[HTML][HTML] Artificial intelligence and soil carbon modeling demystified: power, potentials, and perils

S Grunwald - Carbon Footprints, 2022 - oaepublish.com
The global soil carbon pool has been estimated to exceed the amount of carbon stored in
the atmosphere and vegetation, though uncertainties to quantify below-ground carbon and …

[HTML][HTML] Climate smart forestry in the Southern United States

NT Shephard, L Narine, Y Peng, A Maggard - Forests, 2022 - mdpi.com
In the United States, Climate Smart Forestry (CSF) has quickly become a popular topic
within the academic, political, and industry realms, without substantial delineation of what …

Study becomes insight: Ecological learning from machine learning

Q Yu, W Ji, L Prihodko, CW Ross… - Methods in Ecology …, 2021 - Wiley Online Library
The ecological and environmental science communities have embraced machine learning
(ML) for empirical modelling and prediction. However, going beyond prediction to draw …

Regional ensemble modeling reduces uncertainty for digital soil map**

C Brungard, T Nauman, M Duniway, K Veblen… - Geoderma, 2021 - Elsevier
Recent country and continental-scale digital soil map** efforts have used a single model
to predict soil properties across large regions. However, different ecophysiographic regions …

Scaling of soil organic carbon in space and time in the Southern Coastal Plain, USA

R Sharma, MR Levi, MC Ricker, A Thompson… - Science of the Total …, 2024 - Elsevier
Soil organic carbon (SOC) is a dynamic soil property (DSP) that represents the largest
portion of terrestrial carbon. Its relevance to carbon sequestration and the potential effects of …

When does stratification of a subtropical soil spectral library improve predictions of soil organic carbon content?

JM Moura-Bueno, RSD Dalmolin… - Science of the Total …, 2020 - Elsevier
More accurate models for the prediction of soil organic carbon (SOC) by visible-near-
infrared (Vis-NIR) spectroscopy remains a challenging task, especially when the soil …

Environmental covariates improve the spectral predictions of organic carbon in subtropical soils in southern Brazil

JM Moura-Bueno, RSD Dalmolin, TZ Horst-Heinen… - Geoderma, 2021 - Elsevier
Including environmental covariates, when available, can be a valuable strategy for
achieving higher soil predictive performance, but it is still unknown whether environmental …

Regional assessment of carbon pool response to intensive silvicultural practices in loblolly pine plantations

JG Vogel, R Bracho, M Akers, R Amateis, A Bacon… - Forests, 2021 - mdpi.com
Tree plantations represent an important component of the global carbon (C) cycle and are
expected to increase in prevalence during the 21st century. We examined how silvicultural …

Soil depth as a driver of microbial and carbon dynamics in a planted forest (Pinus radiata) pumice soil

AK Byers, LG Garrett, C Armstrong, F Dean… - Soil, 2023 - soil.copernicus.org
Forest soils are fundamental in regulating the global carbon (C) cycle; their capacity to
accumulate large stores of C means they form a vital role in mitigating the effects of climate …

Globally relevant lessons from a long-term trial series testing universal hypothesis of the impacts of increasing biomass removal on site productivity and nutrient pools

LG Garrett, SJ Smaill, SL Addison… - Forest Ecology and …, 2021 - Elsevier
It is established that the long-term productivity of planted forests now and into the future
requires a consistent supply of nutrients from soil for sustained growth over multiple …