Fine-scale, spatially explicit forest attribute maps are essential for guiding forest management and policy decisions. Such maps, based on the combination of National Forest Inventory (NFI) and remote sensing datasets, have a long tradition in the Nordic countries. Harmonizing the pixel size among national forest attribute maps would considerably improve the utility of the maps for users. However, national forest attribute maps are often aligned with the NFI plot size, and the influence of creating these maps at different spatial resolutions is little studied. We assess the stand-level uncertainty of biomass, volume, basal area, and Lorey’s height estimates resulting from the aggregation of maps across varying spatial resolutions. Models fit at 16 m native resolution were applied for predictions at pixels sizes (side lengths) of 1, 5, 10, 16, and 30 m. For validation, we use 65 independent stands that cover a total area of 24 ha. The stands are widely distributed over a large spatial and ecological extent in Norway. For all attributes, the lowest uncertainties, ranging from 6.86 % for Lorey’s height to 13.86 % for volume, were observed for predictions at pixel sizes of 5 m to 16 m. The uncertainty changes across resolutions were generally small (< 5 %) for biomass, volume, and basal area. For Lorey’s height, changing the spatial resolution resulted in large errors of up to 25 %. Overall, our findings suggest that the main forest attributes can be mapped at a finer scale without complex adjustments. Large-scale validation of forest attribute maps across different spatial resolutions. Koma, Z., & Breidenbach, J. (2025).

Privacy Policy

At PathFinder we take the protection of your personal data very seriously. Our purpose is to protect the privacy of the data you provide us and to comply with the current regulations on the protection of personal data.

In compliance with the Act 3/2018 of 5 December on the Protection of Personal Data and Guarantee of Digital Rights transposing Regulation (EU) 2016/679, we inform you of the following information about our privacy and data protection policy:

Who the controller of the processing of your data?

The organization responsible of your data is Norwegian University of Bioeconomy Research. This is a Research Institute located in Ås, Norway.

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Postboks 115, NO-1431 Ås
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What is the purpose of the treatment?

  • To respond to requests, complaints and incidents transferred through our contact channels incorporated in the website.
  • To understand the behavior of the navigator within the web in order to detect possible computer attacks on our web.
  • Comply with legal obligations that are directly applicable to us and regulate our activity.
  • To protect and exercise our rights or to respond to complaints of any kind.
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What is the legal base of the treatment?

The legal basis for the treatment of your data is the consent of the data subject under article 6.1 a) of the Regulation, as well as the legitimate interest of the data controller under article 6.1 f) of the Regulation.

The data we request from you are adequate, relevant and strictly necessary and in no case are you obliged to provide them to us, but their non-communication may affect the purpose of the service or the impossibility of providing it.

For how long do we keep your data?

Your data will be kept for the time required for the proper provision of the service offered, as well as to meet the responsibilities that may arise from it and any other legal requirement.

Which recipients will receive your data?

While processing your data, [Name of the Organization responsible for the project] may share your data with:

On Projects Advising SL, as web management and maintenance service providers.

What are my rights?

  • Right of access: the right to obtain confirmation of whether personal data is being processed, as well as the right of access to such data.
  • Right to rectification of personal data.
  • Right to erasure
  • Right to limitation of processing
  • Right to data portability
  • Right to object: the right to object to data being processed.

The controller retains the right to restrict the rights set forth in Article 23 of the EU Regulation, if such restriction is provided to safeguard, in particular fundamental rights and freedoms and is a necessary and proportionate measure.

Where can I make a complaint?

If any interested party considers that their data are not being treated correctly, they can send their complaints to the following e-mail address; johannes.breidenbach@nibio.no

The data subject declares to have acquired all this information.

Cookies Policy

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Cookies do not harm your computer and are necessary to facilitate navigation.

What are cookies used for on our website?

Cookies are necessary for our website to work properly. The purpose of our cookies is to improve the user’s browsing experience. They can be used to remember your preferences (language, country, etc.) during navigation and on future visits.

The information collected in the Cookies also allows us to improve the website and adapt it to the individual interests of users, speed up searches, etc.

What types of cookies does our website use?

Analysis Cookies: These, if they are used properly by us or by third parties, allow us to quantify the number of users and thus perform the measurement and statistical analysis regarding the users’ usage of our service.

Advertising Cookies: These, if they are used properly by us or by third parties, allow us to manage as effectively as possible the supply of advertising space on the website, adapting the content of the advertisement to the content of the service requested or to the use you make of our website.

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Who uses the information contained in these cookies?

The information stored in the website’s cookies is used exclusively by us, apart from those identified below as “third party cookies”, which are used and managed by external entities to provide us with services to improve our own services and the user’s experience when browsing our website.

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List of cookies that our website uses

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These Cookies are used to identify the user during the session, prevent the user from having to repeat authentication processes on the website, speed up some website processes, remember selections made during the session or on subsequent accesses, remember pages already visited, etc.

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They allow website statistic’s tracking through the Google Analytics tool, which is a service provided by Google to obtain information about user access to websites. Some of the data stored is: number of times a user visits the website, dates of the user’s first and last visit, duration of visits, from which page the user accessed the website, which search engine was used or which link was clicked, from which part of the world the user accessed the website, etc. The information generated by the cookie about your use of the website will be directly transmitted and stored by Google Inc (a company located in United States). The configuration of these cookies is predetermined by the service offered by Google, so we suggest you consult the Google Analytics privacy page, for more information on the cookies it uses and how to disable them (keep in mind that we are not responsible for the content and accuracy of third-party websites).

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