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- United States (U.S.), raising concerns about the persistence of widespread, ecologically important species like lodgepole pine (Pinus contorta Dougl. var. latifolia Engelm.). We sampled a long-term provenance trial in northcentral Colorado, U.S. to examine intraspecific differences in tree size, survival, growth-climate response, and drought tolerance. Using thirty years of tree-ring data and climate data relativized as the climatic distance between provenances and planting site, we evaluated the influence of provenance climate on growth-climate relationships and resistance, recovery, and...AuthorsKatarina J. Warnick, Wade Tinkham, Michael A. Battaglia, Katherine Nigro, Sarah J. HartKeywordsSourceForest Ecology and ManagementYear2026
- Management of western United States dry-conifer forests has experienced a design shift from spacing-based treatments to maximize forest growth and minimize fire hazard towards balancing fuels reduction while restoring historical forest spatial patterns. However, successfully implementing spatially heterogeneous silvicultural treatments capable of mimicking a landscape’s historical range of variability (HRV) has proven challenging. Early individual tree marking (ITM) strategies aiming to create heterogeneous forest structure often had unclear or confusing instructions. This study evaluates...AuthorsWade Tinkham, Michael A. Battaglia, George A. Woolsey, Lauren E. Lad, Lance A. AsherinKeywordsSourceJournal of ForestryYear2026
- Foliar moisture content (FMC) plays a crucial role in arid, frequent-fire forests by influencing fire behavior, tree survival, and serving as a proxy for tree health. Management actions such as mechanical thinning, flammable fuels reduction, and prescribed fires can act to mitigate wildfire risk and improve forest health by reducing fuel connectivity, diversifying forest structure, and creating canopy gaps. These management actions could be improved by the targeted removal of moisture stressed and potentially more flammable trees during treatments. However, maps of FMC are not widely...AuthorsLauren E. Lad, Wade Tinkham, Camille S. Stevens-Rumann, Melanie Vanderhoof, Jody Vogeler, Alistair M. S. SmithKeywordsSourceForest ScienceYear2026
- The extension of NASA’s Ice, Cloud, and land Elevation Satellite-2 (ICESat-2) mission beyond the cryosphere to include the study of vegetation and the land surface has significantly advanced global Earth observation. This review synthesizes findings from 293 peer-reviewed articles and provides a comprehensive assessment of the mission’s contributions to terrestrial ecosystem science. We begin by outlining the mission’s objectives, instrumentation, and core data products—particularly ATL03 (geolocated photons) and ATL08 (terrain and canopy heights)—which have supported a wide array of...AuthorsCarlos Alberto Silva, Amy Neuenschwander, Caio Hamamura, Sérgio Godinho, Kody M. Brock, Lonesome Malambo, Lana Narine, Jeff W. Atkins, Jordan S. Borak, Sorin Popescu, Inacio T. Bueno, Lucas Bielak Rezende, Giulio Brossi Santoro, Ana Paula Dalla Corte, Cesar Ivan Alvites Diaz, Nooshin Mashhadi, Adrián Cardil, Andrew T. Hudak, Lauri Korhonen, Ajay Sharma, Jeffery B. Cannon, Midhun Mohan, Wan Shafrina Wan Mohd Jaafar, Veraldo Liesenberg, Carine KlaubergKeywordsSourceIEEE Geoscience and Remote Sensing MagazineYear2026
- Background. Mapping surface and ground fuels is key to predicting fire behavior and effects. Remote sensing effectively describes tree canopy attributes, but it is less effective for surface and ground fuels because they are partially obscured by vegetation. Aims. We mapped duff loads by leveraging the coupled relationship between canopy, surface and ground fuels: canopy fuels provide the source material for surface fuels, which serve as the material for duff formation. Methods. We mapped annual surface fuel production from tree components that contribute to duff formation using airborne...AuthorsNuria Sánchez-López, Andrew T. Hudak, Mac A. Callaham, Melanie K. Taylor, Toni Viskari, Benjamin C. Bright, Seth Bigelow, Susan Prichard, E. Louise Loudermilk, Luigi Boschetti, Christie Hawley, Deborah NemensKeywordsSourceInternational Journal of Wildland FireYear2026
- Forest insects and pathogens, in addition to fire, contribute to structural diversity by creating snags (dead trees) and dead tops on live trees or “topkill” in conifers throughout western North America. Snags and top-killed trees are important sources of wildlife habitat but quantifying their presence can be challenging at broad scales. Multiple approaches for detecting snags have been developed, but limited methods exist for detecting topkill via remote sensing. There is a need to monitor overlapping disturbances across time and space in addition to the structural diversity in mature and...AuthorsBrent W. Oblinger, Benjamin C. Bright, Andrew T. Hudak, Kerri T. VierlingKeywordsSourceJournal of Forestry ResearchYear2026
- Climate change is expected to alter fire return intervals in cold and wet forests in the northwestern United States. This coupled with an expected rise in prescribed fires to restore healthy forests, disproportionately increases risk to saplings of tree species adapted to colder and wetter environments that have low fire resistance. To assess this potential impact, we evaluated the impacts of increasing fire intensity on Picea engelmannii and Thuja plicata sapling physiology, morphology, and mortality. This was achieved using established pyro-ecophysiology experiments where saplings were...AuthorsAlexander S. Blanco, David R. Wilson, Scott W. Rainsford, Grant L. Harley, Roshan P. Bhatta, Corbin W. Halsey, Gabriella M. Eldridge, Daisy P. Estrada Garza, L. May Brown, Madeleine F. Stanley, Jeffrey A. Logan, Aaron M. Sparks, Henry D. Adams, Daniel M. Johnson, Andrew T. Hudak, Li Huang, Alistair M. S. SmithKeywordsSourceFire EcologyYear2026
- The Raster Tools Python package provides an application programmers interface (API) for building raster data processing pipelines. Pipelines built with Raster Tools can efficiently process extremely large raster datasets, including those larger than the system’s available memory. Raster Tools can be deployed on systems ranging from small laptops to high performance computing environments. To aid in the construction of raster processing pipelines, Raster Tools provides a consistent API to a suite of scalable and lazy raster processing functions including focal, zonal, clipping, convolution,...AuthorsFredrick Bunt, Jesse Johnson, John S. HoglandKeywordsSourceJournal of Open Source SoftwareYear2026
- Today, we hear a great deal about Artificial Intelligence (AI) and how it is changing society. Every time we search for something on our computers, buy something over the internet, take a picture on our phone, ask Google where to eat, get mapping directions, or search for a phone number, we are knowingly, and often unknowingly, using AI. But what exactly is AI and how is it being used within forestry?AuthorsJohn S. HoglandSourceWestern ForesterYear2026
- Reducing fuels in overly dense, arid forests of the Western US is a prominent fire mitigation strategy. Fuel treatments, including thinning and prescribed burning, are a means of reintroducing fire to fire-dependent forests and alleviating wildfire-related damages to human health, infrastructure and natural resources.To help establish economic efficiency analysis of fuel treatments, we provide a methodological framework illustrating benefit-cost analysis (BCA) and considerations for dealing with valuation complexity.Our framework was developed from research reviews and valuation discussions...AuthorsEvan E. Hjerpe, Patricia A. Champ, Samuel G. Evans, José J. Sánchez, Kelly W. Jones, John Loomis, Thomas P. Holmes, Gwendolyn Aldrich, Mark Buckley, Melanie M. Colavito, Andrew Sánchez MeadorKeywordsSourceInternational Journal of Wildland FireYear2026