66
PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Embed Size (px)

Citation preview

Page 1: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRECIPITATION-RUNOFF MODELING SYSTEM

(PRMS)

SNOW MODELING OVERVIEW

Page 2: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRMS

Page 3: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRMS Parameters

original version

Page 4: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRMSParameters

MMS Version

Page 5: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

SNOW PROPERTIES

• Porous media

• Undergoes metamorphosis

• Surface albedo changes with time

• Density increases with time

• Has a free-water holding capacity

Page 6: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Energy Balance Formulation

Hm = Hsn + Hln + Hc + He + Hg + Hp + Hq

Temperature-Index FormulationM = Cm * ( Ta - Tb)

Modifications

Seasonal adjustment to Cm

Vary Cm for forest and open

Use equation only for non rain days

Account for Hg and Hq

Page 7: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Snowpack Energy Balance Components

Page 8: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Energy Balance FormulationHm = Hsn + Hln + Hc + He + Hg + Hp + Hq

Model Formulation (on each HRU)

PRMS SNOW MODEL

Hsn = swrad * (1. - albedo) * rad_trncf

Hln = emis * sb_const * tavg4 ( T4)

Hc + He = cecn_coef(mo) * tavg (ppt days)

= 0 (dry days)

Hp = tavg * net_precip

Hg assumed 0 Hq is computed

Page 9: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Snow Surface Albedo vs Time

Page 10: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Solar Radiation Transmission Coefficient vs Cover Density

Page 11: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Net Longwave Radiation

Hlw = (1. - covden_win) * [(emis * air) -snow)]

emis = emis_noppt no precip

= 1.0 precip

air and snow = sb_const * tavg4 [ ( T4)

where tavg is temp of air and temp of snow surface

+ covden_win * (air -snow)

Page 12: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Energy Balance FormulationHm = Hsn + Hln + Hc + He + Hg + Hp + Hq

Model Formulation

PRMS SNOW MODEL

Hsn = SWRin * (1. - ALBEDO) * TRNCF

Hln = T4

Hc + He = Cce * Tavg (ppt days)

= 0 (dry days)

Hp = Tavg * PTN

Hg assumed 0 Hq is computed

Page 13: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

SNOWPACK DYNAMICS• 2-layered system

• energy balance: 2 12-hour periods

• energy exchange between layers -- conduction and mass transfer

• Tsurface = min(tavg or 0o C)

• Tpack is computed

• density = f(time, settlement constant)

• albedo decay = f(time, melt)

• melt volume: use depth-area depletion curve

Page 14: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Areal Snow Depletion Curve

Page 15: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

MELT SEQUENCEcal_net > 0

snowmelt = cal_net / 203.2

pk_temp < 0o C

refreeze to satisfy pk_def

pk_temp = 0o C

satisfy free water holding capacity(freeh2o_cap)

remaining snowmelt reaches the soil surface

Page 16: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Max Temperature-Elevation Relations

Page 17: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

TEMPERATURE

tmax(hru) = obs_tmax(hru_tsta) - tcrx(mo)

tmin(hru) = obs_tmin(hru_tsta) - tcrx(mo)

tcrx(mo) = [ tmax_lapse(mo) * elfac(hru)] -

For each HRU

where

elfac(hru) = [hru_elev - tsta_elev(hru_tsta)] / 1000.

-------------tmax_adj(hru)

Page 18: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Precipitation-Elevation Relations

Page 19: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Schofield Pass and Crested Butte (1975-97)

0

0.05

0.1

0.15

0.2

0.25

0.3

1 2 3 4 5 6 7 8 9 10 11 12

M onth

Av

era

ge

da

ily

pre

cip

ita

tio

n,

in i

nc

he

s

Schofield Pass

Crested Butte

Mean Daily PrecipitationSchofield Pass (10,700 ft) vs Crested Butte (9031 ft)

MONTH

Mea

n da

ily

prec

ip, i

n.

Page 20: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Precipitation Gage Catch Error vs Wind Speed (Larsen and Peck, 1972)

Rain (shield makes little difference)

Snow (shielded)

Snow (unshielded)

Page 21: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Precipitation Gauge Intercomparison Rabbit Ears Pass, Colorado

Page 22: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRECIPITATION

- DEPTH

hru_precip(hru) = precip(hru_psta) * pcor(mo)

pcor(mo) = Rain_correction or Snow_correction

For each HRU

Page 23: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Precipitation Distribution Methods(module)

• Manual (precip_prms.f)

• Auto Elevation Lapse Rate (precip_laps_prms.f)

• XYZ (xyz_dist.f)

PCOR Computation

Page 24: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

• Auto Elevation Lapse Rate

PCOR Computation

For each HRU

hru_psta = precip station used to compute hru_precip

[ hru_precip = precip(hru_psta) * pcor ]

hru_plaps = precip station used with hru_psta to compute ------ -------precip lapse rate by month [pmo_rate(mo)]

hru_psta

hru_plaps

Page 25: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PCOR Computation

pmn_mo

padj_sn or padj_rn

elv_plaps

Auto Elevation Lapse Rate Parameters

Page 26: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

adj_p = pmo_rate *

• Auto Elevation Lapse Rate

PCOR Computation

For each HRU

snow_adj(mo) = 1. + (padj_sn(mo) * adj_p)

if padj_sn(mo) < 0. then snow_adj(mo) = - padj_sn(mo)

pmo_rate(mo) =pmn_mo(hru_plaps) - pmn_mo(hru_psta)

elv_plaps(hru_plaps) - elv_plaps(hru_psta)

hru_elev - elv_plaps(hru_psta)

pmn_mo(hru_psta)

Page 27: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRECIPITATION

- FORM (rain, snow, mixture of both)

For each HRU

RAIN

tmin(hru) > tmax_allsnow

tmax(hru) > tmax_allrain(mo)

SNOW

tmax(hru) <= tmax_allsnow

Page 28: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRECIPITATION

- FORM (rain, snow, mixture of both)

prmx = [(tmax(hru) - tmax_allsnow) / -------------------------(tmax(hru) - tmin(hru)] * adjmix_rain(mo)

For each HRU

Precipitation Form Variable

Snowpack Adjustment

MIXTURE

OTHER

Page 29: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PARAMETER ESTIMATION

Page 30: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 31: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

PRMS Parameters Estimated

• 9 topographic (slope, aspect, area, x,y,z, …)

• 3 soils (texture, water holding capacity)

• 8 vegetation (type, density, seasonal interception, radiation transmission)

• 2 evapotranspiration

• 5 indices to spatial relations among HRUs, gw and subsurface reservoirs, channel reaches, and point measurement stations

Page 32: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

BASIN DELINEATION AND CHARACTERIZATION

Polygon Hydrologic Response Units (HRUs) (based on slope, aspect, elevation, vegetation)

Grid Cell Hydrologic Response Units (HRUs) (Equal to Image Grid Mesh)

Focus of operational modeling Focus of research modeling

Page 33: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 34: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 35: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 36: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Upper San Joaquin River, CAEl Nino Year

Page 37: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

ANIMAS RIVER, CO

SURFACE GW

SUBSURFACE

PREDICTED

MEASURED

Page 38: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

EAST FORK CARSON RIVER, CA

SURFACE

GW

SUBSURFACE

Page 39: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

CLE ELUM RIVER, WA

SURFACE

GW

SUBSURFACE

Page 40: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

REMOTELY SENSED SNOW-COVERED AREA AND SNOWPACK WATER

EQUIVALENT

Page 41: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Satellite Image for Snow-Covered Area Computation

Page 42: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 43: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 44: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 45: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

NASA Regional Earth Science Applications Center

Objective - Integrate remotely sensed data into operational resource management applications

~ 1 km pixel resolution of NOAA snow-covered area product on 750 km2 basin

SW Center - U of AZ, U of CO, USGS, --------------Lawrence Berkeley Labs

Page 46: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW
Page 47: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

East Fork Carson River, CA

1986

1986

1988

Page 48: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Observed and Simulated Basin Snow-Covered Area

Page 49: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

SIMULATED vs SATELLITE-OBSERVED SNOW-COVERED AREA

Page 50: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

SIMULATED vs SATELLITE-OBSERVED SNOW-COVERED AREA

Page 51: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

GUNNISON RIVER BASIN LOCATION

Upper Colorado River Basin

Gunnison River Basin

Page 52: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

SUBBASINS WITH CONCURRENT STREAMFLOW AND SATELLITE DATA

East River

Taylor River

Lake Fork

Cochetopa Creek

Tomichi Creek

Page 53: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Cochetopa Creek

East River

Lake Fork

Page 54: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Taylor River

Tomichi Creek

Page 55: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

eastEast River

0

0.2

0.4

0.6

0.8

1

1/0 1/20 2/9 2/29 3/20 4/9 4/29 5/19 6/8 6/28 7/18

1996

Per

cen

t B

asin

Sn

ow

cove

r

MODELSATELLITE

East River

0

0.2

0.4

0.6

0.8

1

1/0 1/20 2/9 2/29 3/20 4/9 4/29 5/19 6/8 6/28 7/18

1992

Per

cen

t B

asin

Sn

ow

cove

r

MODEL

SATELLITE

Percent Basin in Snow Cover

Page 56: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

eastEast River

0

0.2

0.4

0.6

0.8

1

1/0 1/20 2/9 2/29 3/20 4/9 4/29 5/19 6/8 6/28 7/18

1996

Per

cen

t B

asin

Sn

ow

cove

r

MODELSATELLITE

East River

0

0.2

0.4

0.6

0.8

1

1/0 1/20 2/9 2/29 3/20 4/9 4/29 5/19 6/8 6/28 7/18

1992

Per

cen

t B

asin

Sn

ow

cove

r

MODEL

SATELLITE

Page 57: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

East River

0

0.2

0.4

0.6

0.8

1

1/0 2/19 4/9 5/29 7/18 9/6

1995

Per

cen

t B

asin

Sn

ow

cove

r

MODEL

SATELLITE

Percent Basin in Snow Cover

Page 58: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

coch

Cochetopa Creek

0

0.2

0.4

0.6

0.8

1

1/0 1/20 2/9 2/29 3/20 4/9 4/29 5/19 6/8 6/28 7/18

1994

Per

cen

t B

asin

Sn

ow

cove

r

MODELSATELLITE

Cochetopa Creek

0

0.2

0.4

0.6

0.8

1

1/0 2/19 4/9 5/29 7/18 9/6

1995

Pe

rce

nt

Ba

sin

Sn

ow

co

ve

r

MODELSATELLITE

Percent Basin in Snow Cover

Page 59: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

lake

Lake Fork

0

0.2

0.4

0.6

0.8

1

1/0 1/20 2/9 2/29 3/20 4/9 4/29 5/19 6/8 6/28 7/18

1991

Per

cen

t B

asin

Sn

ow

cove

r

MODEL

SATELLITE

Lake Fork

0

0.2

0.4

0.6

0.8

1

1/0 2/19 4/9 5/29 7/18 9/6

1995

Per

cen

t B

asin

Sn

ow

cove

r

MODELSATELLITE

Percent Basin in Snow Cover

Page 60: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

STARKWEATHER COULEE, ND

Page 61: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

DEPRESSION STORAGE

ESTIMATION (BY HRU)

USING THE GIS WEASEL

(AREA & VOLUME)

Page 62: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

WETLANDS HYDROLOGYDEPRESSION STORES (flowing and closed)

HRU 1

HRU 2

STORAGE HRU

FL

OW

GW

P ET

FLOW

Page 63: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Snow-covered Area1997

April 17

March 20

April 22May 6

SNOW

NO SNOW

Page 64: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

1997

April 12 April 22

Snowpack Water Equivalent

Snow-covered Area

Page 65: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

Snow-covered Area 1999

March 25

April 1

April 8

April 13

SNOW

NO SNOW

Page 66: PRECIPITATION-RUNOFF MODELING SYSTEM (PRMS) SNOW MODELING OVERVIEW

1999

April 7 April 8

Snowpack Water Equivalent

Snow-covered Area