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Learn how the upgraded Community Land Model incorporates VIC surface runoff and baseflow schemes for improved hydrological predictions, addressing CLM's past shortcomings and evaluations across various sites.
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Upgrading Community Land Model (CLM) HydrologyIncorporation of the VIC Surface Runoff and Baseflow Schemes Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington
Outline • What is CLM? • What are the problems with CLM? • How is VIC fitted to CLM? • How does the upgraded CLM work?
What is CLM? • Stands for Community Land Model (used to be Common Land Model); • Community-developed land surface model: lead by NCAR in collaboration with universities; • Intended to be coupled into CAM or CCSM; • A framework into which other land surface models can be feasibly incorporated; • Professional software written in FORTRAN90 (similar to C with pointer and dynamic memory); • Optimum performance on both cache-dependent and vector-based computational platforms (parallel computing).
CLM: functionalities • Vegetation composition, structure, and phenology. • Absorption, reflection, and transmittance of solar radiation. • Absorption and emission of longwave radiation. • Momentum, sensible heat (ground and canopy), and latent heat (ground evaporation, canopy evaporation, transpiration) fluxes. • Heat transfer in soil and snow including phase change. • Canopy hydrology (interception, throughfall, and drip). • Snow hydrology (snow accumulation and melt, compaction, water transfer between snow layers) • Soil hydrology (surface runoff, infiltration, subsurface drainage, redistribution of water within the column). • Stomatal physiology and photosysnthesis. • Lake temperatures and fluxes. • Routing of runoff from rivers to ocean. • Volatile organic compounds. • Vegetation dynamics and carbon cycle -- coming soon.
CLM Hydrology • Canopy hydrology • Interception; • Throughfall; • Drip. • Soil Hydrology • Surface runoff (Based on TOPMODEL); • Baseflow; • Soil water (based on Richard’s flow equation). • Snow Hydrology • Based on Jordan (1991).
CLM EvaluationThe FIFE Prairie Site (39.0ºN 96.5ºW) • CLM overestimates surface runoff; • CLM underestimates latent heat and soil moisture contents.
CLM EvaluationThe ABRACOS Forest Site (10.1ºS 61.9ºW) • CLM overestimated surface runoff; • CLM underestimated latent heat and overestimated sensible heat; • CLM poorly simulated soil moisture and evapotranspiration.
CLM EvaluationThe Valdai Grassland Site (57.6ºN 33.1ºE) • CLM poorly simulated soil moisture content.
CLM EvaluationThe HAPEX-MOBILHY Soybean Site (43.7ºN 0.1ºW) – Cont. • CLM overestimated runoff; • CLM undersimulated latent heat and overestimated sensible heat; • CLM poorly simulated soil moisture content.
CLM EvaluationTorne-Kalix Basin • CLM tends to overestimate runoff peak for most basins; • CLM tends to melt snow earlier than observed.
CLM EvaluationArkansas and Red river basin – Cont. • CLM tend to overestimate runoff
CLM EvaluationThe Colorado river basin – Cont. • CLM overestimated runoff; • CLM melt snow one month earlier;
CLM EvaluationConclusions • CLM tends to overestimate runoff; • CLM tends to melt snow earlier; • CLM poorly simulates soil moisture contents; • In general, VIC performs better than CLM in terms of hydrologic predictions; • Improvements of CLM are expected by incorporating some aspects of VIC hydrologic parameterizations into CLM.
10-Layer CLM 3-Layer VIC VIC Upper Layer 3.43 m VIC Lower Layer Dynamic Depth Fixed Depth Diagram: Matching CLM layer scheme to VIC Layer scheme Upgrading CLMIncorporation of the VIC surface runoff and baseflow schemes
Upgrading CLMIncorporation of the VIC surface runoff and baseflow schemes – Cont. • The Upgraded CLM retains: • Data structure; • Input and output format; • Model structure. • The Upgraded CLM requires 5 VIC parameters: • Upper layer depth (first plus second layer in VIC-3L); • b: Infiltration parameter; • Ws: Fraction of maximum soil moisture content when baseflow occurs; • Dsmax: Maximum velocity of baseflow; • Ds: Fraction of Dsmax where non-linear baseflow occurs.
Performance testing of Upgraded CLMThe Arkansas-Red basin – Cont.
Performance testing of Upgraded CLMThe Colorado basin – Cont.
Performance testing of Upgraded CLMThe FIFE Prairie Site (39.0ºN 96.5ºW)
Performance testing of Upgraded CLMThe FIFE Prairie Site (39.0ºN 96.5ºW) – Cont.
Performance testing of Upgraded CLMThe ABRACOS Forest Site (10.1ºS 61.9ºW)
Performance testing of Upgraded CLMThe ABRACOS Forest Site (10.1ºS 61.9ºW) – Cont.
Performance testing of Upgraded CLMConclusions • The Upgraded CLM, into which VIC runoff parameterization is incorporated, performs significantly better than original CLM; • The Upgraded CLM requires only 5 VIC parameters, which are transferable to CLM without massive calibration although some systematical adjustment may be required for some basins; • The enhancement of the CLM snow model remains to be done.
Acknowledgement Ted Bohn Fengge Su Jenny Adam Joanna Gaski Chunmei Zhu Niklas Christensen Mariza Costa-Cbral Nathalie Voisin Kostas Andreadis Alan Hamlet Lan Cuo