Label-efficient learning in agriculture: A comprehensive review

J Li, D Chen, X Qi, Z Li, Y Huang, D Morris… - … and Electronics in …, 2023 - Elsevier
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 …

Tracking vegetation phenology across diverse biomes using Version 2.0 of the PhenoCam Dataset

B Seyednasrollah, AM Young, K Hufkens, T Milliman… - Scientific data, 2019 - nature.com
Monitoring vegetation phenology is critical for quantifying climate change impacts on
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

F Meng, AJ Felton, J Mao, N Cong, WK Smith… - Science …, 2024 - science.org
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 …

Drivers of decadal carbon fluxes across temperate ecosystems

AR Desai, BA Murphy, S Wiesner… - Journal of …, 2022 - Wiley Online Library
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 …

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 …

Empirical dynamic modeling reveals complexity of methane fluxes in a temperate salt marsh

AC Hill, KVR Schäfer, I Forbrich… - Journal of Geophysical …, 2024 - Wiley Online Library
Methane dynamics within salt marshes are complex because vegetation types, temperature,
oscillating water levels, and changes in salinity and redox conditions influence CH4 …

Thermal forcing versus chilling? Misspecification of temperature controls in spring phenology models

X Gao, AD Richardson, MA Friedl… - Global Ecology and …, 2024 - Wiley Online Library
Background Climate‐change‐induced shifts in the timing of leaf emergence during spring
have been widely documented and have important ecological consequences. However …

Seasonal variation in the canopy color of temperate evergreen conifer forests

B Seyednasrollah, DR Bowling, R Cheng… - New …, 2021 - Wiley Online Library
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 …

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 …

Warming does not delay the start of autumnal leaf coloration but slows its progress rate

N Jiang, M Shen, P Ciais, M Campioli… - Global Ecology and …, 2022 - Wiley Online Library
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 …