, Mari; Riippi, Juha; Rana, Parvez; Lamula, Lasse; Antila, Marko; Heinonen, Timo; Tokola, Timo, 2024. Abstract

Single item identification for forest production, protection, and management

Selkimäki, Mari; Kymäläinen, Heli; Martin, Carlos; Garcia, Borja; Poveda, Alejandro; Mullooly, Garret; Sandak, Jakub; Hmeljak, Jana; Sörvik, Bengt; Prinz, Robert; Acuna, Mauricio; Tokola, Timo; Kärhä, Kalle; Corongiu, Manuela; Melegari, Silvia; Picchi, Gianni; Ruano, Antonio; Mola-Yudego, Blas, 2024. Abstract

Determinants of farmers’ waste generation and disposal in rural areas of central China

Xu, Xiaoqian; Mola-Yudego, Blas; Selkimäki, Mari; Zhang, Xiaoning; Qu, Mei, 2022, Environmental science and pollution research, 30, 4, 9011-9021. A1 Journal article (refereed), original research

Markkinapohjainen metsien luontoarvojen suojelukeino Yhdysvalloissa: tausta, toimintaperiaate ja kokemukset

Viitala, Esa-Jussi; Hujala, Teppo; Hänninen, Harri; Leppänen, Jussi; Selkimäki, Mari, 2021, Metsätieteen aikakauskirja, 2021, 10377. A2 Review article, Literature review, Systematic review

Integrating erosion risk into forest management in Catalonia, Spain

Selkimäki, Mari, 2020, Dissertationes forestales. G5 Doctoral dissertation (article)

Luonnontuottometsä: Yhdysvaltalaisen Forest Bank -toimintamallin soveltaminen Suomessa

Viitala, Esa-Jussi; Hujala, Teppo; Hänninen, Harri; Leppänen, Jussi; Selkimäki, Mari, 2020. D4 Published development or research report or study

Trade-offs between economic profitability, erosion risk mitigation and biodiversity in the management of uneven-aged Abies alba Mill. stands

Selkimäki, Mari; González-Olabarria, José Ramón; Trasobares, Antoni; Pukkala, Timo, 2020, Annals of forest science, 77, 12. A1 Journal article (refereed), original research

Reviewing wood biomass potentials for energy in Europe: the role of forests and fast growing plantations

Mola-Yudego B, Arevalo J, Díaz-Yáñez O, Dimitriou I, Freshwater E, Haapala A, Khanam T, Selkimäki M, 2017, Biofuels, 8, 4, 401-410. A1 Journal article (refereed), original research

Site and stand characteristics related to surface erosion occurrence in forests of Catalonia (Spain)

Selkimäki Mari, González-Olabarria José Ramon, Pukkala Timo, 2012, European journal of forest research, 131, 3, 727-738. A1 Journal article (refereed), original research

Estimating and modelling the resistance of nature to path erosion in Koli National Park, Finland

Selkimäki Mari; Mola-Yudego Blas, 2011, Boreal environment research, 16, 3, 218-228. A1 Journal article (refereed), original research

Present and future trends in pellet markets, raw materials, and supply logistics in Sweden and Finland

Mari SELKIMÄKI, Blas MOLA-YUDEGO, Dominik RÖSER, Robert PRINZ, Lauri SIKANEN, 2010, Renewable and sustainable energy reviews, 1, 1-1. A1 Journal article (refereed), original research

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Publications

2D-CNN for tree stem detection and segmentation using data collected with a harvester-mounted mobile laser scanner

Economic incentives for conifers may limit broadleaf expansion in climate-adaptive European forests

Forests as visual landscape shields and the effect of management in spatial forest planning

Post-wind vulnerability of boreal forests: Structural and site drivers of sequential snow and bark beetle disturbances

Real-time Assistance with AR HUD Screen in the Forest Harvester Machine

Assessing the impact of private forest owner preferences on the supply of ecosystem services

Digital Communication in Forestry: Social Media Content Creation by Machine Operators

Forest-Robot-Stormin': Exploring Play for Eliciting More-than-Human (MtH) Forest-Robot Interactions

Navigating climate threats in forestry across five European regions: Stakeholder's adaptive management and policy strategies to resilience

Policy brief : Privacy issues with digital data in the forest value chain

Rural China's energy futures: Farmers' perceptions, barriers and pathways

Rural Energy Consumption in Central China: Regional Patterns, Socioeconomic Influences, and Pathways to Sustainability

Synteesiraportti: Kuinka tuulivoima sovitetaan yhteen metsien ja soiden käytön kanssa?

Wood Traceability Along the Whole Value Chain: Exaggeration or Obligation

Forest landscape shield models for assessing audio-visual disturbances of wind turbines

How can optimized forest management plan regulate noise levels from wind turbines?

Landscape shield models for forest management

Single item identification for forest production, protection, and management

Determinants of farmers’ waste generation and disposal in rural areas of central China

Markkinapohjainen metsien luontoarvojen suojelukeino Yhdysvalloissa: tausta, toimintaperiaate ja kokemukset

Integrating erosion risk into forest management in Catalonia, Spain

Luonnontuottometsä: Yhdysvaltalaisen Forest Bank -toimintamallin soveltaminen Suomessa

Trade-offs between economic profitability, erosion risk mitigation and biodiversity in the management of uneven-aged Abies alba Mill. stands

Reviewing wood biomass potentials for energy in Europe: the role of forests and fast growing plantations

Wood biomass potentials for energy in northern Europe: Forest or plantations?

Assessing Gully Erosion Occurrence in Forest Lands in Catalonia (Spain)

Spatial analysis of the wood pellet production for energy in Europe

Site and stand characteristics related to surface erosion occurrence in forests of Catalonia (Spain)

Estimating and modelling the resistance of nature to path erosion in Koli National Park, Finland

Present and future trends in pellet markets, raw materials, and supply logistics in Sweden and Finland