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ORIGINAL RESEARCH article

Front. For. Glob. Change

Sec. Fire and Forests

Volume 8 - 2025 | doi: 10.3389/ffgc.2025.1663753

Using terrestrial laser scanning to estimate mass of hand-built slash piles following hazardous fuels treatments

Provisionally accepted
Annamarie  GuthAnnamarie Guth1*Marissa  DaunerMarissa Dauner1Alexandra  FowlerAlexandra Fowler1Spencer  HoehlSpencer Hoehl1Peter  HamlingtonPeter Hamlington1Chad  HoffmanChad Hoffman2Michael  HanniganMichael Hannigan1
  • 1University of Colorado Boulder, Boulder, United States
  • 2Colorado State University, Fort Collins, United States

The final, formatted version of the article will be published soon.

Pile burning is increasingly used in many forest and woodland ecosystems to reduce hazardous fuel loads following fuel hazard reduction or forest restoration efforts. Pile burning is often linked to thinning practices where residual fuel is piled and subsequently burned; the burning is typically done in winter months when conditions reduce the risk of unwanted fire behavior such as escapes. A key aspect of pile burning is estimating the amount of pile biomass and the amount of fuel consumed during burning as these two variables are critical for estimating treatment efficacy and smoke emissions. Methods to estimate pile masses have been studied and developed previously, however, they are time consuming and require extensive user training. Terrestrial laser scanning (TLS) is a remote sensing tool that has been successfully used on broadcast burning for fuel characterization and has the potential to estimate pile masses at prescribed burning sites. TLS reduces measurement error, requires less extensive user training, and eliminates observer bias in measurements. A total of 16 pile masses were measured across Colorado, United States, using a previously developed pile measurement methodology, using TLS, and by taking apart the pile and weighing the contents of the pile, to determine if TLS would be an adequate method for predicting pile masses. Individually, TLS did not do a good job predicting pile masses, however, when comparing across all 15 piles, using 3 TLS scans of a pile to estimate pile mass had the lowest median percent error across all piles.

Keywords: terrestrial laser scanning, Prescribed Fire, slash piles, remote sensing, HazardousFuels Management

Received: 10 Jul 2025; Accepted: 29 Sep 2025.

Copyright: © 2025 Guth, Dauner, Fowler, Hoehl, Hamlington, Hoffman and Hannigan. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Annamarie Guth, angu6107@colorado.edu

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