Publications
Filter Total Items: 543
Satellite embeddings for crop type classification: A comparative examination Satellite embeddings for crop type classification: A comparative examination
Embedding datasets encode complex relationships among multiple sources of Earth observation data into a compact format. Here, we evaluated the utility of a 10-m global Satellite Embedding product (SE) for classifying crop types in central California for the year 2020. We compared the classification accuracy of a random forest model based exclusively on the SE layer to an existing random...
Authors
Britt Windsor Smith, Jessica J. Walker, Christopher E. Soulard
Hyperspectral narrowband imaging spectroscopy: A new paradigm for Earth observation Hyperspectral narrowband imaging spectroscopy: A new paradigm for Earth observation
This editorial introduces the Special Issue entitled “Hyperspectral Narrowband Imaging Spectroscopy: A New Paradigm for Earth Observation” in the August 2026 issue of Photogrammetric Engineering & Remote Sensing (PE&RS), the flagship journal of the American Society for Photogrammetry and Remote Sensing (ASPRS). This volume represents the fourth dedicated hyperspectral special issue...
Authors
Prasad Thenkabail, Itiya Aneece, Pardasaradhi Teluguntla
Multi-temporal mapping and analyses of post-wildfire surface soil moisture modeled from Landsat Thermal-IR and Sentinel-1 SAR Multi-temporal mapping and analyses of post-wildfire surface soil moisture modeled from Landsat Thermal-IR and Sentinel-1 SAR
Wildfires alter surface soil moisture by consuming vegetation and exposing the soil to increased solar radiation, increased precipitation throughfall, and reduced infiltration from soil hydrophobicity. This can affect the water balance within the watershed and, in turn, influence post-fire nutrient cycling and ecosystem succession. Modeling surface soil moisture over large areas using...
Authors
Britt Windsor Smith, Miguel L. Villarreal, Christopher E. Soulard, Joshua W. von Nonn
Comparing DESIS hyperspectral and Landsat 10 simulated superspectral data for crop type classification in California's Central Valley Comparing DESIS hyperspectral and Landsat 10 simulated superspectral data for crop type classification in California's Central Valley
To advance crop type mapping in support of global food and water security, this study compared three spectral configurations: (A) the full 60-band DLR Earth Sensing Imaging Spectrometer (DESIS) hyperspectral narrowband (HNB) dataset, (B) a 14-band subset of DESIS-derived HNBs aligned with the planned Landsat 10 (formerly Landsat Next) spectral configuration (400–1000 nm), and (C) DESIS...
Authors
Itiya Aneece, Prasad Thenkabail, Pardhasaradhi Teluguntla, Adam Oliphant, Daniel Foley, Jake Dylan Lawton
Restoring dryland water cycles for precipitation feedback and climate stability; a review Restoring dryland water cycles for precipitation feedback and climate stability; a review
Drylands across the globe are experiencing intensifying water scarcity, land degradation, and hydroclimatic extremes. This review integrates evidence from multidecadal field studies, hydrologic monitoring, geomorphic and ecological assessments, remote sensing, and land–atmosphere science to evaluate how restoration influences key components of the terrestrial water cycle. Low-tech...
Authors
Laura M. Norman, Michael M. Pollock, Francina Dominguez, Michael A. Crimmins, David Lawrence, Michael Dettinger
Los Planes watershed vegetation monitoring: Standard operating procedures Los Planes watershed vegetation monitoring: Standard operating procedures
This is a description of survey procedures for short term vegetation monitoring at Natural Infrastructure in Dryland Stream (NIDS) structure sites and control sites a ranch in the Los Planes, La Paz, Baja California Sur. This study design was modified from USGS Short Term Vegetation Response Study (Wilson et al. 2021) with the goal to quantify changes in species abundance/cover...
Authors
Natalie R. Wilson
Initial condition uncertainty exerts a large and persistent influence on model simulations of ecosystem carbon dynamics in California Initial condition uncertainty exerts a large and persistent influence on model simulations of ecosystem carbon dynamics in California
Uncertainties in terrestrial ecosystem models limit their predictive power. Efforts to reduce projection error have rarely focused on constraining uncertainty in the initial state of the ecosystem, however, despite evidence that matching model initial conditions to real-world observations reduces overall model bias. Here we use an integrated land change and carbon gain-loss model to...
Authors
Paul C. Selmants, Benjamin M. Sleeter, Colin J. Daniel
Influence of modeling assumptions on pedestrian evacuation success for non-eruptive lahar hazards at Mount Rainier, Washington Influence of modeling assumptions on pedestrian evacuation success for non-eruptive lahar hazards at Mount Rainier, Washington
Previous efforts to characterize lahar threats posed to communities downstream of volcanoes have focused primarily on delineating hazard zones that lack information on lahar-arrival times and exposure estimates that implicitly treat threats to be the same regardless of distance from the volcano. Estimated lahar-arrival times, travel times for individuals to leave hazard zones, and...
Authors
Nathan J. Wood, Jeff Peters
Advances and applications of Unoccupied Aerial Systems (UAS) research in landscape ecology Advances and applications of Unoccupied Aerial Systems (UAS) research in landscape ecology
Landscape ecologists have long depended on satellite and aerial remote sensing to address questions about landscape pattern and process, structure, and change (Foody 2023). Unoccupied aerial systems/vehicles (UAS/UAV, a.k.a. drones) technology is becoming an increasingly popular research tool in environmental sciences allowing scientists to generate low-cost, high-quality, and high...
Authors
Miguel L. Villarreal, Tara B. Bishop, Temuulen Ts. Sankey, William K. Smith
Regreening, restoring, and reconnecting a southwestern wetland ecosystem – the Zeedyk wetland Regreening, restoring, and reconnecting a southwestern wetland ecosystem – the Zeedyk wetland
Alluvial wetland ecosystems are vital as biodiversity hotspots but are increasingly threatened by anthropogenic stressors and drought. These pressures are especially acute in arid and semi-arid regions, where eco-hydrologic connectivity is fragile and recovery is slow. This study quantifies the efficacy of nature-based solutions, particularly the ‘Zeedyk approach,’ which employs low-tech...
Authors
Roy E. Petrakis, Laura M. Norman, Maryann McGraw, Steve Carson, Craig Sponholtz, Cameron Weber, Bill D. Zeedyk
Satellite time series analysis to quantify changing climax ciénegas using a state and transition model approach Satellite time series analysis to quantify changing climax ciénegas using a state and transition model approach
Ciénegas are rare wetlands in arid landscapes of the North American Southwest, historically providing critical ecological and hydrological functions but increasingly threatened by changing climate and land use pressures. This study quantifies changes in ciénega condition and floodplain dynamics using a state-and-transition model (STM) informed by expert knowledge and remote sensing. Key...
Authors
Laura M. Norman, Roy E. Petrakis, Natalie R. Wilson, Barry R. Middleton, Miguel L. Villarreal, Michael Pollock, Thomas A. Minckley, Dean Hendrickson
Final project peport for “Mapping riparian vegetation response to climate change on the San Carlos Apache Reservation and Upper Gila River watershed to inform restoration priorities: 1935 to present – Phase 2: Focus on tamarisk vegetation” Final project peport for “Mapping riparian vegetation response to climate change on the San Carlos Apache Reservation and Upper Gila River watershed to inform restoration priorities: 1935 to present – Phase 2: Focus on tamarisk vegetation”
Riparian ecosystems play a critical role in supporting wildlife habitats, maintaining water quality, and sustaining ecological resilience in arid landscapes. In the Upper Gila River level-4 Hydrologic Unit Code (HUC-4; Identification Number – 1504) watershed of Arizona and New Mexico, and across areas of the San Carlos Apache Tribe of the San Carlos Apache Reservation (hereafter, Tribe...
Authors
Laura M. Norman, Cassie Moses