Title: Implementation and Evaluation of a Unified Turbulence Parameterization Throughout the Canopy and Roughness Sublayer in Noah‐MP Snow Simulations

Journal Article · · Journal of Advances in Modeling Earth Systems

Abstract The Noah‐MP land surface model (LSM) relies on the Monin‐Obukhov (M‐O) Similarity Theory (MOST) to calculate land‐atmosphere exchanges of water, energy, and momentum fluxes. However, MOST flux‐profile relationships neglect canopy‐induced turbulence in the roughness sublayer (RSL) and parameterize within‐canopy turbulence in an ad hoc manner. We implement a new physics scheme (M‐O‐RSL) into Noah‐MP that explicitly parameterizes turbulence in RSL. We compare Noah‐MP simulations employing the M‐O‐RSL scheme (M‐O‐RSL simulations) and the default M‐O scheme (M‐O simulations) against observations obtained from 647 Snow Telemetry (SNOTEL) stations and two AmeriFlux stations in the western United States. M‐O‐RSL simulations of snow water equivalent (SWE) outperform M‐O simulations over 64% and 69% of SNOTEL sites in terms of root‐mean‐square‐error (RMSE) and correlation, respectively. The largest improvements in skill for M‐O‐RSL occur over closed shrubland sites, and the largest degradations in skill occur over deciduous broadleaf forest sites. Differences between M‐O and M‐O‐RSL simulated snowpack are primarily attributable to differences in aerodynamic conductance for heat underneath the canopy top, which modulates sensible heat flux. Differences between M‐O and M‐O‐RSL within‐canopy and below‐canopy sensible heat fluxes affect the amount of heat transported into snowpack and hence change snowmelt when temperatures are close to or above the melting point. The surface energy budget analysis over two AmeriFlux stations shows that differences between M‐O and M‐O‐RSL simulations can be smaller than other model biases (e.g., surface albedo). We intend for the M‐O‐RSL physics scheme to improve performance and uncertainty estimates in weather and hydrological applications that rely on Noah‐MP.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). AmeriFlux
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
1831308
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Journal Issue: 11 Vol. 13; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English

References (68)

Ecosystem CO 2 /H 2 O fluxes are explained by hydraulically limited gas exchange during tree mortality from spruce bark beetles : CO journal June 2014
Modeling seasonal snowpack evolution in the complex terrain and forested Colorado Headwaters region: A model intercomparison study journal December 2014
Assessing uncertainties in the Noah-MP ensemble simulations of a cropland site during the Tibet Joint International Cooperation program field campaign journal August 2016
A Comparison of the Diel Cycle of Modeled and Measured Latent Heat Flux During the Warm Season in a Colorado Subalpine Forest journal March 2018
Next-Generation Intensity-Duration-Frequency Curves for Hydrologic Design in Snow-Dominated Environments journal February 2018
Projected climate change over Southeast Asia simulated using a WRF regional climate model journal January 2011
Improved NLDAS-2 Noah-simulated hydrometeorological products with an interim run: IMPROVED NLDAS-2 HYDROMETEOROLOGICAL PRODUCTS journal March 2014
Comparative analysis of relationships between NLDAS-2 forcings and model outputs journal November 2011
Snow cover and climate journal May 1994
Comparison of aerodynamic and energy budget estimates of fluxes over a pine forest journal January 1975
Flux profile relations above tall vegetation journal January 1978
Flux-gradient relationships for momentum and heat over a rough natural surface journal January 1989
Testing above- and below-canopy representations of turbulent fluxes in an energy balance snowmelt model: MODELING CANOPY TURBULENT TRANSFER PROCESSES OVER SNOW journal February 2013
Evaporation into the Atmosphere: Theory, History and Applications book January 1982
Review of some basic characteristics of the atmospheric surface layer journal March 1996
Coherent eddies and turbulence in vegetation canopies: The mixing-layer analogy journal March 1996
Continental-scale convection-permitting modeling of the current and future climate of North America journal August 2016
Snowfall and snowpack in the Western U.S. as captured by convection permitting climate simulations: current climate and pseudo global warming future climate journal May 2021
A simple unified theory for flow in the canopy and roughness sublayer journal March 2007
Scalar Concentration Profiles in the Canopy and Roughness Sublayer journal October 2008
The Role of Roughness Sublayer Dynamics Within Surface Exchange Schemes journal November 2011
Review: the atmospheric boundary layer journal October 1994
The effect of static pressure-wind covariance on vertical carbon dioxide exchange at a windy subalpine forest site journal August 2021
Moving beyond the incorrect but useful paradigm: reevaluating big-leaf and multilayer plant canopies to model biosphere-atmosphere fluxes – a review journal August 2021
A tool for downscaling weather data from large-grid reanalysis products to finer spatial scales for distributed hydrological applications journal October 2016
Operational snow modeling: Addressing the challenges of an energy balance model for National Weather Service forecasts journal October 2008
Remote sensing, hydrological modeling and in situ observations in snow cover research: A review journal June 2018
Assessing snow simulation performance of typical combination schemes within Noah-MP in northern Xinjiang, China journal February 2020
Thematic accuracy assessment of the NLCD 2016 land cover for the conterminous United States journal May 2021
Turbulence structure above a vegetation canopy journal October 2009
Impact of Atmospheric Surface-layer Parameterizations in the new Land-surface Scheme of the NCEP Mesoscale Eta Model journal December 1997
A Wind-Tunnel Study of Airflow in Waving Wheat: An EOF Analysis of the Structure of the Large-Eddy Motion journal August 2000
Characteristics of the western United States snowpack from snowpack telemetry (SNOTEL) data journal July 1999
Characteristics of large snowfall events in the montane western United States as examined using snowpack telemetry (SNOTEL) data journal March 2001
Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model journal November 2003
Trends in snow water equivalent in the Pacific Northwest and their climatic causes: TRENDS IN SNOW WATER EQUIVALENT journal June 2003
Snow process modeling in the North American Land Data Assimilation System (NLDAS): 2. Evaluation of model simulated snow water equivalent journal November 2003
Effects of vegetation canopy processes on snow surface energy and mass balances: CANOPY EFFECTS ON SNOW PROCESSES journal December 2004
Noah land surface model modifications to improve snowpack prediction in the Colorado Rocky Mountains journal January 2010
The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements journal January 2011
The community Noah land surface model with multiparameterization options (Noah-MP): 2. Evaluation over global river basins journal January 2011
Continental-scale water and energy flux analysis and validation for North American Land Data Assimilation System project phase 2 (NLDAS-2): 2. Validation of model-simulated streamflow: VALIDATION OF MODEL-SIMULATED STREAMFLOW journal February 2012
Regional Snow Parameters Estimation for Large‐Domain Hydrological Applications in the Western United States journal May 2019
Evaluation of Land Surface Subprocesses and Their Impacts on Model Performance With Global Flux Data journal May 2019
Can Convection‐Permitting Modeling Provide Decent Precipitation for Offline High‐Resolution Snowpack Simulations Over Mountains? journal December 2019
The Duality of Reforestation Impacts on Surface and Air Temperature journal March 2020
Quantifying Contributions of Uncertainties in Physical Parameterization Schemes and Model Parameters to Overall Errors in Noah‐MP Dynamic Vegetation Modeling journal July 2020
Assessment of Uncertainty Sources in Snow Cover Simulation in the Tibetan Plateau journal September 2020
Modeling of land surface evaporation by four schemes and comparison with FIFE observations journal March 1996
Global snow drought hot spots and characteristics journal August 2020
Turbulence in and above Plant Canopies journal January 1981
Accuracy of NWS 8" Standard Nonrecording Precipitation Gauge: Results and Application of WMO Intercomparison journal February 1998
A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States* journal November 2002
Coupling an Advanced Land Surface–Hydrology Model with the Penn State–NCAR MM5 Modeling System. Part I: Model Implementation and Sensitivity journal April 2001
Momentum Transfer within Canopies journal January 2008
Noah LSM Snow Model Diagnostics and Enhancements journal June 2010
High-Resolution Coupled Climate Runoff Simulations of Seasonal Snowfall over Colorado: A Process Study of Current and Warmer Climate journal June 2011
Advances in Land Surface Models and Indicators for Drought Monitoring and Prediction journal May 2021
Influence of Canopy Seasonal Changes on Turbulence Parameterization within the Roughness Sublayer over an Orchard Canopy journal June 2016
A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States: Update and Extensions journal December 2013
Snow Temperature Changes within a Seasonal Snowpack and Their Relationship to Turbulent Fluxes of Sensible and Latent Heat journal February 2014
A Multiscale, Hydrometeorological Forecast Evaluation of National Water Model Forecasts of the May 2018 Ellicott City, Maryland, Flood journal March 2020
Modeling Snow Ablation over the Mountains of the Western United States: Patterns and Controlling Factors journal February 2021
A Meteorological Distribution System for High-Resolution Terrestrial Modeling (MicroMet) journal April 2006
Evaluation of Noah-MP Land-Model Uncertainties over Sparsely Vegetated Sites on the Tibet Plateau journal April 2020
Modeling canopy-induced turbulence in the Earth system: a unified parameterization of turbulent exchange within plant canopies and the roughness sublayer (CLM-ml v0) journal January 2018
Assessing optimal set of implemented physical parameterization schemes in a multi-physics land surface model using genetic algorithm journal January 2014
A Climate Data Record (CDR) for the global terrestrial water budget: 1984–2010 journal January 2018