Gap-filling eddy covariance methane fluxes: Comparison of machine learning model predictions and uncertainties at FLUXNET-CH4 wetlands
Published 2021 View Full Article
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Title
Gap-filling eddy covariance methane fluxes: Comparison of machine learning model predictions and uncertainties at FLUXNET-CH4 wetlands
Authors
Keywords
Machine learning, time series, imputation, gap-filling, methane, flux, wetlands
Journal
AGRICULTURAL AND FOREST METEOROLOGY
Volume 308-309, Issue -, Pages 108528
Publisher
Elsevier BV
Online
2021-07-10
DOI
10.1016/j.agrformet.2021.108528
References
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Note: Only part of the references are listed.- Biophysical drivers of net ecosystem and methane exchange across phenological phases in a tidal salt marsh
- (2021) Alma Vázquez-Lule et al. AGRICULTURAL AND FOREST METEOROLOGY
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- Half of global methane emissions come from highly variable aquatic ecosystem sources
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- Substantial hysteresis in emergent temperature sensitivity of global wetland CH4 emissions
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- SciPy 1.0: fundamental algorithms for scientific computing in Python
- (2020) Pauli Virtanen et al. NATURE METHODS
- Prompt rewetting of drained peatlands reduces climate warming despite methane emissions
- (2020) Anke Günther et al. Nature Communications
- Partitioning net carbon dioxide fluxes into photosynthesis and respiration using neural networks
- (2020) Gianluca Tramontana et al. GLOBAL CHANGE BIOLOGY
- The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data
- (2020) Gilberto Pastorello et al. Scientific Data
- The impact of occasional drought periods on vegetation spread and greenhouse gas exchange in rewetted fens
- (2020) Franziska Koebsch et al. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES
- Environmental Controls of Diffusive and Ebullitive Methane Emissions at a Subdaily Time Scale in the Littoral Zone of a Midlatitude Shallow Lake
- (2020) T. Taoka et al. Journal of Geophysical Research-Biogeosciences
- A Perspective on Gaussian Processes for Earth Observation
- (2019) Gustau Camps-Valls et al. National Science Review
- Modelling random uncertainty of eddy covariance flux measurements
- (2019) Domenico Vitale et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- Widespread inhibition of daytime ecosystem respiration
- (2019) Trevor F. Keenan et al. Nature Ecology & Evolution
- Assessing the carbon and climate benefit of restoring degraded agricultural peat soils to managed wetlands
- (2019) Kyle S. Hemes et al. AGRICULTURAL AND FOREST METEOROLOGY
- FLUXNET-CH4 Synthesis Activity: Objectives, Observations, and Future Directions
- (2019) Sara H. Knox et al. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY
- Gap-filling approaches for eddy covariance methane fluxes: A comparison of three machine learning algorithms and a traditional method with principal component analysis
- (2019) Yeonuk Kim et al. GLOBAL CHANGE BIOLOGY
- Where old meets new: An ecosystem study of methanogenesis in a reflooded agricultural peatland
- (2019) Gavin McNicol et al. GLOBAL CHANGE BIOLOGY
- Environmental controls on methane fluxes in a cool temperate bog
- (2019) Masahito Ueyama et al. AGRICULTURAL AND FOREST METEOROLOGY
- Comparing ecosystem and soil respiration: Review and key challenges of tower-based and soil measurements
- (2018) Josep Barba et al. AGRICULTURAL AND FOREST METEOROLOGY
- Carbon biogeochemistry of a flooded Pantanal forest over three annual flood cycles
- (2018) Higo J. Dalmagro et al. BIOGEOCHEMISTRY
- Determining total emissions and environmental drivers of methane flux in a Lake Erie estuarine marsh
- (2018) A.C. Rey-Sanchez et al. ECOLOGICAL ENGINEERING
- Nongrowing season methane emissions-a significant component of annual emissions across northern ecosystems
- (2018) Claire C. Treat et al. GLOBAL CHANGE BIOLOGY
- Diurnal Patterns of Methane Flux from a Seasonal Wetland: Mechanisms and Methodology
- (2018) Sheel Bansal et al. WETLANDS
- Uncertainty in United States coastal wetland greenhouse gas inventorying
- (2018) James Holmquist et al. Environmental Research Letters
- Methane Emission Reductions from the Alternate Wetting and Drying of Rice Fields Detected Using the Eddy Covariance Method
- (2018) Benjamin R. K. Runkle et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Advances in the eddy covariance approach to CH4 monitoring over two and a half decades
- (2018) Timothy H. Morin Journal of Geophysical Research-Biogeosciences
- Evaluating the Classical Versus an Emerging Conceptual Model of Peatland Methane Dynamics
- (2017) Wendy H. Yang et al. GLOBAL BIOGEOCHEMICAL CYCLES
- Effects of seasonality, transport pathway, and spatial structure on greenhouse gas fluxes in a restored wetland
- (2017) Gavin McNicol et al. GLOBAL CHANGE BIOLOGY
- WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas
- (2017) Stephen E. Fick et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
- Determination of rice paddy parameters in the global gross primary production capacity estimation algorithm using 6 years of JP-MSE flux observation data
- (2017) Kanako Muramatsu et al. JOURNAL OF AGRICULTURAL METEOROLOGY
- Biophysical controls on interannual variability in ecosystem-scale CO2and CH4exchange in a California rice paddy
- (2016) Sara Helen Knox et al. Journal of Geophysical Research-Biogeosciences
- Identifying scale-emergent, nonlinear, asynchronous processes of wetland methane exchange
- (2016) Cove Sturtevant et al. Journal of Geophysical Research-Biogeosciences
- Moving Beyond Global Warming Potentials to Quantify the Climatic Role of Ecosystems
- (2015) Scott C. Neubauer et al. ECOSYSTEMS
- Overriding control of methane flux temporal variability by water table dynamics in a Southern Hemisphere, raised bog
- (2015) J. P. Goodrich et al. Journal of Geophysical Research-Biogeosciences
- A synthesis of methane emissions from 71 northern, temperate, and subtropical wetlands
- (2014) Merritt R. Turetsky et al. GLOBAL CHANGE BIOLOGY
- Methane fluxes show consistent temperature dependence across microbial to ecosystem scales
- (2014) Gabriel Yvon-Durocher et al. NATURE
- Probabilistic Forecasting
- (2014) Tilmann Gneiting et al. Annual Review of Statistics and Its Application
- Parsing the variability in CH4flux at a spatially heterogeneous wetland: Integrating multiple eddy covariance towers with high-resolution flux footprint analysis
- (2014) Jaclyn Hatala Matthes et al. Journal of Geophysical Research-Biogeosciences
- Environmental drivers of methane fluxes from an urban temperate wetland park
- (2014) T. H. Morin et al. Journal of Geophysical Research-Biogeosciences
- Random errors in carbon and water vapor fluxes assessed with Gaussian Processes
- (2013) Olaf Menzer et al. AGRICULTURAL AND FOREST METEOROLOGY
- Gross ecosystem photosynthesis causes a diurnal pattern in methane emission from rice
- (2012) Jaclyn A. Hatala et al. GEOPHYSICAL RESEARCH LETTERS
- Methane emissions from wetlands: biogeochemical, microbial, and modeling perspectives from local to global scales
- (2012) Scott D. Bridgham et al. GLOBAL CHANGE BIOLOGY
- A Multi-Year Record of Methane Flux at the Mer Bleue Bog, Southern Canada
- (2011) Tim R. Moore et al. ECOSYSTEMS
- Salinity Influence on Methane Emissions from Tidal Marshes
- (2011) Hanna J. Poffenbarger et al. WETLANDS
- A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms
- (2011) Joaquín Derrac et al. Swarm and Evolutionary Computation
- Methane emission from natural wetlands: interplay between emergent macrophytes and soil microbial processes. A mini-review
- (2009) Hendrikus J. Laanbroek ANNALS OF BOTANY
- Separation of net ecosystem exchange into assimilation and respiration using a light response curve approach: critical issues and global evaluation
- (2009) GITTA LASSLOP et al. GLOBAL CHANGE BIOLOGY
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