Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

ELM‐Wet: Inclusion of a Wet‐Landunit With Sub‐Grid Representation of Eco‐Hydrological Patches and Hydrological Forcing Improves Methane Emission Estimations in the E3SM Land Model (ELM)

Journal Article · · Journal of Advances in Modeling Earth Systems
DOI:https://doi.org/10.1029/2024MS004396· OSTI ID:2511346
 [1];  [1];  [1];  [1];  [1];  [2];  [3];  [4];  [4];  [4];  [5];  [6];  [6]
  1. Department of Civil Environmental and Geodetic Engineering Ohio State University Columbus OH USA
  2. Earth System Science Interdisciplinary Center University of Maryland College Park MD USA, Biospheric Sciences Laboratory NASA Goddard Space Flight Center Greenbelt MD USA
  3. U.S. Geological Survey Wetland and Aquatic Research Center Gainesville FL USA
  4. School of Geosciences University of Louisiana at Lafayette Lafayette LA USA
  5. Soil and Crop Sciences Colorado State University Fort Collins CO USA
  6. Climate and Ecosystem Sciences Division Lawrence Berkeley National Laboratory Berkeley CA USA

Abstract

Wetlands are the largest emitters of biogenic methane (CH 4 ) and represent the highest source of uncertainty in global CH 4 budgets. Here, we aim to improve the realism of wetland representation in the U.S. Department of Energy's Exascale Earth System Model land surface model, ELM, thereby reducing uncertainty of CH 4 flux predictions. We develop an updated version, ELM‐Wet, where we activate a separate landunit for wetlands that handles multiple wetland‐specific eco‐hydrological patch functional types. We introduce more realistic hydrological forcing through prescribing site‐level constraints on surface water elevation, which allows resolving different sustained inundation depth for different patches, and if data exists, prescribing inundation depth. We modified the calculation of aerenchyma transport diffusivity based on observed conductance per leaf area for different vegetation types. We use Bayesian Optimization to parameterize CO 2 and CH 4 fluxes in the developed wet‐landunit. Site‐level simulations of a coastal non‐tidal freshwater wetland in Louisiana were performed with the updated model. Eddy covariance observations of CO 2 and CH 4 fluxes from 2012 to 2013 were used to train the model and data from 2021 were used for validation. Patch‐specific chamber flux observations and observations of CH 4 concentration profiles in the soil porewater from 2021 were used for evaluation of the model performance. Our results show that ELM‐Wet reduces the model's CH 4 emission root mean squared error by up to 33% and is able to represent inter‐daily CO 2 and CH 4 flux variability across the wetland's eco‐hydrological patches, including during periods of extreme dry or wet conditions.

Sponsoring Organization:
USDOE
Grant/Contract Number:
89243020SSC000054; SC0022972; SC0022191; SC0023084; SC0021067; AC02-05CH11231
OSTI ID:
2511346
Alternate ID(s):
OSTI ID: 2511350
OSTI ID: 2511122
OSTI ID: 2573006
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Journal Issue: 2 Vol. 17; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (84)

Tidal marsh methane dynamics: Difference in seasonal lags in emissions driven by storage in vegetated versus unvegetated sediments: TIDAL MARSH METHANE DYNAMICS journal December 2013
A microbial functional group-based module for simulating methane production and consumption: Application to an incubated permafrost soil: A MICROBIAL FUNCTIONAL GROUP-BASED METHANE MODULE journal July 2015
Mathematical Modelling of Arctic Polygonal Tundra with Ecosys: 2. Microtopography Determines How CO 2 and CH 4 Exchange Responds to Changes in Temperature and Precipitation : GHG Exchange in Arctic Polygonal Tundra journal December 2017
The relationship of leaf photosynthetic traits - V cmax and J max - to leaf nitrogen, leaf phosphorus, and specific leaf area: a meta-analysis and modeling study journal July 2014
Advances in Canadian wetland hydrology, 1999–2003 journal January 2005
Simulating potential impacts of climate changes on distribution pattern and carbon storage function of high‐latitude wetland plant communities in the Xing'anling Mountains, China journal April 2021
High resolution sampling of methane transport in the Columbia River near‐field plume: Implications for sources and sinks in a river‐dominated estuary journal October 2015
Wetland methane emissions dominated by plant‐mediated fluxes: Contrasting emissions pathways and seasons within a shallow freshwater subtropical wetland journal March 2019
Plant‐mediated methane transport in emergent and floating‐leaved species of a temperate freshwater mineral‐soil wetland journal June 2020
Oxygen Distribution in Wetland Plant Roots and Permeability Barriers to Gas-exchange with the Rhizosphere: a Microelectrode and Modelling Study with Phragmites australis journal September 2000
Causality guided machine learning model on wetland CH4 emissions across global wetlands journal September 2022
Physiological control of leaf methane emission from wetland plants journal February 2005
Wetland methane emissions altered by vegetation disturbance: An interaction between stem clipping and nutrient enrichment journal January 2017
Physiological processes affecting methane transport by wetland vegetation – A review journal October 2022
Methanogenesis journal July 2018
Wetland ecohydrology and its challenges journal February 2016
Carbon sequestration in wetlands, from science to practice: An overview of the biogeochemical process, measurement methods, and policy framework journal April 2018
A process-based model for methane emission from flooded rice paddy systems journal July 2007
Considering coasts: Adapting terrestrial models to characterize coastal wetland ecosystems journal June 2021
Bayesian Optimization for Anything (BOA): An open-source framework for accessible, user-friendly Bayesian optimization journal November 2024
Wetland vegetation response to record-high Lake Ontario water levels journal February 2021
Quantifying the wetland water balance: A new isotope-based approach that includes precipitation and infiltration journal March 2019
Vegetation dynamics under water-level fluctuations: Implications for wetland restoration journal February 2020
Spatial and temporal patterns of methane dynamics in the tropical mangrove dominated estuary, NE coast of Bay of Bengal, India journal November 2007
Simulating idealized Dansgaard-Oeschger events and their potential impacts on the global methane cycle journal November 2011
Methane and nitrous oxide porewater concentrations and surface fluxes of a regulated river journal May 2020
Intertidal wetland vegetation dynamics under rising sea levels journal April 2021
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
Water level changes in Lake Erie drive 21st century CO2 and CH4 fluxes from a coastal temperate wetland journal May 2022
Plant species traits regulate methane production in freshwater wetland soils journal February 2011
Modeling Rice Plant-Mediated Methane Emission journal January 2000
Modeling Trace Gas Emissions from Agricultural Ecosystems journal November 2000
Methane flux in subalpine wetland and unsaturated soils in the southern Rocky Mountains journal March 1999
Methane efflux from boreal wetlands: Theory and testing of the ecosystem model Ecosys with chamber and tower flux measurements: METHANE EFFLUX FROM BOREAL WETLANDS journal October 2002
A simple TOPMODEL-based runoff parameterization (SIMTOP) for use in global climate models journal January 2005
Global inundation dynamics inferred from multiple satellite observations, 1993–2000 journal January 2007
Spatially explicit simulation of peatland hydrology and carbon dioxide exchange: Influence of mesoscale topography: PEATLAND HYDROLOGY AND CO journal April 2008
An attempt to quantify the impact of changes in wetland extent on methane emissions on the seasonal and interannual time scales: WETLAND EXTENT'S CHANGES AND CH journal April 2010
The El Niño-Southern Oscillation and wetland methane interannual variability: WETLAND METHANE EMISSIONS AND ENSO journal April 2011
Modeling Climate Change Impacts on an Arctic Polygonal Tundra: 1. Rates of Permafrost Thaw Depend on Changes in Vegetation and Drainage journal May 2019
Perspectives on the Future of Land Surface Models and the Challenges of Representing Complex Terrestrial Systems journal April 2020
Representing Nitrogen, Phosphorus, and Carbon Interactions in the E3SM Land Model: Development and Global Benchmarking journal July 2019
PEAT‐CLSM: A Specific Treatment of Peatland Hydrology in the NASA Catchment Land Surface Model journal July 2019
The Community Land Model Version 5: Description of New Features, Benchmarking, and Impact of Forcing Uncertainty journal December 2019
Investigating Wetland and Nonwetland Soil Methane Emissions and Sinks Across the Contiguous United States Using a Land Surface Model journal July 2020
An Integrative Model for Soil Biogeochemistry and Methane Processes: I. Model Structure and Sensitivity Analysis journal August 2021
Thaw Transitions and Redox Conditions Drive Methane Oxidation in a Permafrost Peatland journal March 2020
The DOE E3SM v1.1 Biogeochemistry Configuration: Description and Simulated Ecosystem‐Climate Responses to Historical Changes in Forcing journal September 2020
Modeled Microbial Dynamics Explain the Apparent Temperature Sensitivity of Wetland Methane Emissions journal November 2020
An Integrative Model for Soil Biogeochemistry and Methane Processes. II: Warming and Elevated CO 2 Effects on Peatland CH 4 Emissions journal August 2021
Global Irrigation Characteristics and Effects Simulated by Fully Coupled Land Surface, River, and Water Management Models in E3SM journal October 2020
Simulated Hydrological Dynamics and Coupled Iron Redox Cycling Impact Methane Production in an Arctic Soil journal October 2022
Tropical Peatland Hydrology Simulated With a Global Land Surface Model journal February 2022
Surface Water and Groundwater Interactions in Salt Marshes and Their Impact on Plant Ecology and Coastal Biogeochemistry journal February 2022
Characterizing Performance of Freshwater Wetland Methane Models Across Time Scales at FLUXNET‐CH4 Sites Using Wavelet Analyses journal November 2023
The DOE E3SM Model Version 2: Overview of the Physical Model and Initial Model Evaluation journal December 2022
Cold‐Season Methane Fluxes Simulated by GCP‐CH4 Models journal July 2023
Developing a Redox Network for Coastal Saltmarsh Systems in the PFLOTRAN Reaction Model journal March 2024
Three Decades of Wetland Methane Surface Flux Modeling by Earth System Models‐Advances, Applications, and Challenges journal March 2024
Integrating Tide‐Driven Wetland Soil Redox and Biogeochemical Interactions Into a Land Surface Model journal April 2024
A model for wetland surface water dynamics journal December 1986
U.S. Weather Highlights: 2021 Hurricane Ida, Historic Cold, Heat, Drought, and Severe Storms journal April 2022
A physically based, variable contributing area model of basin hydrology / Un modèle à base physique de zone d'appel variable de l'hydrologie du bassin versant journal March 1979
Methane emission from natural wetlands: interplay between emergent macrophytes and soil microbial processes. A mini-review journal August 2009
DRAM for distilling microbial metabolism to automate the curation of microbiome function journal August 2020
Peatland hydrology and carbon release: why small-scale process matters journal October 2005
Methane emissions from wetlands: biogeochemical, microbial, and modeling perspectives from local to global scales journal February 2013
Identifying dominant environmental predictors of freshwater wetland methane fluxes across diurnal to seasonal time scales journal May 2021
Anthropogenic disturbances caused declines in the wetland area and carbon pool in China during the last four decades journal May 2021
Uncertainties in wetland methane‐flux estimates journal May 2023
Observational constraints reduce model spread but not uncertainty in global wetland methane emission estimates journal May 2023
TRY - a global database of plant traits: TRY - A GLOBAL DATABASE OF PLANT TRAITS journal June 2011
Modeling strategies and data needs for representing coastal wetland vegetation in land surface models journal February 2023
Genomes from Metagenomics journal November 2013
Methane and CO2 chamber fluxes and porewater concentrations US-OWC Ameriflux wetland site, 2015-2018
  • Bohrer, Gil; Ju, Yang; Arend, Kristin
  • Environmental System Science Data Infrastructure for a Virtual Ecosystem; AmeriFlux Management Project https://doi.org/10.15485/1568865
dataset January 2019
Porewater data across a catena in the Luquillo Experimental Forest, Puerto Rico.
  • Sihi, Debjani; López-Lloreda, Carla; M. Brenner, Julia
  • Environmental System Science Data Infrastructure for a Virtual Ecosystem; A Comprehensive Framework for Modeling Emissions from Tropical Soils and Wetlands https://doi.org/10.15485/1618869
dataset January 2020
CO2 and CH4 leaf-level fluxes and soil porewater concentrations from common vegetation patches in Louisiana’s coastal wetlands
  • Bordelon, Robert; Villa, Jorge; Taj, Diana
  • Environmental System Science Data Infrastructure for a Virtual Ecosystem; Functional-type modeling approach and data-driven parameterization of methane emissions in wetlands https://doi.org/10.15485/1997524
dataset January 2023
ELM-Wet: Inclusion of a wetland landunit with sub-grid representation of eco-hydrological patches and hydrological forcing in E3SM Land Model (ELM)
  • Yazbeck, Theresia; Bohrer, Gil; Zhu, Qing
  • Environmental System Science Data Infrastructure for a Virtual Ecosystem; Functional-type modeling approach and data-driven parameterization of methane emissions in wetlands https://doi.org/10.15485/2403122
dataset January 2024
AmeriFlux US-LA2 Salvador WMA Freshwater Marsh dataset January 2016
Dataset: Methane fluxes from automated chambers, Global Change Research Wetland, Maryland dataset January 2023
Classification of Wetland Vegetation Based on NDVI Time Series from the HLS Dataset journal April 2022
Integrating NDVI-Based Within-Wetland Vegetation Classification in a Land Surface Model Improves Methane Emission Estimations journal March 2024
Technical description of version 4.5 of the Community Land Model (CLM) text January 2013
Correlation between Methane (CH4) Emissions and Root Aerenchyma of Rice Varieties journal December 2018

Similar Records

Related Subjects