449 results on '"Collins, Brandon"'
Search Results
2. Game-Theoretic Cybersecurity: the Good, the Bad and the Ugly
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Collins, Brandon, Xu, Shouhuai, and Brown, Philip N.
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Computer Science - Computer Science and Game Theory ,Computer Science - Cryptography and Security - Abstract
Given the scale of consequences attributable to cyber attacks, the field of cybersecurity has long outgrown ad-hoc decision-making. A popular choice to provide disciplined decision-making in cybersecurity is Game Theory, which seeks to mathematically understand strategic interaction. In practice though, game-theoretic approaches are scarcely utilized (to our knowledge), highlighting the need to understand the deficit between the existing state-of-the-art and the needs of cybersecurity practitioners. Therefore, we develop a framework to characterize the function and assumptions of existing works as applied to cybersecurity and leverage it to characterize 80 unique technical papers. Then, we leverage this information to analyze the capabilities of the proposed models in comparison to the application-specific needs they are meant to serve, as well as the practicality of implementing the proposed solution. Our main finding is that Game Theory largely fails to incorporate notions of uncertainty critical to the application being considered. To remedy this, we provide guidance in terms of how to incorporate uncertainty in a model, what forms of uncertainty are critical to consider in each application area, and how to model the information that is available in each application area.
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- 2024
3. TAFRO subtype of idiopathic multicentric Castleman disease in a 22-year-old man
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Rowe, Steven, Collins, Brandon Wayne, Pirzada, Amrah, Manning, Neal, and Chen, Luke Y.C.
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Diagnosis ,Physiological aspects ,Case studies ,Medical research ,Immunologic diseases -- Physiological aspects -- Case studies -- Diagnosis ,Medicine, Experimental - Abstract
A 22-year-old White man presented to the emergency department with a 2-month history of progressive fatigue, intermittent abdominal pain, constipation, and dyspnea. He had gained 27 kg over 1 month, [...]
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- 2024
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4. Prescribed fires effects on actual and modeled fuel loads and forest structure in southern coast redwood (Sequoia sempervirens) forests
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Katuna, Taj A., Collins, Brandon M., and Stephens, Scott L.
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- 2024
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5. Fire history in northern Sierra Nevada mixed conifer forests across a distinct gradient in productivity
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Coppoletta, Michelle, Knapp, Eric E., Collins, Brandon M., Abbott, Celeste S., Fertel, Hannah M., and Stephens, Scott L.
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- 2024
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6. Realignment of federal environmental policies to recognize fire’s role
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Clark, Sara A., Archer, Jenna N., Stephens, Scott L., Collins, Brandon M., and Hankins, Don L.
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- 2024
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7. Evaluation of Light Collection from Highly Scattering Media using Wavelength-Shifting Fibers
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Wilhelm, Andrew, Wendel, Garrett, Collins, Brandon, Cowen, Doug, and Jovanovic, Igor
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Physics - Instrumentation and Detectors ,High Energy Physics - Experiment - Abstract
Opaque scintillators are designed to have a short scattering length such that scintillation photons are probabilistically confined to a small region of space about their origin. The benefit of this feature is that information on the interaction event topology can be recorded with greater fidelity than in traditional highly transparent media with sensors at large distances from the light production region. Opaque scintillator detectors rely on wavelength-shifting fibers to extract the scintillation light; however, the efficiency of light collection has not yet been directly measured in experiment. We measured the efficiency of light collection as a function of the optical parameters of an opaque liquid and the distance from the origin of the light to the fiber. We use the experimental data to validate a Monte Carlo model of light transport and collection and discuss a simple diffusion model that reproduces the results of Monte Carlo simulation with high fidelity. This combination of validated models has the potential for use in predictions of performance in various designs of future opaque scintillator detectors such as LiquidO., Comment: 25 pages, 15 figures
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- 2023
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8. A Coupling Approach to Analyzing Games with Dynamic Environments
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Collins, Brandon C., Xu, Shouhuai, and Brown, Philip N.
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Computer Science - Computer Science and Game Theory ,Computer Science - Multiagent Systems - Abstract
The theory of learning in games has extensively studied situations where agents respond dynamically to each other by optimizing a fixed utility function. However, in real situations, the strategic environment varies as a result of past agent choices. Unfortunately, the analysis techniques that enabled a rich characterization of the emergent behavior in static environment games fail to cope with dynamic environment games. To address this, we develop a general framework using probabilistic couplings to extend the analysis of static environment games to dynamic ones. Using this approach, we obtain sufficient conditions under which traditional characterizations of Nash equilibria with best response dynamics and stochastic stability with log-linear learning can be extended to dynamic environment games. As a case study, we pose a model of cyber threat intelligence sharing between firms and a simple dynamic game-theoretic model of social precautions in an epidemic, both of which feature dynamic environments. For both examples, we obtain conditions under which the emergent behavior is characterized in the dynamic game by performing the traditional analysis on a reference static environment game., Comment: arXiv admin note: text overlap with arXiv:2103.13475
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- 2022
9. Reduced fire severity offers near-term buffer to climate-driven declines in conifer resilience across the western United States
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Davis, Kimberley T, Robles, Marcos D, Kemp, Kerry B, Higuera, Philip E, Chapman, Teresa, Metlen, Kerry L, Peeler, Jamie L, Rodman, Kyle C, Woolley, Travis, Addington, Robert N, Buma, Brian J, Cansler, C Alina, Case, Michael J, Collins, Brandon M, Coop, Jonathan D, Dobrowski, Solomon Z, Gill, Nathan S, Haffey, Collin, Harris, Lucas B, Harvey, Brian J, Haugo, Ryan D, Hurteau, Matthew D, Kulakowski, Dominik, Littlefield, Caitlin E, McCauley, Lisa A, Povak, Nicholas, Shive, Kristen L, Smith, Edward, Stevens, Jens T, Stevens-Rumann, Camille S, Taylor, Alan H, Tepley, Alan J, Young, Derek JN, Andrus, Robert A, Battaglia, Mike A, Berkey, Julia K, Busby, Sebastian U, Carlson, Amanda R, Chambers, Marin E, Dodson, Erich Kyle, Donato, Daniel C, Downing, William M, Fornwalt, Paula J, Halofsky, Joshua S, Hoffman, Ashley, Holz, Andrés, Iniguez, Jose M, Krawchuk, Meg A, Kreider, Mark R, Larson, Andrew J, Meigs, Garrett W, Roccaforte, John Paul, Rother, Monica T, Safford, Hugh, Schaedel, Michael, Sibold, Jason S, Singleton, Megan P, Turner, Monica G, Urza, Alexandra K, Clark-Wolf, Kyra D, Yocom, Larissa, Fontaine, Joseph B, and Campbell, John L
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Agricultural ,Veterinary and Food Sciences ,Climate Change Impacts and Adaptation ,Ecological Applications ,Environmental Sciences ,Forestry Sciences ,Regenerative Medicine ,Climate Action ,Fires ,Wildfires ,Climate ,Climate Change ,Tracheophyta ,climate change ,ecological transformation ,post-fire regeneration ,vegetation transition ,wildfire - Abstract
Increasing fire severity and warmer, drier postfire conditions are making forests in the western United States (West) vulnerable to ecological transformation. Yet, the relative importance of and interactions between these drivers of forest change remain unresolved, particularly over upcoming decades. Here, we assess how the interactive impacts of changing climate and wildfire activity influenced conifer regeneration after 334 wildfires, using a dataset of postfire conifer regeneration from 10,230 field plots. Our findings highlight declining regeneration capacity across the West over the past four decades for the eight dominant conifer species studied. Postfire regeneration is sensitive to high-severity fire, which limits seed availability, and postfire climate, which influences seedling establishment. In the near-term, projected differences in recruitment probability between low- and high-severity fire scenarios were larger than projected climate change impacts for most species, suggesting that reductions in fire severity, and resultant impacts on seed availability, could partially offset expected climate-driven declines in postfire regeneration. Across 40 to 42% of the study area, we project postfire conifer regeneration to be likely following low-severity but not high-severity fire under future climate scenarios (2031 to 2050). However, increasingly warm, dry climate conditions are projected to eventually outweigh the influence of fire severity and seed availability. The percent of the study area considered unlikely to experience conifer regeneration, regardless of fire severity, increased from 5% in 1981 to 2000 to 26 to 31% by mid-century, highlighting a limited time window over which management actions that reduce fire severity may effectively support postfire conifer regeneration.
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- 2023
10. Mass fire behavior created by extensive tree mortality and high tree density not predicted by operational fire behavior models in the southern Sierra Nevada
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Stephens, Scott L, Bernal, Alexis A, Collins, Brandon M, Finney, Mark A, Lautenberger, Chris, and Saah, David
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Creek fire ,Restoration ,Mixed conifer forest ,Wildfire ,Drought ,Bark beetles ,Environmental Sciences ,Biological Sciences ,Agricultural and Veterinary Sciences ,Forestry - Abstract
Large, severe wildfires continue to burn in frequent-fire adapted forests but the mechanisms that contribute to them and their predictability are important questions. Using a combination of ground based and remotely sensed data we analyzed the behavior and patterns of the 2020 Creek Fire where drought and bark beetles had previously created substantial levels of tree mortality in the southern Sierra Nevada. We found that dead biomass and live tree densities were the most important variables predicting fire severity; high severity fire encompassed 41% of the area and the largest high severity patch (19,592 ha) comprised 13% of total area burned. Areas with the highest amounts of dead biomass and live tree densities were also positively related to high severity fire patch size indicating that larger, more homogenous conditions of this forest characteristic resulted in adverse, landscape-scale fire effects. The first two days of the Creek Fire were abnormally hot and dry but weather during the days of the greatest fire growth was largely within the normal range of variation for that time of year with one day with lower windspeeds. From September 5 to 8th the fire burned almost 50% of its entire area and fire intensity patterns inferred from remotely sensed brightness-temperature data were typical except on September 6th when heat increased towards the interior of the fire. Not only was the greatest heat concentrated away from the fire perimeter, but a significant amount of heat was still being generated within the fire perimeter from the previous day. This is a classic pattern for a mass fire and the high amount of dead biomass created from the drought and bark beetles along with high live tree densities were critical factors in developing mass fire behavior. Operational fire behavior models were not able to predict this behavior largely because they do not include post-frontal combustion and fire-atmosphere interactions. An important question regarding this mass fire is if the tree mortality event that preceded it could have been avoided or reduced or was it within the natural range of variation for these forests? We found that the mortality episode was outside of historical analogs and was exacerbated by past management decisions. The Creek Fire shows us how vulnerable of our current frequent-fire forest conditions are to suffering high tree mortality and offering fuel conditions capable of generating mass fires from which future forest recovery is questionable because of type conversion and probable reoccurring high severity fire.
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- 2022
11. Proportion of forest area burned at high-severity increases with increasing forest cover and connectivity in western US watersheds
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Francis, Emily J., Pourmohammadi, Pariya, Steel, Zachary L., Collins, Brandon M., and Hurteau, Matthew D.
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- 2023
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12. Biomass stocks in California’s fire-prone forests: mismatch in ecology and policy
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Bernal, Alexis A, Stephens, Scott L, Collins, Brandon M, and Battles, John J
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Climate Action ,California ,climate change ,forest restoration ,carbon policy ,forest management ,forest ecology ,Meteorology & Atmospheric Sciences - Abstract
Restoration of fire-prone forests can promote resiliency to disturbances, yet such activities may reduce biomass stocks to levels that conflict with climate mitigation goals. Using a set of large-scale historical inventories across the Sierra Nevada/southern Cascade region, we identified underlying climatic and biophysical drivers of historical forest characteristics and projected how restoration of these characteristics manifest under future climate. Historical forest conditions varied with climate and site moisture availability but were generally characterized by low tree density (53 trees ha-1), low live basal area (22 m2 ha-1), low biomass (34 Mg ha-1), and high pine dominance. Our predictions reflected broad convergence in forest structure, frequent fire is the most likely explanation for this convergence. Under projected climate (2040-2069), hotter sites become more prevalent, nearly ubiquitously favoring low tree densities, low biomass, and high pine dominance. Based on these projections, this region may be unable to support aboveground biomass >40 Mg ha-1 by 2069, a value approximately 25% of current average biomass stocks. Ultimately, restoring resilient forests will require adjusting carbon policy to match limited future aboveground carbon stocks in this region.
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- 2022
13. On the Geometry of Numerical Ranges Over Finite Fields
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Camenga, Kristin A., Collins, Brandon, Hoefer, Gage, Quezada, Jonny, Rault, Patrick X., Willson, James, and Yates, Rebekah B. Johnson
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Mathematics - Number Theory ,15A60 - Abstract
Numerical ranges over a certain family of finite fields were classified in 2016 by a team including our fifth author. Soon afterward, in 2017 Ballico generalized these results to all finite fields and published some new results about the cardinality of the finite field numerical range. In this paper we study the geometry of these finite fields using the boundary generating curve, first introduced by Kippenhahn in 1951. We restrict our study to square matrices of dimension 2, with at least one eigenvalue in $\mathbb F_{q^2}$., Comment: 17 pages, 2 figures; will appear in "Linear Algebra and its Applications", July 2021
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- 2021
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14. Individual Altruism Cannot Overcome Congestion Effects in a Global Pandemic Game
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Brown, Philip N., Collins, Brandon, Hill, Colton, Barboza, Gia, and Hines, Lisa
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Electrical Engineering and Systems Science - Systems and Control ,Computer Science - Computer Science and Game Theory - Abstract
A key challenge in responding to public health crises such as COVID-19 is the difficulty of predicting the results of feedback interconnections between the disease and society. As a step towards understanding these interconnections, we pose a simple game-theoretic model of a global pandemic in which individuals can choose where to live, and we investigate the global behavior that may emerge as a result of individuals reacting locally to the competing costs of isolation and infection. We study the game-theoretic equilibria that emerge from this setup when the population is composed of either selfish or altruistic individuals. First, we demonstrate that as is typical in these types of games, selfish equilibria are in general not optimal, but that all stable selfish equilibria are within a constant factor of optimal. Second, there exist infinitely-many stable altruistic equilibria; all but finitely-many of these are worse than the worst selfish equilibrium, and the social cost of altruistic equilibria is unbounded. Our work is in sharp contrast to recent work in network congestion games in which all altruistic equilibria are socially optimal. This suggests that a population without central coordination may react very poorly to a pandemic, and that individual altruism could even exacerbate the problem.
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- 2021
15. Robust Stochastic Stability in Dynamic and Reactive Environments
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Collins, Brandon C., Hines, Lisa, Barboza, Gia, and Brown, Philip N.
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Computer Science - Multiagent Systems ,Computer Science - Computer Science and Game Theory - Abstract
The theory of learning in games has extensively studied situations where agents respond dynamically to each other by optimizing a fixed utility function. However, in many settings of interest, agent utility functions themselves vary as a result of past agent choices. The ongoing COVID-19 pandemic provides an example: a highly prevalent virus may incentivize individuals to wear masks, but extensive adoption of mask-wearing reduces virus prevalence which in turn reduces individual incentives for mask-wearing. This paper develops a general framework using probabilistic coupling methods that can be used to derive the stochastically stable states of log-linear learning in certain games which feature such game-environment feedback. As a case study, we apply this framework to a simple dynamic game-theoretic model of social precautions in an epidemic and give conditions under which maximally cautious social behavior in this model is stochastically stable.
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- 2021
16. Innovative wood use can enable carbon-beneficial forest management in California
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Cabiyo, Bodie, Fried, Jeremy S, Collins, Brandon M, Stewart, William, Wong, Jun, and Sanchez, Daniel L
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Climate Action ,Life on Land ,California ,Carbon Sequestration ,Climate Change ,Conservation of Natural Resources ,Forestry ,Forests ,Models ,Theoretical ,Wildfires ,Wood ,forests ,wildfire mitigation ,harvested wood products ,carbon balance - Abstract
Responsible stewardship of temperate forests can address key challenges posed by climate change through sequestering carbon, producing low-carbon products, and mitigating climate risks. Forest thinning and fuel reduction can mitigate climate-related risks like catastrophic wildfire. These treatments are often cost prohibitive, though, in part because of low demand for low-value wood "residues." Where treatment occurs, this low-value wood is often burned or left to decay, releasing carbon. In this study, we demonstrate that innovative use of low-value wood, with improved potential revenues and carbon benefits, can support economical, carbon-beneficial forest management outcomes in California. With increased demand for wood residues, forest health-oriented thinning could produce up to 7.3 million (M) oven-dry tonnes of forest residues per year, an eightfold increase over current levels. Increased management and wood use could yield net climate benefits between 6.4 and 16.9 million tonnes of carbon dioxide equivalent (M tCO2e) per year when considering impacts from management, wildfire, carbon storage in products, and displacement of fossil carbon-intensive alternatives over a 40-y period. We find that products with durable carbon storage confer the greatest benefits, as well as products that reduce emissions in hard-to-decarbonize sectors like industrial heat. Concurrently, treatment could reduce wildfire hazard on 4.9 M ha (12.1 M ac), a quarter of which could experience stand-replacing effects without treatment. Our results suggest that innovative wood use can support widespread fire hazard mitigation and reduce net CO2 emissions in California.
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- 2021
17. A retrospective multicenter study of operating room extubation and extubation timing after cardiac surgery
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Etchill, Eric W., Wu, Xiaoting, Alejo, Diane, Fonner, Clifford E., Ling, Carol, Worrall, Neil, Lehr, Eric, Pagani, Francis, Haber, Terri, Theurer, Patty, Collins-Brandon, Jeannie, Hira, Ravi, Brevig, James, Mallory, Erika, Maynard, Charles, Likosky, Donald S., and Whitman, Glenn J.R.
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- 2024
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18. Effect of the COVID-19 pandemic on emergency department utilization of computed tomography scans of appendicitis and diverticulitis
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Collins, Brandon Wayne, Robart, Andrew, Lockyer, Evan James, Fairbridge, Nicholas A., Rector, Tara, and Hartery, Angus
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- 2023
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19. Counteracting wildfire misinformation
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Jones, Gavin M, Vraga, Emily K, Hessburg, Paul F, Hurteau, Matthew D, Allen, Craig D, Keane, Robert E, Spies, Thomas A, North, Malcolm P, Collins, Brandon M, Finney, Mark A, Lydersen, Jamie M, and Westerling, A Leroy
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- 2022
20. Higher incidence of high-severity fire in and near industrially managed forests
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Levine, Jacob I, Collins, Brandon M, Steel, Zachary L, de Valpine, Perry, and Stephens, Scott L
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- 2022
21. Exploiting an Adversary's Intentions in Graphical Coordination Games
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Collins, Brandon C. and Brown, Philip N.
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Computer Science - Computer Science and Game Theory - Abstract
How does information regarding an adversary's intentions affect optimal system design? This paper addresses this question in the context of graphical coordination games where an adversary can indirectly influence the behavior of agents by modifying their payoffs. We study a situation in which a system operator must select a graph topology in anticipation of the action of an unknown adversary. The designer can limit her worst-case losses by playing a security strategy, effectively planning for an adversary which intends maximum harm. However, fine-grained information regarding the adversary's intention may help the system operator to fine-tune the defenses and obtain better system performance. In a simple model of adversarial behavior, this paper asks how much a system operator can gain by fine-tuning a defense for known adversarial intent. We find that if the adversary is weak, a security strategy is approximately optimal for any adversary type; however, for moderately-strong adversaries, security strategies are far from optimal., Comment: ACC2020, 6 pages
- Published
- 2020
22. Silviculture can facilitate repeat prescribed burn programs with long-term strategies
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York, Robert A, Levine, Jacob, Foster, Daniel, Stephens, Scott L, and Collins, Brandon
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fuel loading ,prescribed burning ,silviculture - Abstract
A significant expansion of prescribed fire activity will be necessary to mitigate growing wildfire hazard in California forests. Forest managers can facilitate this expansion by promoting forest structures that allow for more effective implementation of prescribed fire, for both initial-entry and repeat burns. We analyzed changes in surface fuel during a series of three burns in replicated mixed-conifer stands following a period of over 100 years of fire suppression and exclusion. Total fuel load, proportion of pine present, canopy cover and basal area of live trees were relevant forest-structure components that influenced plot-scale fuel consumption. The study highlighted the importance of pre-fire fuel load and the relative proportion of pine in the overstory, which both led to greater amounts of fuel consumption. The initial-entry burn dramatically reduced all fuel categories (fine fuel, coarse wood and duff). Following each burn, fuel recovered until the next burn reduced loads enough to maintain low fuel levels. We apply the results to provide an example of how to determine the timing of prescribed fires.
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- 2021
23. Shaded fuel breaks create wildfire-resilient forest stands: lessons from a long-term study in the Sierra Nevada
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Low, Kathryn E., Battles, John J., Tompkins, Ryan E., Dillingham, Colin P., Stephens, Scott L., and Collins, Brandon M.
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- 2023
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24. Degradation and restoration of Indigenous California black oak (Quercus kelloggii) stands in the northern Sierra Nevada
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Stephens, Scott L., Hall, Les, Stephens, Connor W., Bernal, Alexis A., and Collins, Brandon M.
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- 2023
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25. Wildfire controls on evapotranspiration in California's Sierra Nevada
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Ma, Qin, Bales, Roger C, Rungee, Joseph, Conklin, Martha H, Collins, Brandon M, and Goulden, Michael L
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Fire ,Water ,Evapotranspiration ,Vegetation ,Disturbance ,Clinical Research ,fire ,water ,evapotranspiration ,forest ,Environmental Engineering - Abstract
We used Landsat-based measures of annual evapotranspiration (ET) to explore the effects of wildfires on vegetation water use across California’s Sierra Nevada. Wildfires decreased ET relative to unburned and pre-fire controls, in many areas this reduction persisted for at least 15 years. The ET reduction averaged 265 mm yr-1 (36% of pre-fire ET) during the first year after fire, and 169 mm yr-1 (23%) over the first 15 years after fire. The ET reduction varied with burn severity, pre-fire canopy density, and hydro-topographic environment. In areas burned at low severity the ET reduction in the first year after fire averaged 224 mm yr-1 (31% of pre-fire ET) whereas high severity were reduced a 362 mm yr-1 (50% ) for the first year. Forest stands that were denser pre-fire had a larger ET reduction across all burn severities. Evapotranspiration reduction following moderate-to-high-severity burns was greatest at 900-1300 m asl elevation. The combination of pre-fire canopy density and burn severity explained 70% of the spatial variation in first-year ET reduction. Forest restoration and a reintroduction of low-intensity fire have been proposed as management practices to mitigate fire risk and improve ecosystem health. Our findings illustrate that restoration and fire reintroduction may reduce the current total ET by up to 9%, with potential benefits for downstream water supply in a globally important food-producing region.
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- 2020
26. “Forest mismanagement” misleads
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Schwartz, Mark W, Thorne, James H, Collins, Brandon M, and Stine, Peter A
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California ,Forests ,Politics ,Wildfires ,General Science & Technology - Published
- 2020
27. Mixed-conifer forest reference conditions for privately owned timberland in the southern Cascade Range
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Collins, Brandon M., Bernal, Alexis, York, Robert A., Stevens, Jens T., Juska, Andrew, and Stephens, Scott L.
- Published
- 2021
28. Peer coaching in cardiac surgery: a pilot study on rehabilitation participation and perioperative challenges.
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Parhar, Kanwar, Holm, Aaron, Hira, Ravi S, Oyetunji, Lara, Collins-Brandon, Jeannie, Lehr, Eric J, and Speck, Sarah
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- 2025
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29. Quantifying pyrodiversity and its drivers
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Steel, Zachary L., Collins, Brandon M., Sapsis, David B., and Stephens, Scott L.
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- 2021
30. Strategically placed landscape fuel treatments decrease fire severity and promote recovery in the northern Sierra Nevada
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Tubbesing, Carmen L, Fry, Danny L, Roller, Gary B, Collins, Brandon M, Fedorova, Varvara A, Stephens, Scott L, and Battles, John J
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Physical Injury - Accidents and Adverse Effects ,Forest resilience ,Frequent-fire forests ,Regeneration ,Mixed-conifer forest ,Restoration ,Sierra Nevada ,Landscape treatments ,Environmental Sciences ,Biological Sciences ,Agricultural and Veterinary Sciences ,Forestry - Abstract
Strategically placed landscape area treatments (SPLATs) are landscape fuel reduction treatments designed to reduce fire severity across an entire landscape with only a fraction of the landscape treated. Though SPLATs have gained attention in scientific and policy arenas, they have rarely been empirically tested. This study takes advantage of a strategically placed landscape fuel treatment network that was implemented and monitored before being burned by a wildfire. We evaluated treatment efficacy in terms of resistance, defined here as the capacity to withstand disturbance, and recovery, defined here as regeneration following disturbance. We found that the treated landscape experienced lower fire severity than an adjacent control landscape: in the untreated control landscape, 26% of land area was burned with >90% basal area mortality, according to the remote-sensing-derived relative differenced Normalized Burn Ratio (RdNBR), while in the treated landscape only 11% burned at the same severity. This difference was despite greater pre-treatment fire risk in the treatment landscape, as indicated by FARSITE fire behavior modeling. At a more local scale, monitoring plots within the treatments themselves saw greater regeneration of conifer seedlings two years following the fire than plots outside the treatments. Mean seedling densities for all conifer species were 7.8 seedlings m −2 in treated plots and only 1.4 seedlings m −2 in control plots. These results indicate that SPLATs achieved their objective of increasing forest resistance and recovery.
- Published
- 2019
31. Paying Firms to Share Cyber Threat Intelligence
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Collins, Brandon, Xu, Shouhuai, Brown, Philip N., Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bošanský, Branislav, editor, Gonzalez, Cleotilde, editor, Rass, Stefan, editor, and Sinha, Arunesh, editor
- Published
- 2021
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32. Forest Restoration and Fuels Reduction : Convergent or Divergent?
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STEPHENS, SCOTT L., BATTAGLIA, MIKE A., CHURCHILL, DEREK J., COLLINS, BRANDON M., COPPOLETTA, MICHELLE, HOFFMAN, CHAD M., LYDERSEN, JAMIE M., NORTH, MALCOLM P., PARSONS, RUSSELL A., RITTER, SCOTT M., and STEVENS, JENS T.
- Published
- 2021
33. Forest Vegetation Change and Its Impacts on Soil Water Following 47 Years of Managed Wildfire
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Stevens, Jens T., Boisramé, Gabrielle F. S., Rakhmatulina, Ekaterina, Thompson, Sally E., Collins, Brandon M., and Stephens, Scott L.
- Published
- 2020
34. Wildfire-Driven Forest Conversion in Western North American Landscapes
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COOP, JONATHAN D., PARKS, SEAN A., STEVENS-RUMANN, CAMILLE S., CRAUSBAY, SHELLEY D., HIGUERA, PHILIP E., HURTEAU, MATTHEW D., TEPLEY, ALAN, WHITMAN, ELLEN, ASSAL, TIMOTHY, COLLINS, BRANDON M., DAVIS, KIMBERLEY T., DOBROWSKI, SOLOMON, FALK, DONALD A., FORNWALT, PAULA J., FULÉ, PETER Z., HARVEY, BRIAN J., KANE, VAN R., LITTLEFIELD, CAITLIN E., MARGOLIS, ELLIS Q., NORTH, MALCOLM, PARISIEN, MARC-ANDRÉ, PRICHARD, SUSAN, and RODMAN, KYLE C.
- Published
- 2020
35. Impact of Error in Lidar-Derived Canopy Height and Canopy Base Height on Modeled Wildfire Behavior in the Sierra Nevada, California, USA
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Kelly, Maggi, Su, Yanjun, Di Tommaso, Stefania, Fry, Danny L, Collins, Brandon M, Stephens, Scott L, and Guo, Qinghua
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wildfire burn probability ,crown fire ,forest fuels ,Sierra Nevada ,Lidar ,error ,Classical Physics ,Physical Geography and Environmental Geoscience ,Geomatic Engineering - Abstract
Light detection and ranging (Lidar) data can be used to create wall-to-wall forest structure and fuel products that are required for wildfire behavior simulation models. We know that Lidar-derived forest parameters have a non-negligible error associated with them, yet we do not know how this error influences the results of fire behavior modeling that use these layers as inputs. Here, we evaluated the influence of error associated with two Lidar data products-canopy height (CH) and canopy base height (CBH)-on simulated fire behavior in a case study in the Sierra Nevada, California, USA.We used a Monte Carlo simulation approach with expected randomized error added to each model input. Model 1 used the original, unmodified data, Model 2 incorporated error in the CH layer, and Model 3 incorporated error in the CBH layer. This sensitivity analysis showed that error in CH and CBH did not greatly influence the modeled conditional burn probability, fire size, or fire size distribution. We found that the expected error associated with CH and CBH did not greatly influence modeled results: conditional burn probability, fire size, and fire size distributions were very similar between Model 1 (original data), Model 2 (error added to CH), and Model 3 (error added to CBH). However, the impact of introduced error was more pronounced with CBH than with CH, and at lower canopy heights, the addition of error increased modeled canopy burn probability. Our work suggests that the use of Lidar data, even with its inherent error, can contribute to reliable and robust estimates of modeled forest fire behavior, and forest managers should be confident in using Lidar data products in their fire behavior modeling workflow.
- Published
- 2018
36. Prescribed fire shrub consumption in a Sierra Nevada mixed-conifer forest
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Jaffe, Melissa R., Collins, Brandon M., Levine, Jacob, Northrop, Hudson, Malandra, Francesco, Krofcheck, Daniel, Hurteau, Matthew D., Stephens, Scott L., and North, Malcolm
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Sierra Nevada (United States) -- Environmental aspects ,Prescribed burning -- Environmental aspects ,Shrubs -- Environmental aspects -- Distribution ,Company distribution practices ,Earth sciences - Abstract
Live shrubs in forest understories pose a challenge for mitigating wildfire risk with prescribed fire. Factors driving shrub consumption in prescribed fires are variable and difficult to explain. This study investigated spatial patterns and drivers of Sierra Nevada mixed-conifer forest shrub consumption in prescribed fires through analysis of high-resolution imagery taken before and after prescribed fire. We applied a spatially explicit, generalized additive model to assess tree cover and coarse woody material as potential drivers of shrub consumption. Shrub cover in two experimental stands prior to burning was 38% and 59% and was 36% and 45% one-year post-burn. In both stands shrub patch density increased, while area-weighted mean patch size and largest patch index decreased. Increased local percent cover of coarse woody material was associated with increased shrub consumption. These findings provide information for prescribed fire managers to help better anticipate shrub consumption and patchiness outcomes under similar conditions. Key words: high resolution imagery, Teakettle Experimental Forest, mixed- conifer, fire hazards, fuel treatments, coarse woody debris. Les arbustes vivants dans les sous-bois constituent un defi pour l'attenuation des risques d'incendie lors d'un brulage dirige. Les facteurs responsables de la combustion des arbustes lors des brulages diriges sont varies et difficiles a cerner. Cette etude se penche sur les patrons spatiaux et les facteurs determinants de la combustion des arbustes dans la foret mixte de coniferes de la Sierra Nevada lors de brulages diriges au moyen de l'analyse d'images a haute resolution prises avant et apres un brulage dirige. Nous avons applique un modele additif generalise, spatialement explicite, pour evaluer le couvert arborescent et le materiel ligneux grossier en tant que facteurs determinants potentiels de la combustion des arbustes. Le couvert arbustif dans deux peuplements experimentaux etait de 38 et 59 % avant le brulage et de 36 et 45 % un an apres le brulage. Dans les deux peuplements, la densite des ilots d'arbustes a augmente tandis que la taille moyenne des ilots ponderee par la superficie et l'indice des plus grands ilots ont diminue. L'augmentation locale du pourcentage de couverture du materiel ligneux grossier etait associee a l'augmentation de la combustion des arbustes. Ces resultats fournissent de l'information aux gestionnaires des brulages diriges pour les aider a mieux anticiper la combustion et la repartition en ilots des arbustes dans des conditions similaires. [Traduit par la Redaction] Mots-cles: imagerie a haute resolution, foret experimentale de Teakettle, coniferes mixtes, risque d'incendie, traitements des combustibles, debris ligneux grossiers., Introduction Shrubs are an essential ecosystem component of forested environments in the western United States and are important for wildlife, nutrient cycling, and biodiversity (Hunter 1990; North et al. 2016). [...]
- Published
- 2021
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37. Managed Wildfire Effects on Forest Resilience and Water in the Sierra Nevada
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Boisramé, Gabrielle, Thompson, Sally, Collins, Brandon, and Stephens, Scott
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Life on Land ,Clean Water and Sanitation ,forest structure ,montane ,hydrology ,mixed conifer ,meadow ,wildfire ,resilience ,soil moisture ,fire ecology ,wildland fire use ,Environmental Sciences ,Biological Sciences ,Ecology - Abstract
Fire suppression in many dry forest types has left a legacy of dense, homogeneous forests. Such landscapes have high water demands and fuel loads, and when burned can result in catastrophically large fires. These characteristics are undesirable in the face of projected warming and drying in the western US. Alternative forest and fire treatments based on managed wildfireâa regime in which fires are allowed to burn naturally and only suppressed under defined management conditionsâoffer a potential strategy to ameliorate the effects of fire suppression. Understanding the long-term effects of this strategy on vegetation, water, and forest resilience is increasingly important as the use of managed wildfire becomes more widely accepted. The Illilouette Creek Basin in Yosemite National Park has experienced 40 years of managed wildfire, reducing forest cover by 22%, and increasing meadow areas by 200% and shrublands by 24%. Statistical upscaling of 3300 soil moisture observations made since 2013 suggests that large increases in wetness occurred in sites where fire caused transitions from forests to dense meadows. The runoff ratio (ratio of annual runoff to precipitation) from the basin appears to be increasing or stable since 1973, compared to declines in runoff ratio for nearby, unburned watersheds. Managed wildfire appears to increase landscape heterogeneity, and likely improves resilience to disturbances, such as fire and drought, although more detailed analysis of fire effects on basin-scale hydrology is needed.
- Published
- 2017
38. Wildland Fuel Treatments
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Hoffman, Chad M., Collins, Brandon, Battaglia, Mike, Gollner, Michael, Section editor, and Manzello, Samuel L., editor
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- 2020
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39. Managing fire‐prone forests in a time of decreasing carbon carrying capacity.
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Hurteau, Matthew D, Goodwin, Marissa J, Marsh, Christopher, Zald, Harold SJ, Collins, Brandon, Meyer, Marc, and North, Malcolm P
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FOREST canopies ,CONIFEROUS forests ,FOREST density ,TREE mortality ,TROPICAL dry forests ,WILDFIRE prevention ,FUEL reduction (Wildfire prevention) ,WILDFIRES ,FOREST fires - Abstract
Changing climatic conditions are increasing overstory tree mortality in forests globally. This restructuring of the distribution of biomass is making already flammable forests more combustible, posing a major challenge for managing the transition to a lower biomass state. In western US dry conifer forests, tree density resulting from over a century of fire‐exclusion practices has increased the risk of high‐severity wildfire and susceptibility to climate‐driven mortality. Reducing dead fuel loads will require new approaches to mitigate risk to the remaining live trees by preparing forests to withstand future wildfire. Here, we used data from the Teakettle Experimental Forest in California to evaluate different prescribed fire burn frequencies and their impact on accumulated dead fuels after a 4‐year drought. Increasing burn frequency could reduce surface fuel build‐up but comes with additional challenges that will require creativity and experimentation to overcome. [ABSTRACT FROM AUTHOR]
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- 2024
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40. Association Between State‐Wide Cardiac Quality Improvement Program and Costs Following Intervention for Coronary Artery Disease.
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Wong, Edwin S., Nelson, Joshua, Whitten, Richard, Maynard, Charles, Collins‐Brandon, Jeannie, Sitcov, Kristin, and Hira, Ravi S.
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CORONARY artery bypass ,PERCUTANEOUS coronary intervention ,CORONARY artery disease ,MEDICARE reimbursement ,ECONOMIC aspects of diseases - Abstract
Background: Since 2010, all non‐VA hospitals performing cardiac surgeries and percutaneous interventions in Washington State have participated in the Cardiac Care Outcomes Assessment Program (COAP), a data‐driven, physician‐led collaborative quality improvement (QI) collaborative. Prior literature has demonstrated QI programs such as COAP can avert avoidable utilization such as hospital readmissions. However, it is unknown whether such improvements translate into economic benefits. Hypothesis: This study compared downstream healthcare costs between patients undergoing cardiac interventions for coronary artery disease (CAD) at hospitals that were and were not participating in COAP. Methods: Post hoc analysis of Medicare administrative and claims data examined 2.5 million randomly selected deidentified beneficiaries receiving a percutaneous coronary intervention or coronary artery bypass grafting between 2013 and 2020. Total costs were defined as all reimbursements paid by Medicare for up to 5 years following cardiac intervention. Because all non‐VA hospitals in Washington State participated in COAP, we compared respective groups of patients receiving intervention in Washington State with all non‐Washington states, adjusting for patient demographics and comorbidity. To model costs, we applied a multipart estimator, which distinguishes the impact of QI program participation due to survival and utilization while accounting for censoring. Results: Total 5‐year downstream costs were $3861 lower (95% confidence interval [CI] = $1794 to $5741) among patients receiving cardiac intervention at COAP‐exposed hospitals. Lower costs were largely driven by lower utilization during calendar quarters where death was not observed. Conclusions: Participation in this state‐wide cardiac quality improvement program was associated with economic benefits in patients receiving intervention for CAD. [ABSTRACT FROM AUTHOR]
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- 2024
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41. Prescribed fires effects on actual and modeled fuel loads and forest structure in southern coast redwood (Sequoia sempervirens) forests
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Katuna, Taj A, primary, Collins, Brandon M, additional, and Stephens, Scott L, additional
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- 2024
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42. Fire history in northern Sierra Nevada mixed conifer forests across a distinct gradient in productivity
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Coppoletta, Michelle, primary, Knapp, Eric E., additional, Collins, Brandon M., additional, Abbott, Celeste S., additional, Fertel, Hannah, additional, and Stephens, Scott L., additional
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- 2024
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43. Accessible light detection and ranging: estimating large tree density for habitat identification
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Kramer, Heather A, Collins, Brandon M, Gallagher, Claire V, Keane, John J, Stephens, Scott L, and Kelly, Maggi
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Life on Land ,California ,canopy height ,habitat ,large tree ,light detection and ranging ,spotted owl ,tree density ,Ecological Applications ,Ecology ,Zoology - Abstract
Large trees are important to a wide variety of wildlife, including many species of conservation concern, such as the California spotted owl (Strix occidentalis occidentalis). Light detection and ranging (LiDAR) has been successfully utilized to identify the density of large-diameter trees, either by segmenting the LiDAR point cloud into individual trees, or by building regression models between variables extracted from the LiDAR point cloud and field data. Neither of these methods is easily accessible for most land managers due to the reliance on specialized software, and much available LiDAR data are being underutilized due to the steep learning curve required for advanced processing using these programs. This study derived a simple, yet effective method for estimating the density of large-stemmed trees from the LiDAR canopy height model, a standard raster product derived from the LiDAR point cloud that is often delivered with the LiDAR and is easy to process by personnel trained in geographic information systems (GIS). Ground plots needed to be large (1 ha) to build a robust model, but the spatial accuracy of plot center was less crucial to model accuracy. We also showed that predicted large tree density is positively linked to California spotted owl nest sites.
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- 2016
44. U.S. federal fire and forest policy: emphasizing resilience in dry forests
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Stephens, Scott L, Collins, Brandon M, Biber, Eric, and Fule, Peter Z
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BRII recipient: Stephens - Abstract
Current U.S. forest fire policy emphasizes short-term outcomes versus long-term goals. This perspective drives managers to focus on the protection of high-valued resources, whether ecosystem-based or developed infrastructure, at the expense of forest resilience. Given these current and future challenges posed by wildland fire and because the U.S. Forest Service spent >50% of its budget on fire suppression in 2015, a review and reexamination of existing policy is warranted. One of the most difficult challenges to revising forest fire policy is that agency organizations and decision making processes are not structured in ways to ensure that fire management is thoroughly considered in management decisions. Current resource-specific policies are so focused on individual concerns that they may be missing the fact that there are “endangered landscapes” that are threatened by changing climate and fire. We propose that forest restoration should be at least equal to other land management priorities because large-scale restoration is necessary for the sake of forest ecosystem integrity now and into the future. Another proposal is to switch the “default” rule in federal planning documents that currently have to “justify” managed wildland fire; instead, U.S. federal agencies should be required to disclose the long-term ecological impacts of continued fire suppression. Proposed legislation that identifies the most expensive 2% of wildfires annually to be funded from emergency funding instead of by the federal land management agencies. If increases in forest restoration fail to accompany the change in how large wildfires are funded, then U.S. fire suppression costs will remain high while resilience will continue to decline. Expansion of the wildland–urban interface will continue to drive suppression costs higher; new federal partnerships with States and local governments are needed to address this problem. Given the legacy of fire suppression and a future of climate change, management for other values in forests will be, in the long run, futile without also managing for long-term forest resilience.
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- 2016
45. Tamm Review: Management of mixed-severity fire regime forests in Oregon, Washington, and Northern California
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Hessburg, Paul F, Spies, Thomas A, Perry, David A, Skinner, Carl N, Taylor, Alan H, Brown, Peter M, Stephens, Scott L, Larson, Andrew J, Churchill, Derek J, Povak, Nicholas A, Singleton, Peter H, McComb, Brenda, Zielinski, William J, Collins, Brandon M, Salter, R Brion, Keane, John J, Franklin, Jerry F, and Riegel, Greg
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Life on Land ,Forest resilience ,Resistance ,Climate change ,Multi-scale heterogeneity ,Patch size distributions ,Topographic controls ,Early successional habitats ,Environmental Sciences ,Biological Sciences ,Agricultural and Veterinary Sciences ,Forestry - Abstract
Increasingly, objectives for forests with moderate- or mixed-severity fire regimes are to restore successionally diverse landscapes that are resistant and resilient to current and future stressors. Maintaining native species and characteristic processes requires this successional diversity, but methods to achieve it are poorly explained in the literature. In the Inland Pacific US, large, old, early seral trees were a key historical feature of many young and old forest successional patches, especially where fires frequently occurred. Large, old trees are naturally fire-tolerant, but today are often threatened by dense understory cohorts that create fuel ladders that alter likely post-fire successional pathways. Reducing these understories can contribute to resistance by creating conditions where canopy trees will survive disturbances and climatic stressors; these survivors are important seed sources, soil protectors, and critical habitat elements. Historical timber harvesting has skewed tree size and age class distributions, created hard edges, and altered native patch sizes. Manipulating these altered forests to promote development of larger patches of older, larger, and more widely-spaced trees with diverse understories will increase landscape resistance to severe fires, and enhance wildlife habitat for underrepresented conditions.Closed-canopy, multi-layered patches that develop in hot, dry summer environments are vulnerable to droughts, and they increase landscape vulnerability to insect outbreaks and severe wildfires. These same patches provide habitat for species such as the northern spotted owl, which has benefited from increased habitat area. Regional and local planning will be critical for gauging risks, evaluating trade-offs, and restoring dynamics that can support these and other species. The goal will be to manage for heterogeneous landscapes that include variably-sized patches of (1) young, middle-aged, and old, closed-canopy forests growing in upper montane, northerly aspect, and valley bottom settings, (2) a similar diversity of open-canopy, fire-tolerant patches growing on ridgetops, southerly aspects, and lower montane settings, and (3) significant montane chaparral and grassland areas. Tools to achieve this goal include managed wildfire, prescribed burning, and variable density thinning at small to large scales. Specifics on "how much and where?" will vary according to physiographic, topographic and historical templates, and regulatory requirements, and be determined by means of a socio-ecological process.
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- 2016
46. Estimating historical forest density from land-survey data : a response to Baker and Williams (2018)
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Levine, Carrie R., Cogbill, Charles V., Collins, Brandon M., Larson, Andrew J., Lutz, James A., North, Malcolm P., Restaino, Christina M., Safford, Hugh D., Stephens, Scott L., and Battles, John J.
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- 2019
47. Is fire “for the birds”? How two rare species influence fire management across the US
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Stephens, Scott L, Kobziar, Leda N, Collins, Brandon M, Davis, Raymond, Fulé, Peter Z, Gaines, William, Ganey, Joseph, Guldin, James M, Hessburg, Paul F, Hiers, Kevin, Hoagland, Serra, Keane, John J, Masters, Ronald E, McKellar, Ann E, Montague, Warren, North, Malcolm, and Spies, Thomas A
- Published
- 2019
48. A Vegetation Mapping Strategy for Conifer Forests by Combining Airborne LiDAR Data and Aerial Imagery
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Su, Yanjun, Guo, Qinghua, Fry, Danny L, Collins, Brandon M, Kelly, Maggi, Flanagan, Jacob P, and Battles, John J
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Artificial Intelligence and Image Processing ,Geomatic Engineering ,Geological & Geomatics Engineering - Abstract
Accurate vegetation mapping is critical for natural resources management, ecological analysis, and hydrological modeling, among other tasks. Remotely sensed multispectral and hyperspectral imageries have proved to be valuable inputs to the vegetation mapping process, but they can provide only limited vegetation structure characteristics, which are critical for differentiating vegetation communities in compositionally homogeneous forests. Light detection and ranging (LiDAR) can accurately measure the forest vertical and horizontal structures and provide a great opportunity for solving this problem. This study introduces a strategy using both multispectral aerial imagery and LiDAR data to map vegetation composition and structure over large spatial scales. Our approach included the use of a Bayesian information criterion algorithm to determine the optimized number of vegetation groups within mixed conifer forests in two study areas in the Sierra Nevada, California, and an unsupervised classification technique and post hoc analysis to map these vegetation groups across both study areas. The results show that the proposed strategy can recognize four and seven vegetation groups at the two study areas, respectively. Each vegetation group has its unique vegetation structure characteristics or vegetation species composition. The overall accuracy and kappa coefficient of the vegetation mapping results are over 78% and 0.64 for both study sites. Résumé. La cartographie précise de la végétation est essentielle entre autres pour la gestion des ressources naturelles, l’analyse écologique, et la modélisation hydrologique. Les approches d’imagerie multispectrale et hyperspectrale par télédétection se sont avérées de précieuses contributions au processus de la cartographie de la végétation, mais elles ne peuvent fournir qu’un nombre limité de caractéristiques sur la structure de la végétation, qui sont essentielles pour différencier les communautés végétales dans les forêts de composition homogènes. La télédétection par laser «light detection and ranging» (LiDAR) peut mesurer avec précision les structures verticales et horizontales de la forêt, et fournit une formidable opportunité de résoudre ce problème. Cette étude présente une stratégie qui utilise à la fois l’imagerie multispectrale aérienne et des données LiDAR pour cartographier la composition et la structure de la végétation à grandes échelles spatiales. Notre approche comprenait l’utilisation d’un algorithme du critère d’information Bayésien pour déterminer le nombre optimal de groupes de végétation dans les forêts mixtes de conifères sur deux zones d’étude dans les Sierra Nevada, en Californie, ainsi qu’une technique de classification non supervisée et une analyse post hoc pour cartographier ces groupes de végétation dans les deux zones d’étude. Les résultats montrent que la stratégie proposée peut reconnaitre quatre et sept groupes de végétation dans les deux zones d’étude respectivement. Chaque groupe de végétation a des caractéristiques uniques de structure de la végétation ou de composition des espèces de la végétation. La précision globale et le coefficient kappa des résultats de la cartographie de la végétation sont de plus de 78% et 0,64 pour les deux sites d’étude.
- Published
- 2016
49. Management Impacts on Carbon Dynamics in a Sierra Nevada Mixed Conifer Forest.
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Dore, Sabina, Fry, Danny L, Collins, Brandon M, Vargas, Rodrigo, York, Robert A, and Stephens, Scott L
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Coniferophyta ,Carbon Dioxide ,Soil ,Fires ,Ecosystem ,Biomass ,Forestry ,California ,Carbon Cycle ,Forests ,General Science & Technology - Abstract
Forest ecosystems can act as sinks of carbon and thus mitigate anthropogenic carbon emissions. When forests are actively managed, treatments can alter forests carbon dynamics, reducing their sink strength and switching them from sinks to sources of carbon. These effects are generally characterized by fast temporal dynamics. Hence this study monitored for over a decade the impacts of management practices commonly used to reduce fire hazards on the carbon dynamics of mixed-conifer forests in the Sierra Nevada, California, USA. Soil CO2 efflux, carbon pools (i.e. soil carbon, litter, fine roots, tree biomass), and radial tree growth were compared among un-manipulated controls, prescribed fire, thinning, thinning followed by fire, and two clear-cut harvested sites. Soil CO2 efflux was reduced by both fire and harvesting (ca. 15%). Soil carbon content (upper 15 cm) was not significantly changed by harvest or fire treatments. Fine root biomass was reduced by clear-cut harvest (60-70%) but not by fire, and the litter layer was reduced 80% by clear-cut harvest and 40% by fire. Thinning effects on tree growth and biomass were concentrated in the first year after treatments, whereas fire effects persisted over the seven-year post-treatment period. Over this period, tree radial growth was increased (25%) by thinning and reduced (12%) by fire. After seven years, tree biomass returned to pre-treatment levels in both fire and thinning treatments; however, biomass and productivity decreased 30%-40% compared to controls when thinning was combined with fire. The clear-cut treatment had the strongest impact, reducing ecosystem carbon stocks and delaying the capacity for carbon uptake. We conclude that post-treatment carbon dynamics and ecosystem recovery time varied with intensity and type of treatments. Consequently, management practices can be selected to minimize ecosystem carbon losses while increasing future carbon uptake, resilience to high severity fire, and climate related stresses.
- Published
- 2016
50. SoK: Game-Theoretic Cybersecurity: Assumptions, Models, Gaps, and Bridges
- Author
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Collins, Brandon, Xu, Shouhuai, Brown, Philip N., Collins, Brandon, Xu, Shouhuai, and Brown, Philip N.
- Abstract
The discipline of game theory was introduced in the context of economics, and has been applied to study cyber attacker and defender behaviors. While adaptions have been made to accommodate features in the cyber domain, these studies are inherently limited by the root of game theory in economic systems where players (i.e., agents) may be selfish but not malicious. In this SoK, we systematize the major cybersecurity problems that have been studied with the game-theoretic approach, the assumptions that have been made, the models and solution concepts that have been proposed. The systematization leads to a characterization of the technical gaps that must be addressed in order to make game-theoretic cybersecurity models truly useful. We explore bridges to address them., Comment: 21 pages, Finished October 17th, 2023
- Published
- 2024
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