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- Species range maps and georeferenced records of species occurrences supply complementary information about where species occur. I applied range maps and georeferenced records to examine intersection between range maps and the most certain and less certain locations of georeferenced records (i.e., coordinates can have an associated field of coordinate uncertainty in meters), intersection between an alternative range map product and georeferenced records, and areas of range maps relative to areas predicted by species distribution models from georeferenced records or range maps, with varying...AuthorsBrice HanberryKeywordsSourceActa OecologicaYear2025
- Repeated high-severity fire is threatening forest resilience in dry and mesic forests of the Sierra Nevada and southern Cascades of California, USA. While impacts to plant communities have been described, the belowground effects of this fire regime change are less known. Here, we: (1) describe trends in reburn activity in the Sierra Nevada and southern Cascades, (2) conduct a case study on the effect of repeated high-severity fire on soil biogeochemistry within Plumas National Forest, California, and (3) propose a conceptual framework to describe hypothetical belowground effects of...AuthorsSeren H. Bagcilar, Ash B. Cale, Alexandra K. Urza, Erin J. Hanan, Benjamin W. SullivanKeywordsSourceEcosystemsYear2025
- The escalation of wildfires in the USA, coupled with rising firefighting costs and decreasing workforce capacity, underscores the critical need to evaluate the efficiency and effectiveness of containment measures. However, the existing spatial data that records the locations and types of containment measures and wildfire perimeters contains numerous errors and redundancies. This paper presents a comprehensive fireline Quality Assurance and Quality Control dataset developed from the wildland firefighting operations data reported in the National Interagency Fire Center National Incident...AuthorsAlexander Arkowitz, Scott Ritter, Matthew P. Thompson, Jesse D. Young, Bradley Pietruszka, Dave E. CalkinKeywordsSourceScientific Data. 12: 897.Year2025
- Anticipating plausible future ecosystem states is necessary for effective ecosystem management. We use climate analog-based impact models and a co-production process with land managers to project future vegetation changes for the state of Oregon, United States, (2041–2070, RCP 8.5) at a management-relevant spatial resolution (270-m). We explore multiple analog-based methodologies, evaluate analog model performance with contemporary validation, and leverage climate analogs to assess projection uncertainty by quantifying areas where multiple vegetation trajectories are plausible under a...AuthorsSvetlana V. Yegorova, Solomon Z. Dobrowski, Sean A. Parks, Kimberley T. Davis, Kerry L. Metlen, Ryan D. Haugo, Thomas J. Timberlake, Tyler J. Hoecker, Kerry B. Kemp, Max Wahlberg, Cameron E. Naficy, Sean M. A. Jeronimo, Katherine Fitzgerald, Upekala WijayratneKeywordsSourceFrontiers in Forests and Global ChangeYear2025
- Quantifying fuel moisture content accurately is critical for understanding global vegetation flammability. While models representing changes in dead fuel moisture are relatively advanced, the mechanisms driving fluctuations in live fuel moisture content (LFMC) have been difficult to capture. Living plants make up a large proportion of the fuel complex for wildfires, yet linking plant and combustion science to advance our understanding of wildfire risk has, to date, been limiting. Developing mechanistic approaches to link these two disciplines will confer greater understanding and capacity...AuthorsTegan P. Brown, W. Matt Jolly, Elliott T. Conrad, Zachary Cope, Samuel C. HillmanKeywordsSourceFire EcologyYear2025
- Wildfire regimes of the western United States (US) have changed dramatically since the 1980s but our understanding of the causes and effects of these changes is limited by a lack of a quality-controlled, publicly available wildfire database that (1) spans from the 1980s to present, (2) represents wildfires across a wide range of sizes, and (3) includes mapped fire perimeters and the areas burned within. Here we present an updated and improved Western US MTBS-Interagency database (WUMI2024a) of wildfire occurrences, perimeters, and burned-area maps, covering the period 1984–2024 and the...AuthorsA. Park Williams, Caroline S. Juang, Karen C. ShortSourceEarth System Science DataYear2025
- The North Cascades National Park Complex (NOCA Complex) encompasses some of the most rugged and wild alpine terrain in the lower 48. It spans 684,000 acres across three units: North Cascades National Park, Lake Chelan National Recreation Area, and Ross Lake National Recreation Area. In 1988, congress designated approximately 94% of the NOCA Complex (642,340 acres) as the Stephen Mather Wilderness (SMW), making it one of the largest wilderness areas in the continental United States.
Visitor use in the NOCA Complex has increased in the last few years, driven in part by the COVID-19...AuthorsHayley A. Johnson, William L. Rice, Jennifer M. Thomsen, Chris A. ArmatasKeywordsSourceFort Collins, CO: U.S Department of the Interior, Natural Park Service, Natural Resource Stewardship and ScienceYear2025 - Semantic segmentation of point clouds using deep learning (DL) has been the subject of research in forestry in recent years due to its potential applications. Several scientific and management disciplines, such as biodiversity monitoring, ecosystem carbon assessments, or forest management could benefit from this technique. However, it requires manual segmentation of point clouds to be used as training data. This process is highly labour-intensive and time-consuming, and there is a notable lack of publicly available datasets to support the development of accurate DL semantic segmentation...AuthorsDiego Laino, Carlos Cabo, Celestino Ordóñez, Rodolfo Bolanos, Romain Janvier, Federico Giulioni, Miriam Herrmann, Andrew T. Hudak, Russell A. Parsons, Cristina Santin, Rubãn MansoKeywordsSourceForestry: An International Journal of Forest ResearchYear2025
- Effective estimation of fuel load is critical for mitigating wildfire risks. Here, we evaluate the performance of mobile laser scanning (MLS) and terrestrial laser scanning (TLS) to estimate fuel loads across multiple vegetation layers. Data were collected in two forest regions: the North Kaibab (NK) Plateau in Arizona and Monroe Mountain (MM) in Utah. We used random forest models to predict vegetation attributes, evaluating the performance of full models and transferred models using R2, RMSE, and bias. The MLS consistently outperformed the TLS system, particularly for canopy-related...AuthorsEugenia Kelly Luciano Batista, Andrew T. Hudak, Jeff W. Atkins, Eben North Broadbent, Kody Melissa Brock, Michael J. Campbell, Nuria Sanchez-Lopez, Monique Bohora Schlickmann, Francisco Mauro, Andres Susaeta, Eric Rowell, Caio Hamamura, Ana Paula Dalla Corte, Inga La Puma, Russell A. Parsons, Benjamin C. Bright, Jason Vogel, Inacio Thomaz Bueno, Gabriel Maximo da Silva, Carine Klaubers, Jinyi Xia, Jessie F. Eastburn, Kleydson Diego Rocha, Carlos Alberto SilvaKeywordsSourceRemote SensingYear2025
- Background. Dead fine fuel moisture content (FMC) is critical for predicting fire behavior and effects. Spatiotemporal variation in FMC occurs due to to variability in atmospheric conditions at the fuel interface, which is influenced by interacting factors including local forest structure and topography. Previous research has primarily examined these patterns over coarse spatial scales and relied on few factors to explain variability. Aims. In this study, we monitored the spatiotemporal variability in FMC and characterized how controls of FMC vary over a fire season. FMC was sampled at 80...AuthorsGunnar C. Ohlson, Chad M. Hoffman, Wade Tinkham, Scott Baggett, J. Kevin HiersKeywordsSourceInternational Journal of Wildland FireYear2025