Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

31
Upgrading Community Land Model (CLM) Hydrology Incorporation of the VIC Surface Runoff and Baseflow Schemes Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

description

Upgrading Community Land Model (CLM) Hydrology Incorporation 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?. - PowerPoint PPT Presentation

Transcript of Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Page 1: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Upgrading Community Land Model (CLM) Hydrology

Incorporation of the VIC Surface Runoff and Baseflow Schemes

Kaiyuan Y. Li and Dennis P. Lettenmaier

University of Washington

Page 2: 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?

Page 3: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

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).

Page 4: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM: data structure

Page 5: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

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.

Page 6: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

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).

Page 7: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM EvaluationThe FIFE Prairie Site (39.0ºN 96.5ºW)

• CLM overestimates surface runoff;• CLM underestimates latent heat and soil moisture contents.

Page 8: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

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.

Page 9: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM EvaluationThe Valdai Grassland Site (57.6ºN 33.1ºE)

• CLM poorly simulated soil moisture content.

Page 10: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM Evaluation The HAPEX-MOBILHY Soybean Site (43.7ºN 0.1ºW)

Page 11: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM Evaluation The 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.

Page 12: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM EvaluationTorne-Kalix Basin

• CLM tends to overestimate runoff peak for most basins;• CLM tends to melt snow earlier than observed.

Page 13: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM EvaluationArkansas and Red river basin

Page 14: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM EvaluationArkansas and Red river basin – Cont.

Page 15: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM EvaluationArkansas and Red river basin – Cont.

• CLM tend to overestimate runoff

Page 16: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM Evaluation The Colorado river basin

Page 17: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM Evaluation The Colorado river basin – Cont.

Page 18: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

CLM Evaluation The Colorado river basin – Cont.

• CLM overestimated runoff;

• CLM melt snow one month earlier;

Page 19: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

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.

Page 20: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Upgrading CLMIncorporation of the VIC surface runoff and

baseflow schemes

10-Layer CLM 3-Layer VIC

Fixed Depth Dynamic Depth

VIC Upper Layer

VIC Lower Layer

Diagram: Matching CLM layer scheme to VIC Layer scheme

3.43 m

10-Layer CLM 3-Layer VIC

Fixed Depth Dynamic Depth

VIC Upper Layer

VIC Lower Layer

Diagram: Matching CLM layer scheme to VIC Layer scheme

3.43 m

Page 21: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

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.

Upgrading CLMIncorporation of the VIC surface runoff and baseflow

schemes – Cont.

Page 22: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

The Arkansas-Red basin

Page 23: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

The Arkansas-Red basin – Cont.

Page 24: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLMThe Colorado basin

Page 25: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

The Colorado basin – Cont.

Page 26: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

The FIFE Prairie Site (39.0ºN 96.5ºW)

Page 27: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

The FIFE Prairie Site (39.0ºN 96.5ºW) – Cont.

Page 28: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

The ABRACOS Forest Site (10.1ºS 61.9ºW)

Page 29: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

The ABRACOS Forest Site (10.1ºS 61.9ºW) – Cont.

Page 30: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

Performance testing of Upgraded CLM

Conclusions

• 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.

Page 31: Kaiyuan Y. Li and Dennis P. Lettenmaier University of Washington

AcknowledgementTed BohnFengge SuJenny AdamJoanna GaskiChunmei ZhuNiklas ChristensenMariza Costa-CbralNathalie VoisinKostas AndreadisAlan HamletLan Cuo