Forest Management Commons^™

Aboveground Biomass Density Estimation Using Deep Learning: Insight From Neon Ground-Truth Data And Simulated Gedi Waveform, Ashish Mahaur

Dissertations, Master's Theses and Master's Reports

Accurately estimating Aboveground Biomass Density (AGBD) is crucial for managing Earth's carbon cycle and informing climate strategies. NASA's GEDI mission advances global forest mapping, but traditional linear models often yield less reliable AGBD estimates. This study enhances AGBD estimation using deep learning models with NEON ground-truth data and simulated GEDI waveforms. We compared 1D CNNs, LSTMs, and pre-trained CNNs to traditional models. The ResNet152 model outperformed linear regression, achieving an R² of 0.68, demonstrating a 17% improvement. Our experiments also demonstrate the importance of large, diverse datasets, particularly for training deep learning models.

Validation And Improvement Of Forest Health Risk Maps: A Case Study With Maple Decline/Dieback, Joseph R. Beeson

Dissertations, Master's Theses and Master's Reports

Forest health data collected in a two-phased survey of maple dieback was used to build on previous work, extending analysis into mapping implications. Using the National Insect and Disease Risk Maps (NIDRM) published by the US Forest Service as a baseline, we compared our collected data from 2009-2012 and 2021-2022 with the published 240m resolution sugar maple decline risk map, finding the NIDRM map to be a poor predictor of sugar maple dieback measured at the plots. Measured sugar maple crown dieback was also compared to measured soil characteristics and nutrient levels, and augmented with soil survey maps and long-term …

Hydrologic Pathways Of A Northern Hardwood Catchment In The Great Lakes Basin Using End Member Mixing Analysis, Cory C. Burkwald

Dissertations, Master's Theses and Master's Reports

This study investigated the seasonality of hydrologic pathways, the role of wetlands in streamflow generation, and how hydrologic pathways affect the export of nutrients by streamflow in the Sturgeon River using endmember mixing analysis. The results indicated that streamflow consists of three main components: shallow subsurface water from wetland soils, shallow groundwater, and surface runoff from precipitation. Snowmelt plays a dominating role in regulating stream water chemistry (~80% volume at peak) during the snowmelt season and likely also after that. Wetland soils store snowmelt, together with rainwater though the fraction is unknown, and then gradually release through summer in the …

Movement Behavior And Metapopulation Connectivity Of Stream Salamanders In Response To Disturbance Events, Kathryn M. Greene

Theses and Dissertations--Biology

Metapopulations are shaped by the dispersal between populations in a landscape. Disturbance events can disrupt this connectivity resulting in local population extinction. For my dissertation, I used a combination of empirical and theoretical techniques to examine dispersal in response to disturbance and assessed it’s population-level consequences. My research used capture-mark-recapture sampling techniques to evaluate stream salamander movement in response to (1) a supraseasonal drought and (2) mountaintop-removal-mining (MTR) and valley-filling (VF) and (3) agent-based simulation modeling to evaluate population extinction risk in response to varying dispersal and mortality rates.

First, I evaluated the effects of a supraseasonal drought, a severe …

Automatic Detection Of Birds In Images Acquired With Remotely Piloted Aircraft For Managing Wildlife Strikes To Civil Aircraft, Maurycio Rodrigues Oviedo, Flavio A. C. Mendonca Ph.D., Jose Cabrera, Cole A. Mcnall, Raymond Ayres, Ricardo Luís Barbosa, Rodrigo Gallis

International Journal of Aviation, Aeronautics, and Aerospace

Wildlife strikes represent a significant threat to aviation safety and economics, as evidenced by notable incidents such as the emergency landing of US Airways Flight 1549 in 2009. The Federal Aviation Administration (FAA) acknowledges this growing concern, as evidenced by its report on Wildlife Strikes to Civil Aircraft in the United States from 1990 to 2019.To address the need for improved risk management, airports conduct Wildlife Hazard Assessments (WHA), a laborious process typically relying on visual identification by Qualified Airport Wildlife Biologists (QAWB). However, technological advancements, such as Remotely Piloted Aircraft (RPA) and machine learning (ML), offer promising solutions to …

Investigation Of The Ecological Interactions And Host Specificity Of Verticillium Nonalfalfae, A Proposed Biological Control Agent Against The Invasive Tree-Of-Heaven (Ailanthus Altissima), Kristen H. Pierce

Graduate Theses, Dissertations, and Problem Reports (ETD)

Tree-of-heaven (Ailanthus altissima) is a highly invasive tree species with a cosmopolitan distribution, including an expansive range in North America. In the U.S., tree-of-heaven has established populations in more than 40 states and is considered among the most notorious of invasive plant species. The discovery of Verticillium nonalfalfae and V. dahliae causing acute wilt and mortality of Ailanthus in the mid-Atlantic in the 2000s has resulted in numerous studies evaluating the utility of these fungi as potential biocontrol agents. Recent efforts to commercialize V. nonalfalfae have raised additional questions about its widespread use and factors influencing long-term efficacy. …

Important Factors Contributing To The Burn Severity Of The 2021 Wooroloo Bushfire, Jarrad Mckercher, Eddie Van Etten, David Blake

Research Datasets

Increases in consecutive days that meteorological, climatic and biophysical variables combine to influence fire is projecting an increase in fire size and intensity. This prompts investigation into the severity of recent fires to gain a better understanding of the factors that influence fire severity. Using a highly accurate spectral index, a geospatial analysis was undertaken to identify key variables that control the variability in fire severity of the 2021 Wooroloo Bushfire. Random Forest regression and General Additive Model (GAM) were utilised to determine variable importance in modelling fire severity and to create parsimonious models. Elevation and the Soil Dryness Index …

Integrating Western Science And Indigenous Knowledge For Just Practices In Conservation, Cierra Lea Keith

Graduate Student Theses, Dissertations, & Professional Papers

No abstract provided.

Longevity Of Prescribed Fire Effectiveness In Mixed-Evergreen Forests Of The Klamath Mountains, Kaily M. Fineran

Cal Poly Humboldt theses and projects

Prescribed fire is a common management tool used across the western United States to create wildfire-resilient ecosystems and communities. The Klamath Mountains of northern California, USA has experienced numerous, large wildfires in recent years. This is due in part to a combination of highly flammable fuels, uncharacteristic weather events, and high fuel accumulations as a result of fire exclusion and forest management practices. Within the last decade, local land management organizations and the Karuk Tribe have begun re-introducing prescribed fire in low elevation, mixed evergreen forests. While the long-term effects of fuel treatments are not well-known, these efforts provided a …

Suledo Community-Based Forest Reserve: A Contested Terrain Between Peasants And Pastoralists In Kiteto District, 1990–2016, Juma Marmo

Journal of Humanities and Social Sciences

This paper examines how the establishment of the SULEDO community forest reserve caused land use conflicts between peasants and pastoralists in Kiteto District from 1990 to 2016. The peasants complained that the government had deliberately made it possible for pastoralists to get more benefits from the reserve since they were allowed to graze their livestock in the reserve, which took large parts of their former agricultural land. Conversely, the grabbing of land by peasants in the forest reserve caused complaints from the pastoralists who claimed that the peasants were grabbing their grazing land in the reserve. Using archival sources, fieldwork …

Smokejumper Obituary: Cordova, Horace M. (Idaho City 1961), National Smokejumper Association

Smokejumper Obituaries

No abstract provided.

Smokejumper Obituary: Hearn, Bernard Carter (Grangeville 1952), National Smokejumper Association

Smokejumper Obituaries

No abstract provided.

Smokejumper Obituary: Mcdonald, Joseph Franklin "Joe" (West Yellowstone 1951), National Smokejumper Association

Smokejumper Obituaries

No abstract provided.

Smokejumper Obituary: Simons, Charles Richard (Missoula 1952), National Smokejumper Association

Smokejumper Obituaries

No abstract provided.

Reclaiming Sacred Homelands: Asserting Treaty Rights And The Path Towards Restoration Of The Badger-Two Medicine, Sarah Greenberg

American Indian Law Journal

“In order for law to have an influence in the lives of ordinary people, it must have something to do with the emotional feelings of justice, it must speak to our basic humanity, and it must give us common sense directions as to what behavior and beliefs are right and wrong"

Smokejumper Obituary: Graves, Thomas Harry "Tom" (North Cascades 1949), National Smokejumper Association

Smokejumper Obituaries

No abstract provided.

Smokejumper Obituary: Sando, Rodney Wayne (Missoula 1965), National Smokejumper Association

Smokejumper Obituaries

No abstract provided.

Insights Into The Challenges Posed By Climate Change And Land Competition To Brazil’S Midwest Pulpwood Market, Roberto Hajime Sant Anna Kimura

Theses and Dissertations

I investigated the effect of climate change in one of the few expanding markets in the world in Brazil. In the last decades the demand for pulpwood increased from zero to 11 million tons, leading to an expansion of 700 thousand hectares of Eucalyptus plantation. In 2024, a new mill will start operating increasing the consumption of wood fiber by 8.2 million tons (+49%). I used mathematical programming to investigate how different scenarios of productivity and land will affect the market. My results showed that around 946,000 hectares (+124%) of additional timberland will be necessary in the upcoming decades. The …

Heirs' Property Disputes On Forestlands, Partition Actions, And The Determinants Of Court Verdicts, Mahesh Prasad Tiwari

Theses and Dissertations

Heirs' property is generated through the intergenerational transfer of a property to several co-owners when the original owner dies without a will. Such co-owners hold undivided fractional interest in the entire land but lack a clear title. Co-owners face several legal, financial, and technical constraints to manage the forestlands and often seek partition of the land. However, the legal environment and empirical assessment of partition actions on forestlands owned as heirs' property has not been examined. This thesis evaluates statutory laws relevant to forestland partition and the factors instrumental in adjudicating partition lawsuits. The findings reveal that partition lawsuits are …

Logging In The Southeastern Us: Facing Challenges, Finding Opportunities, Shubhechchha Khadka

All Theses

The logging businesses, a crucial component of the wood supply chain, face shifting dynamics with various challenges and opportunities. Focusing on North and South Carolina, this study analyzes surveys and interviews to explore the logging business challenges and pathways to sustainable growth in the Southeastern United States.

In South Carolina, our findings indicate a shift towards more medium-sized businesses with a decrease in small and large logger, the entry of some younger loggers in the industry, and a notable rise in educational qualifications among loggers. Simultaneously, there is a decrease in the intergenerational transfer of logging businesses, coupled with escalated …