Publications
Understanding the synergies of deep learning and data fusion of multispectral and panchromatic high resolution commercial satellite imagery for automated ice-wedge polygon detection
Rapid transformation of tundra ecosystems from ice-wedge degradation
An object-based approach for mapping tundra ice-wedge polygon troughs from very high spatial resolution optical satellite imagery
Understanding the effects of optimal combination of spectral bands on deep learning model predictions: a case study based on permafrost tundra landform mapping using high resolution multispectral satellite imagery
Transferability of the deep learning mask R-CNN model for automated mapping of ice-wedge polygons in high-resolution satellite and UAV imagery
Presentations
Dissolved organic matter dynamics across a gradient of permafrost polygon degradation, northern Alaska
Assessment of nitrogen dynamics in soil, vegetation, and surface water across successional stages of ice-wedge degradation and stabilization in the tundra of northern Alaska
Landscape connectivity and dissolved organic matter in a degrading permafrost polygonal landscape
Soil characteristics and plant functional groups across successional stages of ice-wedge degradation and re-stabilization in the tundra of North America
Automated mapping of ice-wedge polygon troughs in the continuous permafrost zone using commercial satellite imagery
Landscape connectivity and dissolved organic matter in a degrading permafrost polygonal landscape
Soil and plant community characteristics across successional stages of ice-wedge degradation and re-stabilization in the tundra of northern Alaska
Effects of watershed position, landscape connectivity, and ice wedge degradation on dissolved organic matter dynamics at Prudhoe Bay, AK
Soil carbon and nitrogen, plant functional groups, and plant tissue nutrient content across successional stages of ice-wedge degradation and re-stabilization in the tundra of Prudhoe Bay, Alaska
Changes in plant functional group biomass and tissue nutrient content across stages of ice-wedge degradation and re-stabilization in the Arctic tundra of Jago River Reserve and Prudhoe Bay, Alaska
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