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Identifying dominant environmental predictors of freshwater wetland methane fluxes across diurnal to seasonal time scales

Journal Article · · Global Change Biology
DOI:https://doi.org/10.1111/gcb.15661· OSTI ID:1844532
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  1. Univ. of British Columbia, Vancouver, BC (Canada)
  2. US Geological Survey, Jamestown, ND (United States). Northern Prairie Wildlife Research Center
  3. Stanford Univ., CA (United States)
  4. Rutgers Univ. Newark, New Brunswick, NJ (United States)
  5. National Ecological Observatory Network, Battelle, Boulder, CO (United States)
  6. Osaka Prefecture University, Sakai (Japan)
  7. Univ. of California, Berkeley, CA (United States)
  8. Univ. of Wisconsin, Madison, WI (United States)
  9. Univ. of Alaska, Fairbanks, AK (United States)
  10. US Geological Survey, Moffett Field, CA (United States). Western Geographic Science Center
  11. Univ. of Helsinki (Finland); Finnish Meteorological Inst. (FMI), Helsinki (Finland)
  12. Sarawak Tropical Peat Research Institute (Malaysia)
  13. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
  14. Univ. of Arkansas, Fayetteville, AR (United States)
  15. Univ. of Delaware, Newark, DE (United States)
  16. Finnish Meteorological Inst. (FMI), Helsinki (Finland)
  17. Max Planck Institute for Biogeochemistry, Jena (Germany)
  18. Environment and Climate Change Canada, Victoria, BC (Canada)
  19. Univ. of Montreal, QC (Canada)
  20. Univ. of Helsinki (Finland); Yugra State University, Khanty-Mansiysk (Russia)
  21. US Geological Survey, Lafayette, LA (United States). Wetland and Aquatic Research Center
  22. Univ. of Maryland, College Park, MD (United States)
  23. Stanford Univ., CA (United States); University of Santiago (Chile)
  24. Natural Resources Institute Finland (LUKE), Helsinki (Finland)
  25. The Ohio State Univ., Columbus, OH (United States)
  26. Univ. of Waikato, Hamilton (New Zealand)
  27. Michigan State Univ., East Lansing, MI (United States)
  28. Universidade de Cuiaba (Brazil)
  29. GFZ German Research Centre for Geosciences, Potsdam (Germany)
  30. Hokkaido University, Sapporo (Japan)
  31. Shinshu Univ., Matsumoto, Nagano (Japan)
  32. Univ. of Rostock (Germany)
  33. National Center for Agro Meteorology, Seoul (South Korea)
  34. Univ. of Helsinki (Finland)
  35. Swedish Univ. of Agricultural Sciences (SLU), Umea (Sweden)
  36. National Agriculture and Food Research Organization, Tsukuba (Japan)
  37. Seoul National Univ. (Korea, Republic of)
  38. Kyoto Univ. (Japan)
  39. Cornell Univ., Ithaca, NY (United States)
  40. Univ. of Eastern Finland, Joesnuu (Finland)
  41. California State University, San Marcos CA (United States)
  42. US Geological Survey, Menlo Park, CA (United States)
  43. NASA Goddard Space Flight Center (GSFC), Greenbelt, MD (United States)

While wetlands are the largest natural source of methane (CH4 ) to the atmosphere, they represent a large source of uncertainty in the global CH4 budget due to the complex biogeochemical controls on CH4 dynamics. Here we present, to our knowledge, the first multi-site synthesis of how predictors of CH4 fluxes (FCH4) in freshwater wetlands vary across wetland types at diel, multiday (synoptic), and seasonal time scales. In this work we used several statistical approaches (correlation analysis, generalized additive modeling, mutual information, and random forests) in a wavelet-based multi-resolution framework to assess the importance of environmental predictors, nonlinearities and lags on FCH4 across 23 eddy covariance sites. Seasonally, soil and air temperature were dominant predictors of FCH4 at sites with smaller seasonal variation in water table depth (WTD). In contrast, WTD was the dominant predictor for wetlands with smaller variations in temperature (e.g., seasonal tropical/subtropical wetlands). Changes in seasonal FCH4 lagged fluctuations in WTD by ~17 ± 11 days, and lagged air and soil temperature by median values of 8 ± 16 and 5 ± 15 days, respectively. Temperature and WTD were also dominant predictors at the multiday scale. Atmospheric pressure (PA) was another important multiday scale predictor for peat-dominated sites, with drops in PA coinciding with synchronous releases of CH4. At the diel scale, synchronous relationships with latent heat flux and vapor pressure deficit suggest that physical processes controlling evaporation and boundary layer mixing exert similar controls on CH4 volatilization, and suggest the influence of pressurized ventilation in aerenchymatous vegetation. In addition, 1- to 4-h lagged relationships with ecosystem photosynthesis indicate recent carbon substrates, such as root exudates, may also control FCH4. By addressing issues of scale, asynchrony, and nonlinearity, this work improves understanding of the predictors and timing of wetland FCH4 that can inform future studies and models, and help constrain wetland CH4 emissions.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER); National Science Foundation (NSF); Arctic Challenge for Sustainability II (ArCS II); Japan Society for the Promotion of Science (JSPS); National Research Foundation of Korea (NRF); California Department of Fish and Wildlife; USDA; National Institute of Food and Agriculture (NIFA); Canada Research Chairs Program; Canada Foundation for Innovation (CFI); Natural Sciences and Engineering Research Council of Canada (NSERC); National Aeronautics and Space Administration (NASA); Ohio Department of Natural Resources; Academy of Finland; Swedish Research Council for Environment, Agricultural Sciences and Spatial Planning; Kempe Foundation; German Federal Ministry of Food and Agriculture (BMEL); European Union’s Horizon 2020; USGS; Svenska Forskningsrådet Formas
Grant/Contract Number:
AC02-05CH11231; SC0021067
OSTI ID:
1844532
Alternate ID(s):
OSTI ID: 1785295
Journal Information:
Global Change Biology, Journal Name: Global Change Biology Journal Issue: 15 Vol. 27; ISSN 1354-1013
Publisher:
WileyCopyright Statement
Country of Publication:
United States
Language:
English

References (121)

FLUXNET-CH4 US-Tw1 Twitchell Wetland West Pond dataset January 2020
Net ecosystem methane and carbon dioxide exchanges in a Lake Erie coastal marsh and a nearby cropland: CH4 and CO2 fluxes in a freshwater marsh journal May 2014
An information theoretic alternative to model a natural system using observational information alone: Partial Information and Partial Weight journal January 2014
Carbon dioxide fluxes of an urban tidal marsh in the Hudson-Raritan estuary: Carbon dioxide fluxes of an wetland journal November 2014
Environmental drivers of methane fluxes from an urban temperate wetland park journal November 2014
Overriding control of methane flux temporal variability by water table dynamics in a Southern Hemisphere, raised bog: Methane fluxes from a S.H. bog journal May 2015
Regulation of methane production, oxidation, and emission by vascular plants and bryophytes in ponds of the northeast Siberian polygonal tundra journal December 2015
Identifying scale-emergent, nonlinear, asynchronous processes of wetland methane exchange: IDENTIFYING METHANE EXCHANGE PROCESSES journal January 2016
Biophysical controls on interannual variability in ecosystem-scale CO 2 and CH 4 exchange in a California rice paddy : INTERANNUAL VARIABILITY RICE CH journal March 2016
Radiative forcing of carbon dioxide, methane, and nitrous oxide: A significant revision of the methane radiative forcing: Greenhouse Gas Radiative Forcing journal December 2016
Evaluation of a hierarchy of models reveals importance of substrate limitation for predicting carbon dioxide and methane exchange in restored wetlands: Model for Wetland Greenhouse Gas Fluxes journal January 2017
Methane emission through ebullition from an estuarine mudflat: 2. Field observations and modeling of occurrence probability: EBULLITION FROM AN ESTUARINE MUDFLAT journal August 2017
Evaluating the Classical Versus an Emerging Conceptual Model of Peatland Methane Dynamics: Peatland Methane Dynamics journal September 2017
Comparing methane ebullition variability across space and time in a Brazilian reservoir journal January 2020
Plant‐mediated methane transport in emergent and floating‐leaved species of a temperate freshwater mineral‐soil wetland journal June 2020
Principal component analysis: Principal component analysis journal June 2010
Annual methane emission from Finnish mires estimated from eddy covariance campaign measurements journal September 2001
Multi-scale temporal variation of methane flux and its controls in a subtropical tidal salt marsh in eastern China journal January 2018
Wetland flux controls: how does interacting water table levels and temperature influence carbon dioxide and methane fluxes in northern Wisconsin? journal December 2017
Evaluation of Density Corrections to Methane Fluxes Measured by Open-Path Eddy Covariance over Contrasting Landscapes journal June 2017
Diurnal Patterns of Methane Flux from a Seasonal Wetland: Mechanisms and Methodology journal May 2018
Methane Dynamics in Northern Peatlands: A Review journal August 2009
Greenhouse gas (CO2, CH4, H2O) fluxes from drained and flooded agricultural peatlands in the Sacramento-San Joaquin Delta journal March 2012
Carbon exchange in a freshwater marsh in the Sanjiang Plain, northeastern China journal August 2011
Landscape-level terrestrial methane flux observed from a very tall tower journal February 2015
Controls for multi-scale temporal variation in ecosystem methane exchange during the growing season of a permanently inundated fen journal May 2015
Environmental and biological controls on CH 4 exchange over an evergreen Mediterranean forest journal October 2016
Environmental controls on methane fluxes in a cool temperate bog journal February 2020
Spectral evidence for substrate availability rather than environmental control of methane emissions from a coastal forested wetland journal September 2020
Summer methane fluxes from a boreal bog in northern Quebec, Canada, using eddy covariance measurements journal December 2013
Spatial and temporal heterogeneity of geochemical controls on carbon cycling in a tidal salt marsh journal August 2020
Variable selection using random forests journal October 2010
Ebullition dominates methane fluxes from the water surface across different ecohydrological patches in a temperate freshwater marsh at the end of the growing season journal May 2021
Methane Emission Reductions from the Alternate Wetting and Drying of Rice Fields Detected Using the Eddy Covariance Method journal December 2018
Methane emission from tidal freshwater marshes journal January 2000
Random Forests journal January 2001
Controls on CH 4 emissions from a northern peatland journal March 1999
Factors controlling large scale variations in methane emissions from wetlands: METHANE EMISSIONS FROM WETLANDS journal April 2003
Ebullition of methane from peat with falling atmospheric pressure journal January 2005
Falling atmospheric pressure as a trigger for methane ebullition from peatland: METHANE EBULLITION AND AIR PRESSURE journal April 2007
Ecohydrologic process networks: 1. Identification: ECOHYDROLOGIC PROCESS NETWORKS, 1 journal March 2009
Causality across rainfall time scales revealed by continuous wavelet transforms journal January 2010
Gross ecosystem photosynthesis causes a diurnal pattern in methane emission from rice: GEP CAUSES DIURNAL CH journal March 2012
Temporal Variation of Ecosystem Scale Methane Emission From a Boreal Fen in Relation to Temperature, Water Table Position, and Carbon Dioxide Fluxes journal July 2018
Advances in the Eddy Covariance Approach to CH 4 Monitoring Over Two and a Half Decades journal March 2019
Diel and Seasonal Dynamics of Ecosystem‐Scale Methane Flux and Their Determinants in an Alpine Meadow journal June 2019
Methane Production Pathway Regulated Proximally by Substrate Availability and Distally by Temperature in a High‐Latitude Mire Complex journal October 2019
Thaw Transitions and Redox Conditions Drive Methane Oxidation in a Permafrost Peatland journal March 2020
Carbon Dioxide and Methane Emissions From A Temperate Salt Marsh Tidal Creek journal August 2020
Vegetation Affects Timing and Location of Wetland Methane Emissions journal September 2020
Ecological controls on methane emissions from a Northern Peatland Complex in the zone of discontinuous permafrost, Manitoba, Canada journal December 1995
Methane emission from rice: Stable isotopes, diurnal variations, and CO 2 exchange journal March 1997
Diffusive flux of methane from warm wetlands journal December 1988
Air pressure and methane fluxes journal October 1990
Methane fluxes show consistent temperature dependence across microbial to ecosystem scales journal March 2014
Substantial hysteresis in emergent temperature sensitivity of global wetland CH4 emissions journal April 2021
Terrestrial Vegetation Drives Methane Production in the Sediments of two German Reservoirs journal November 2019
Cold season emissions dominate the Arctic tundra methane budget journal December 2015
Part mutual information for quantifying direct associations in networks journal April 2016
Causality and Persistence in Ecological Systems: A Nonparametric Spectral Granger Causality Approach journal April 2012
Carbon dioxide and methane exchange at a cool-temperate freshwater marsh journal June 2015
Increasing anthropogenic methane emissions arise equally from agricultural and fossil fuel sources journal July 2020
Methane emission from natural wetlands: interplay between emergent macrophytes and soil microbial processes. A mini-review journal August 2009
Uncertainty in eddy covariance measurements and its application to physiological models journal July 2005
The impact of occasional drought periods on vegetation spread and greenhouse gas exchange in rewetted fens journal September 2020
Independent coordinates for strange attractors from mutual information journal February 1986
Measuring Information Transfer journal July 2000
Partial Mutual Information for Coupling Analysis of Multivariate Time Series journal November 2007
Environmental and physical controls on northern terrestrial methane emissions across permafrost zones journal November 2012
Methane emissions from wetlands: biogeochemical, microbial, and modeling perspectives from local to global scales journal February 2013
A synthesis of methane emissions from 71 northern, temperate, and subtropical wetlands journal April 2014
Measuring fluxes of trace gases and energy between ecosystems and the atmosphere - the state and future of the eddy covariance method journal June 2014
Plants, microorganisms, and soil temperatures contribute to a decrease in methane fluxes on a drained Arctic floodplain journal November 2016
Effects of seasonality, transport pathway, and spatial structure on greenhouse gas fluxes in a restored wetland journal January 2017
Nongrowing season methane emissions-a significant component of annual emissions across northern ecosystems journal April 2018
Gap‐filling approaches for eddy covariance methane fluxes: A comparison of three machine learning algorithms and a traditional method with principal component analysis journal October 2019
Refining the role of phenology in regulating gross ecosystem productivity across European peatlands journal December 2019
The influence of temperature and water table position on carbon dioxide and methane emissions from laboratory columns of peatland soils journal December 1993
Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models: Estimation of Semiparametric Generalized Linear Models journal September 2010
FLUXNET-CH 4 Synthesis Activity: Objectives, Observations, and Future Directions journal July 2019
Bias in random forest variable importance measures: Illustrations, sources and a solution journal January 2007
Conditional variable importance for random forests journal July 2008
Standardisation of eddy-covariance flux measurements of methane and nitrous oxide journal December 2018
Terrestrial Ecoregions of the World: A New Map of Life on Earth journal January 2001
FLUXNET-CH4 BR-Npw Northern Pantanal Wetland
  • Vourlitis, George; Dalmagro, Higo; De S. Nogueira, Jose
  • FluxNet; California State University, San Marcos; Universidade de Cuiabá; Universidade Federal de Mato Grosso; University of British Columbia https://doi.org/10.18140/flx/1669368
dataset January 2020
FLUXNET-CH4 CA-SCB Scotty Creek Bog dataset January 2020
FLUXNET-CH4 DE-Hte Huetelmoor dataset January 2020
FLUXNET-CH4 DE-Zrk Zarnekow dataset January 2020
FLUXNET-CH4 FI-Lom Lompolojankka dataset January 2020
FLUXNET-CH4 FI-Si2 Siikaneva-2 Bog dataset January 2020
FLUXNET-CH4 FI-Sii Siikaneva dataset January 2020
FLUXNET-CH4 ID-Pag Palangkaraya undrained forest
  • Sakabe, Ayaka; Itoh, Masayuki; Hirano, Takashi
  • FluxNet; Hokkaido University; Kyoto University; University of Hyogo; University of Palangkaraya https://doi.org/10.18140/flx/1669643
dataset January 2020
FLUXNET-CH4 JP-BBY Bibai bog dataset January 2020
FLUXNET-CH4 JP-Mse Mase rice paddy field dataset January 2020
FLUXNET-CH4 KR-CRK Cheorwon Rice paddy dataset January 2020
FLUXNET-CH4 MY-MLM Maludam National Park dataset January 2020
FLUXNET-CH4 NZ-Kop Kopuatai dataset January 2020
FLUXNET-CH4 SE-Deg Degero dataset January 2020
FLUXNET-CH4 US-Los Lost Creek dataset January 2020
FLUXNET-CH4 US-MAC MacArthur Agro-Ecology dataset January 2020
FLUXNET-CH4 US-Myb Mayberry Wetland dataset January 2020
FLUXNET-CH4 US-OWC Old Woman Creek dataset January 2020
FLUXNET-CH4 US-Tw4 Twitchell East End Wetland dataset January 2020
FLUXNET-CH4 US-Twt Twitchell Island dataset January 2020
FLUXNET-CH4 US-Uaf University of Alaska, Fairbanks dataset January 2020
FLUXNET-CH4 US-WPT Winous Point North Marsh dataset January 2020
ranger : A Fast Implementation of Random Forests for High Dimensional Data in C++ and R journal January 2017
RESPONSE OF CO 2 AND CH 4 EMISSIONS FROM PEATLANDS TO WARMING AND WATER TABLE MANIPULATION journal April 2001
The Influence of Water Table Levels on Methane and Carbon Dioxide Emissions from Peatland Soils journal February 1989
Gas transport from methane-saturated, tidal freshwater and wetland sediments: Gas transport from sediments journal July 1989
Trapped methane volume and potential effects on methane ebullition in a northern peatland journal November 1996
Characterisation of short-term extreme methane fluxes related to non-turbulent mixing above an Arctic permafrost ecosystem journal January 2019
Shifting environmental controls on CH4 fluxes in a sub-boreal peatland journal January 2013
Environmental correlates of peatland carbon fluxes in a thawing landscape: do transitional thaw stages matter? journal January 2015
Methane dynamics in the subarctic tundra: combining stable isotope analyses, plot- and ecosystem-scale flux measurements journal January 2016
Year-round CH 4 and CO 2 flux dynamics in two contrasting freshwater ecosystems of the subarctic journal January 2017
Predominance of methanogens over methanotrophs in rewetted fens characterized by high methane emissions journal January 2018
Interpreting eddy covariance data from heterogeneous Siberian tundra: land-cover-specific methane fluxes and spatial representativeness journal January 2019
Effects of soil rewetting and thawing on soil gas fluxes: a review of current literature and suggestions for future research journal January 2012
Monthly gridded data product of northern wetland methane emissions based on upscaling eddy covariance observations journal January 2019
The Global Methane Budget 2000–2017 journal January 2020

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