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Label-efficient learning in agriculture: A comprehensive review
The past decade has witnessed many great successes of machine learning (ML) and deep
learning (DL) applications in agricultural systems, including weed control, plant disease …
learning (DL) applications in agricultural systems, including weed control, plant disease …
Tracking vegetation phenology across diverse biomes using Version 2.0 of the PhenoCam Dataset
Monitoring vegetation phenology is critical for quantifying climate change impacts on
ecosystems. We present an extensive dataset of 1783 site-years of phenological data …
ecosystems. We present an extensive dataset of 1783 site-years of phenological data …
Consistent time allocation fraction to vegetation green-up versus senescence across northern ecosystems despite recent climate change
Extended growing season lengths under climatic warming suggest increased time for plant
growth. However, research has focused on climatic impacts to the timing or duration of …
growth. However, research has focused on climatic impacts to the timing or duration of …
Drivers of decadal carbon fluxes across temperate ecosystems
Long‐running eddy covariance flux towers provide insights into how the terrestrial carbon
cycle operates over multiple timescales. Here, we evaluated variation in net ecosystem …
cycle operates over multiple timescales. Here, we evaluated variation in net ecosystem …
Solar and sensor geometry, not vegetation response, drive satellite NDVI phenology in widespread ecosystems of the western United States
JR Norris, JJ Walker - Remote Sensing of Environment, 2020 - Elsevier
Satellite-derived phenology metrics are valuable tools for understanding broad-scale
patterns and changes in vegetated landscapes over time. However, the extraction and …
patterns and changes in vegetated landscapes over time. However, the extraction and …
Empirical dynamic modeling reveals complexity of methane fluxes in a temperate salt marsh
Methane dynamics within salt marshes are complex because vegetation types, temperature,
oscillating water levels, and changes in salinity and redox conditions influence CH4 …
oscillating water levels, and changes in salinity and redox conditions influence CH4 …
Thermal forcing versus chilling? Misspecification of temperature controls in spring phenology models
Background Climate‐change‐induced shifts in the timing of leaf emergence during spring
have been widely documented and have important ecological consequences. However …
have been widely documented and have important ecological consequences. However …
Seasonal variation in the canopy color of temperate evergreen conifer forests
Evergreen conifer forests are the most prevalent land cover type in North America. Seasonal
changes in the color of evergreen forest canopies have been documented with near‐surface …
changes in the color of evergreen forest canopies have been documented with near‐surface …
Carbon dioxide and methane emissions from a temperate salt marsh tidal creek
B Trifunovic, A Vázquez‐Lule… - Journal of …, 2020 - Wiley Online Library
Coastal salt marshes store large amounts of carbon but the magnitude and patterns of
greenhouse gas (GHG; ie, carbon dioxide (CO2) and methane (CH4)) fluxes are unclear …
greenhouse gas (GHG; ie, carbon dioxide (CO2) and methane (CH4)) fluxes are unclear …
Warming does not delay the start of autumnal leaf coloration but slows its progress rate
Aim Initiation of autumnal leaf senescence is crucial for plant overwintering and ecosystem
dynamics. Previous studies have focused on the advanced stages of autumnal leaf …
dynamics. Previous studies have focused on the advanced stages of autumnal leaf …