modeling the impacts of climate change and restoration on chinook salmon in the snohomish basin noaa...
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Modeling the Impacts of Climate Change and Restoration on Chinook
Salmon in the Snohomish Basin
NOAA
Matthew Wiley James BattinElizabeth Korb Krista BartzRichard Palmer Hiroo Imaki
Mary Ruckelshaus
December 6, 2005
Project Objectives
Examine effects of planned large-scale restoration actions.
Assess how climate change affects Chinook salmon populations
Investigate interactions between climate effects and restoration
Presentation Overview
Climate Change Experimental Design Results
Climate Impacts Land Use Impacts Chinook Salmon Impacts
Conclusions
Why Forecast Climate Change Impacts?
The future ain't what it used to be.
Evidence of Climate Change
Intergovernmental Panel on Climate Change (IPCC) “The Earth’s climate system has demonstrably
changed on both global and regional scales since the pre-industrial era, with some of these changes attributable to human activities.” (IPCC2001, Synthesis report, Summary for Policy Makers)
• “Globally it is very likely that the 1990s were the warmest decade and 1998 the warmest year in the instrumental record (1891-2001).”
Evidence of Climate Change
Trends in total seasonal precipitation (1949-2002)
-80.0
-60.0
-40.0
-20.0
0.0
20.0
40.0
60.0K
ent
Eve
rett
Mo
nro
e
Sta
rtu
p
Sea
Tac
Sn
oq
ual
mie
Lan
dsb
urg
Dar
rin
gto
n
McM
illi
n
Bu
ckle
y
Pal
mer
Mu
dM
t
Ced
ar
Lo
ng
mir
e
Sta
mp
ede
Par
adis
e
Rat
e o
f ch
ang
e in
mm
per
dec
ade
0
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
stat
ion
ele
vati
on
(m
)
Winter
Spring
Summer
Autumn
Seasonal trends – by station
Trends in average daily temperature (1949-2002)
-0.3
-0.2
-0.1
0.0
0.1
0.2
0.3
0.4
Ken
t
Eve
rett
Mo
nro
e
Sta
rtu
p
Sea
Tac
Sn
oq
ual
mie
Lan
dsb
urg
Dar
rin
gto
n
McM
illi
n
Bu
ckle
y
Pal
mer
Mu
dM
t
Ced
ar
Lo
ng
mir
e
Sta
mp
ede
Par
adis
e
Rat
e o
f ch
ang
e in
deg
rees
(C)
per
dec
ade
0
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
stat
ion
ele
vati
on
(m
)
Winter
Spring
Summer
Autumn
Experimental Design
Climate Model(GFDL, Hadley)
Hydrology Model(DHSVM)
Air Temp., Meteorology
Salmon Pop. Model(SHIRAZ)
Stream flow, Temp.
Salmon Abundance
Land Cover & Land Form
Data
PredictedAtmospheric
CO2
Habitat Capacity
Climate Model(GFDL, Hadley)
Hydrology Model(DHSVM)
Air Temp., Meteorology
Salmon Pop. Model(SHIRAZ)
Stream flow, Temp.
Salmon Abundance
Land Cover & Land Form
Data
PredictedAtmospheric
CO2
Habitat Capacity
HistoricCurrent BAU Restoration Current BAU Restoration
2050 X X X X X X2025 X X X X X X2000 X X X
GFDLHadley15 land use and climate scenarios
GCM Scenarios
The two scenarios used in this study are from the IPCC’s 2001 Third Assessment Report (TAR)
The Climate Impacts Group has recently started using new high, medium, and low scenarios that will be a part of the Fourth Assessment Report (AR4)
How do the scenarios used in this work compare to the “new” scenarios?
Annual Average Temperature at Snoqualmie Falls
6
8
10
12
14
16
18
2000 2010 2020 2030 2040 2050 2060
De
gre
es
(C
)
GFDL_A2 (TAR)
HadCM3_A2 (TAR)
ECHAM5_A2 (AR4)
IPSL_A2 (AR4)
GISS_B1 (AR4)
Annual Precipitation at Snoqualmie Falls
0
0.5
1
1.5
2
2.5
3
3.5
4
2000 2010 2020 2030 2040 2050 2060
To
tal P
rec
ipit
ati
on
(m
)GFDL_A2 (TAR)
HadCM3_A2 (TAR)
ECHAM5_A2 (AR4)
IPSL_A2 (AR4)
GISS_B1 (AR4)
• GFDL and HadCM3 are roughly comparable and middle of the road in terms of temperature.
• GFDL tends toward ‘wetter’; HadCM3 tends toward ‘drier’.
• SHIRAz results appear to be more sensitive to the monthly distribution of precipitation than to annual totals.
For 2025 and 2050 periods used for analysis…
Experimental Design: Hydrology Model
Driven by meteorology from GCM output and simulate streamflow and temperature
Developed for use in the mountainous watersheds of the Pacific Northwest
150 meter resolution, 3-hour timestep 3 models
Modifications and improvements Groundwater and
temperature model
DHSVM Layers
DHSVM
3.7%
12.0
%
21.7
%
7.2%
0.8% 3.
0%
1.4%
1.2%
0.0%
34.4
%
14.4
%
0.2%3.
7%
12.0
%
23.5
%
7.3%
0.8%
5.4%
1.5%
1.2%
0.0%
31.9
%
12.6
%
0.2%3.
6%
11.9
%
15.0
%
7.2%
0.7% 3.
6%
1.5%
1.2%
0.0%
39.3
%
15.8
%
0.2%
0%
10%
20%
30%
40%
50%
60%
Deci.
Broad
leaf
Mixe
d For
est
Open
Shrub
Grass
land
Cropl
and
Bare
Urban
Wat
er
Xeric
Conife
r
Mes
ic Con
ifer
Subalp
. Con
ifer
Ice
Pe
rce
nt l
an
dco
ver
typ
e
2001: Reference
2025: CurrentPath
2025: Restoration
Restoration3.
7%
12.0
%
21.7
%
7.2%
0.8% 3.
0%
1.4%
1.2%
0.0%
34.4
%
14.4
%
0.2%3.
7%
12.0
%
23.5
%
7.3%
0.8%
5.4%
1.5%
1.2%
0.0%
31.9
%
12.6
%
0.2%3.
6%
11.9
%
15.0
%
7.2%
0.7% 3.
6%
1.5%
1.2%
0.0%
39.3
%
15.8
%
0.2%
0%
10%
20%
30%
40%
50%
60%
Deci.
Broad
leaf
Mixe
d For
est
Open
Shrub
Grass
land
Cropl
and
Bare
Urban
Wat
er
Xeric
Conife
r
Mes
ic Con
ifer
Subalp
. Con
ifer
Ice
Pe
rce
nt l
an
dco
ver
typ
e
2001: Reference
2025: CurrentPath
2025: Restoration
Restoration
Experimental Design: Land Use Scenarios
SHIRAZ
Relates changes in environment to changes in salmon population size via:
--Capacity --Survival
Life-history-based Spatially explicit Stochastic Stage-structured
Habitat Effects in SHIRAZ
Egg-to-juv Survivalpeak flowstemperature
Juv. Rearing Capacitystream gradient
stream widthriparian condition
Spawning Capacitystream gradient
stream widthriparian condition
Egg
Juvenile
Adult
Pre-spawning Survivaltemperature
Stochastic Variation in Ocean Survival
Accounting for Uncertainty and Variability
DHSVM: Constructs a series of 72 representative years for a given scenario using the historical pattern of climate variability as a template.
SHIRAZ: Samples from 72-yr DHSVM time series to produce 500 possible 100-year-long population trajectories.
Accounting for Uncertainty and Variability
Year
Ab
un
dan
ce
Target
Low abundance threshold
0 100
What We Are Modeling
Effects of large-scale land use and climate change on stream temperature and flow in the subbasins with least development and most chinook.
Resulting effects on adult and juvenile salmon.
What We Aren’t Modeling
Climate effects on ocean conditions Climate & restoration effects on
sediment Climate effects on land cover Behavioral/adaptive response of
salmon Highly urbanized subbasins Small-scale effects: refugia, riparian
planting
Results
Impacts of climate change Meteorology
air temperature and precipitation
Hydrology average, peak, and low flow and stream temperature
Impacts of land use change Hydrology
average, peak, and low flow and temperature
Impacts on Chinook populations
Changes Due to Climate
Climate Impacts- Air Temperature
Impacts to average monthly temperature, Snoqualmie Meteorological Station
GFDL Hadley
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Ch
ang
e in
Tem
per
atu
re (
C)
2025 2050
-0.5
0.0
0.5
1.0
1.5
2.0
2.5
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Ch
ang
e in
Tem
per
atu
re (
C)
2025 2050
2025- 0.9° C 2050- 1.4° C
2025- 0.7° C 2050- 1.1° C
Climate Impacts- Precipitation
Impacts to average monthly precipitation, Snoqualmie Meteorological Station
GFDL Hadley
0
50
100
150
200
250
300
350
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Av
g.
Pre
cip
ita
tio
n (
mm
)
2000 2025 2050
-80-60-40-20
020406080
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Ch
an
ge
in
Pre
cip
. (m
m)
-50%
-30%
-10%
10%
30%
50%
% C
ha
ng
e
2025 2050 2025% 2050%
0
50
100
150
200
250
300
350
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Av
g.
Pre
cip
ita
tio
n (
mm
)
2000 2025 2050
-80-60-40-20
020406080
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
MonthC
ha
ng
e i
n P
rec
ip.
(mm
)
-50%
-30%
-10%
10%
30%
50%
% C
ha
ng
e
2025 2050 2025% 2050%
Hydrologic Impacts- Monthly Flow
Impacts to average annual streamflow
Snoqualmie Skykomish
0
1000
2000
3000
4000
5000
6000
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Str
ea
mfl
ow
(c
fs)
2000 2025 2050
0
1000
2000
3000
4000
5000
6000
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Str
ea
mfl
ow
(c
fs)
2000 2025 2050
-80%
-60%
-40%
-20%
0%
20%
40%
60%
80%
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Ch
an
ge
in
Str
ea
mfl
ow
2000 2025 2050
-80%
-60%
-40%
-20%
0%
20%
40%
60%
80%
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
MonthC
ha
ng
e i
n S
tre
am
flo
w
2000 2025 2050
Hydrologic Impacts- Peak Flow
Incubation peak flow-maximum instantaneous flow between Sept. 15th and Feb. 15th
GFDL
Hadley
2025 2050
Hydrologic Impacts- Low Flow
Minimum spawning flow- lowest instantaneous flow between Sept. 15th and Nov. 15th
GFDL
Hadley
2025 2050
Hydrologic Impacts- Water Temperature
Average monthly stream temperature
Snoqualmie RiverSkykomish River
02468
10121416
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Str
eam
Te
mp
era
ture
(C
)
2000 2025 2050
0
2
4
6
8
10
12
14
Octobe
r
Novem
ber
Decem
ber
Janu
ary
Febru
ary
Mar
chApr
ilM
ayJu
ne July
Augus
t
Septe
mbe
r
Month
Str
eam
Te
mp
era
ture
(C
)
2000 2025 2050
Avg. Summer Change 2025- 1.2° C Avg. Summer Change 2050- 2.3° CAvg. Winter Change 2025- 0.5° C Avg. Winter Change 2050- 0.8° C
Hydrologic Impacts- Water Temperature
Pre-spawning temperature- mean of daily maximum temperatures for July 15th – Oct. 15th
GFDL
Hadley
2025 2050
Changes Due to Land Use
Hydrologic Impacts- Peak Flow
Incubation peak flow-maximum instantaneous flow between Sept. 15th and Feb. 15th
Current Path Restoration
GFDL
Hadley
Hydrologic Impacts- Low Flow
Minimum spawning flow- lowest instantaneous flow between Sept. 15th and Nov. 15th
Current Path Restoration
GFDL
Hadley
Hydrologic Impacts- Water Temperature
Pre-spawning temperature- mean of daily maximum temperatures between
Jul. 15th and Oct. 15th
Current Path Restoration
GFDL
Hadley
Impacts on Chinook Populations
Chinook Population Impacts- Summary
SHIRAz scenarios are evaluated three ways 1. mean spawner population size across the
Snohomish River basin2. percent of runs falling below 2,800 spawner
threshold set in harvest management plan3. spatial distribution of spawners by subbasin
Chinook Population Impacts-GFDL
Mean population of wild spawners and percent falling below the threshold in GFDL Model
0
2000
4000
6000
8000
10000
2000 2025 2050
Year
# S
paw
ner
s
no restoration restoration
0
20
40
60
80
100
2000 2025 2050
Year
% o
f R
un
s B
elo
w T
hre
sho
ld
no restoration restoration
Chinook Population Impacts-Hadley
Mean population of wild spawners and percent falling below the threshold in Hadley Model
0
20
40
60
80
100
2000 2025 2050
Year
% o
f R
un
s B
elo
w T
hre
sh
old
no restoration restoration
0
2000
4000
6000
8000
10000
2000 2025 2050
Year
# S
paw
ner
s
no restoration restoration
Chinook Population Impacts-2025
Spatial distribution of changes to mean wild spawners due to 2025 climate AND land Use
Current Path Restoration
GFDL
Hadley
Chinook Population Impacts-2050
Spatial distribution of changes to mean wild spawners due to 2050 climate AND land use
Current Path Restoration
GFDL
Hadley
Conclusions
Climate Impacts Temperatures expected to rise in all months Shift in annual precipitation,
GFDL- more in winter less in summer Hadley- less in most months
Hydrologic Timing shift, increasing winter peaks and less
pronounced spring peaks Earlier spring runoff Reduction in summer streamflow volumes
Conclusions
Salmon Impacts 15-39% reduction in average Chinook
numbers in the absence of restoration.
5-23% reduction in average Chinook numbers with restoration.
Climate change is likely to decrease our ability to reach salmon population targets.
Chinook Population Impacts- GFDL
Upland versus lowland basin effects
Wild versus hatchery fish effects
0
20
40
60
80
100
2000 2025 2050
Year
% o
f S
pa
wn
ers
Lowland Upand
0
2000
4000
6000
8000
10000
2000 2025 2050
Year
# S
paw
ner
s
wild hatchery
Intro > Climate Change > Experimental Design > Results > Climate > Land Use > Chinook Populations > Conclusions