Projecting	Climate	Change	Impacts	on	Water
Resources	in	Regions	of	Complex	Topography:
A	Case	Study	of	the	Western	United
States	and	Southern	California
Brianna	Pagán1,	Moetasim	Ashfaq2,	Deeksha Rastogi2,
Donald	R.	Kendall1,	Shih-Chieh Kao2,	Bibi	S.	Naz2,	Rui Mei2
Jeremy	S	Pal1 <jpal@lmu.edu>
1.	Loyola	Marymount	University,	Dept of	Civil	Engineering	and	Environmental	Science
2.	Oak	Ridge	National	Laboratory,	Climate	Change	Science	Institute
Western	US	Water	Hydrologic	Cycle	Schematic
Precipitation
(when it falls)
Demand
(when we need it)Runoff
(when we get it)
Reservoirs	store	surplus	water	in	the	
spring	for	the	summer	when	
demands	are	highest.	
Large	reservoirs	store	water	during	
periods	of	surplus	to	get	us	through	
multi-year	droughts.
75%	of	annual	streamflow	in	California	
is	snowmelt.
In	California,	water	in	many	
reservoirs	is	released	in	wintertime	
for	flood	control	purposes.
Climate	change	impacts	on	western	
US	hydrology	is	critical	to	our	
understanding	of	future	Southern	
Californian	water	resources.
Where	does	Southern	California	get	its	water?
Local	Supplies
Groundwater
Recycled	Water
Conservation
Colorado	River	Aqueduct
Colorado	River	Basin
LA	Aqueduct
Mono	Lake	
/Owens	Valley
CA	Aqueduct
Sacramento
River	Basin
San	Joaquin	
River	/	Tulare	
Lake	Basins
California hosts world's largest, most productive, and most controversial
water system à 49 km3/yr, 30	million	people,	2.3	million	ha	of	irrigation.
Los	Angeles	Aqueduct	(~7%)
Mono	Lake	and	Owens	Valley:		0.50	km3/yr
(16	m3/s),	674	km,	Gravity
Owned	by	the	Los	Angeles	Department	of	
Water	and	Power.
Owens	Lake	Mitigation	– Dust	Control
• Dry	lake	bed
• Largest	source	of	dust	pollution	(PM-
10)	in	US.
• Human	health	risks
• Reduced	0.05	km3/yr (1.6	m3/s)
Mono	Lake	Decision	(1982)
• Migrating	and	nesting	birds
• Reduced	0.14	km3/yr (4.5	m3/s)
Colorado	River	Aqueduct	(~25%)
California	allocation
• 5.4	km3/yr (172	m3/s)
• Irrigation	districts
• Metropolitan	Water	District	of	Southern	
California	(MWD):	55	m3/s,	389	km,	5	
pumping	stations,	492	m	lift.
Modern	Issues
• Over	allocated	by	~4.7	km3/yr (~150	m3/s)
• Rising	populations	in	other	states
Colorado	River
• 19.7	km3/yr (625	m3/s)	– ~2.7	Adige	Rivers
• Serves	30	million	people	across	seven	
states	– ~1/2	Italy
State	Water	Project	(~30%)
Basins	support	25	million	people	and	
$36	billion	agriculture	industry
Modern	Issues	– Delta	Smelt
• Indicator	species for	the	overall	
health	of	the	Delta's	ecosystem	
• Endangered	Species	Act
• Delta	Smelt	Pumping	restrictions
Originates	from	SRB	and	SJR-TLB	in	San	
Francisco	Bay	Delta
Metropolitan	Water	District	of	Southern	
California:		2.4	km3/yr (75	m3/s),	489	
km,	6	pumping	plants,	988	m	lift
Hypomesus transpacificus /	U.S.	Fish	
and	Wildlife	Service
http://www.water.ca.gov
Local	Supplies	(~38%)
Recycled	Water
Groundwater	including	stormwater
capture
Conservation
Desalination
Objectives
Will	climate	change	significantly	modify	the	hydrologic	cycle	in	the	
Western	United	States?
If	so,	will	it	influence	imported	supplies	in	such	a	way	that	leaves	
Southern	California	in	periods	of	extended	water	shortages?
Are	long-term	plans	for	expansion	of	local	supplies	adequate	enough	
to	meet	any	deficit	brought	on	by	climate	change?
Greenhouse	Gas	Concentrations	(0	- 2014)
IPCC	2007
500
750
1000
1250
1500
1750
2000
250
275
300
325
350
375
400
0 200 400 600 800 1000 1200 1400 1600 1800 2000
CH4(ppb)
CO2(ppm)N2O	(ppb)
Year Data Source: NOAA
Carbon	Dioxide	(CO2)	– 43%	increase
Nitrous	Oxide	(N2O)	– 21%	increase
Methane	(CH4)	– 140%	increase
-0.50
-0.25
0.00
0.25
0.50
0.75
1.00
1880 1890 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Differnece	from	1951-1980	(°C)
Global	Surface	Temperature	Differences	from	1951-1980
Warmer	than	Normal
Colder	than	Normal
2015
Data Sources: NASA (T) & NOAA (ENSO)
2016
Most	of	the	warming	has	occurred	in	the	past	50	years	or	so,	
as	have	most	of	the	anthropogenic	greenhouse	gas	emissions.
• The	17	warmest	years	have	occurred	in	the	past	19	years.
• 1976	was	the	last	cooler	than	normal	year.
Temperature	Trends	(1901-2012)
IPCC 2013
°C
Temperatures	in	the	Western	US	have	increased	by	1	to	2°C	
over	the	past	century,	which	is	well	above	the	global	average.
Climate	Models	or	Earth	System	Models
3D	representations	of	the	major	components	of	the	
Earth	system:	land	surface,	atmosphere,	oceans,	ice.
Used	to	simulate	a	variety	of	processes,	such	
as	climate	change,	land	cover	change.
IPCC 2013
Climate	Model	Simulations	of	the	Past	(1900-2005)
IPCC 2013
Climate	Model	Simulations	of	the	Past	(1900-2005)
Climate	Models	/ Earth	System	Models
Weather	vs	Climate	Analogy:	It	is	impossible	to	predict	the	age	at	which	
someone	will	die;	however,	we	can	say	with	high	confidence	that	the	average	
age	of	death	in	industrialized	countries	is	about	75.		Richard	Somerville,	Scripps
All	models	are	wrong	but	
some	are	useful.	George	Box
100
200
300
400
100
200
300
400
0100000200000300000400000500000600000700000800000
CO2	(ppm)
Years	Before	Present
100
200
300
400
500
600
700
800
900
1000
100
200
300
400
500
600
700
800
900
1000
0100000200000300000400000500000600000700000800000
CO2	(ppm)
Years	Before	Present
CO2 Concentrations	from	the	Past	800,000	years	(ice	cores)
Pre-Industrial Anthropogenic Future
Current	Level
CO2 in	2100	
(business	as	usual)
2°C COP21	Minimum	
Hoped	For	”Paris”	Pledge
3.5°C COP21	Current	
”Paris”	Commitment
Projected	Global	Surface	Temperature	Change
Spread	indicates	range	
of	possible	futures.
Current	
Temperature
Business	as	Usual
3 to	5.5°C
“Paris-Level”	Mitigation	
1	to	3°C
Projections	of	climate	change	in	2100	range	from	1 to	5°C	globally	depending	on	
the	greenhouse	gas	concentration	scenario… About	double	over	land.
Climate	Change	Impacts
Human Health
Agriculture
Water Resources
Ecosystems
Storm Surges
Regional	Climate	Model	for	Impacts	Studies
Regional	Climate	Models	(RCMs)	can	be	“nested”
within	an	AOGCM	in	order	to	increase	the	resolution	
(10s	km)	of	a	climate	simulation.
Boundary	conditions	are	obtained	from	the	AOGCM.
Intended	to	enhance	the	AOGCM	simulation.
Climate	Change	Projection	Simulations
10 AOGCMs
1 High-Res RCM
1 Hydro Model
Impacts on
Water Resources
ACCESS
BCC-CSM
CCSM4
CMCC-CM
FGOALS
IPSL-CM5A-LR
MIROC5
MPI-ESM-MR
MRI-CGCM3
Nor-ESM1-M
RegCM4 16-km
VIC 4-km
Simulations	performed	on	ORNL’s	Titan	– The	fastest	supercomputer	in	the	US.
To	date,	the	most	comprehensive	and	highest	resolution	assessment.
Greenhouse	Gas	Concentrations:
Historical	(1976-2005)
RCP	8.5	Future	Scenario	(2021-2050)
Hydrologic	Model	(VIC)	Verification
Naz	et	al.,	2016
Runoff
Calibration
(1981-2000)
Runoff
Validation
(2001-2008)
High	Resolution	Hybrid	Modeling
-25 -15-75 -65 -55 -45 -35 -25 -15 -51.3 1.4 1.5 1.6 1.7 1.8 1.9 2.0
Temperature (o
C)
a
Snow Depth (%)
b
E
Precipitation (mm/yr) Evapotranspiration (mm/yr) Runoff (m
Albedo (
c
Projected Changes (2021-2050 minus 1976-2005
Temperature	and	Snow	Changes:	2021-2050	minus	1976-2005
Temperatures	projected	to	increase	
an	additional	1.0	to	2.0°C	by	2050.
• Higher	than	the	global	average.
The	largest	increases	at	projected	at	
higher	elevations due	to	snow	related	
changes	in	surface	albedo	(reflectivity).
°C -25-75 -65 -55 -45 -35 -25 -15 -51.3 1.4 1.5 1.6 1.7 1.8 1.9 2.0
Temperature (o
C)
a
Snow Depth (%)
b
Precipitation (mm/yr) Evapotranspiration (mm/yr) Run
Albe
c
Projected Changes (2021-2050 minus 1976-2
%
Up	to	75%	decrease1.0	to	2.0°C	increase
Precipitation	Changes:	2021-2050	minus	1976-2005
3 to	4%	increase	in	precipitation,	but	with	considerable	intermodel uncertainty.
mm/yr
Precipitation	Seasonality	Changes:	2021-2050	minus	1976-2005
0.008 -0.004 0 0.004 0.008
Precipitation Seasonality
Changes (2021-2050 minus 1976-2005)
dimensionless
Elevation Contours from 1500m to 2000m by 500Methodology	from	Feng,	Porporato and	Rodriguez-Iturbe,	2013
Additional	precipitation	occurs	in	the	
winter,	which	is	the	wettest	part	of	
the	year.
Evaporation	Changes:	2021-2050	minus	1976-2005
Higher	irrigation	demands	and	
evaporative	losses	from	reservoirs.
mm/yr
Projected	Runoff	Changes:	2021-2050	minus	1976-2005
-25 -15 -5 5 15 25
Elevation Contours from 1500m to 2000m by 500
f
Runoff (mm/yr)
-150 -90 -30 30 90 150
c
Basin
Ensemble
Average
Ensemble
Range
Colorado	River +9% -3 to	50%
Owens Valley	– Mono	Lake +9% -13	to	35%
Sacramento	River +2% -30 to	22%
San Joaquin	– Tulare	Lake -1% -27 to	30%
-1	to	9%	change	ensemble	average	at	basin	
level,	but	with	a	large	range	of	uncertainty.
mm/yr
Runoff	Timing	Changes	(2021-2050	minus	1976-2005)
-8 -4 0 4 8
a
Center of Mass Day (days)
Changes (2021-2050 minus 1976-2005)
Mid-Flow Date (days)
More	precipitation	falls	as	Rainfall	and	snow	melts	earlier.
• Less	natural	storage	à Artificial	storage	and	flood	Issues
Streamflow	arrives	up	to	10	days	earlier.
Winter	water	levels	in	many	reservoirs	are	kept	low	for	flood	control	purposes.
• In	conflict	with	storage	needs!
Mann-Kendall	Trend	Test
(Red	bars	=	significant	at	5%)
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Period
c
Annual Cumulative Min Runoff
a
return
period
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Volume
Annual Cumulative Min RunoffAnnual Cumulative Max Runoff
0 10 20 30 40 50 60 70 80 90 100 0 10 20 30 40 50 60 70 80 90 100
Annual Cumulative Min RunoffAnnual Cumulative Max Runoff
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Period
c
Annual Cumulative Min Runoff
a
return
period
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Volume
Annual Cumulative Min RunoffAnnual Cumulative Max Runoff
0 10 20 30 40 50 60 70 80 90 100 0 10 20 30 40 50 60 70 80 90 100
Annual Cumulative Min RunoffAnnual Cumulative Max Runoff
50-year	Cumulative	Annual	Runoff	Changes: 2021-2050	minus	1976-2005
Basin Wet	Periods
Colorado	River +20%	(14	yr)
Owens Valley	– Mono	Lake +10%	(26	yr)
Sacramento	River +3%	(42	yr)
San Joaquin	– Tulare	Lake +6%	(38	yr)
Increase	in	both	abnormally	wet	
and	dry	years	(except	OV-ML)
• Less	normal	years
• Less	reliability
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Period
c
Annual Cumulative Min Runoff
a
return
period
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Volume
d
Annual Cumulative Min Runoff
b
Annual Cumulative Max Runoff
0 10 20 30 40 50 60 70 80 90 100 0 10 20 30 40 50 60 70 80 90 100
Annual Cumulative Min RunoffAnnual Cumulative Max Runoff
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Period
c
Annual Cumulative Min Runoff
a
return
period
Projected Changes (2021-2050 w.r.t. 1976-2005) in 50 year Return Volume
d
Annual Cumulative Min Runoff
b
Annual Cumulative Max Runoff
0 10 20 30 40 50 60 70 80 90 100 0 10 20 30 40 50 60 70 80 90 100
Annual Cumulative Min RunoffAnnual Cumulative Max Runoff
Dry	Periods
+3%	(38	yr)
-4%	(69	yr)
+13%	(29	yr)
+10%	(36	yr) GEV	Distribution;	Hatchings	for	KS	GOF	test	at	5%
50-year	Runoff	Return	Period	Changes:	2021-2050	minus	1976-2005
Winter	reservoir	water	levels	may	need	to	be	further	lowered	for	additional	
flood	control.
In	urban	locations,	flood	control	channel	capacities	may	need	to	be	increased.
m3/sReturn
Period
2	to	10	times	more	frequent.
GEV	Distribution;	Hatchings	for	KS	GOF	test	at	5%
Atmospheric	River	Frequency
Atmospheric	River	Intensity
A	larger	fraction	of	precipitation	falls	as	
heavy	precipitation.
Atmospheric	Rivers	Changes:		2021-2050	minus	1976-2005
Increase	in	the	frequency	of	atmospheric	
river	events,	but	the	average	event	
magnitude	remains	similar.
Our	Future	Water	Cycle
Present
Future
Substantial	reductions	in	
snowfall	(and	snowpack).
Increase	in	“rain	flood”	risk
Substantial	increase	in	extreme	
storm	frequency	and	intensity
Higher	irrigation	demands	and	
higher	population
Increased	summer	water	deficit	
and	decreased	spring	surplus
Precipitation Demand
Runoff
Additional
Deficit
Reduced
SurplusHigher	evaporative	losses	from	
reservoirs
Earlier	snowmelt
Not	all	of	California’s	current	
infrastructure	is	equipped	to	handle	
the	increased	future	winter	storage	
and	flood	control	requirements.
!!!Runoff!&!
Precip.!Extremes!
!!!Droughts!
!!!Temperatures!
!!!Flood!Risk! "!!Snowfall!
Reservoirs!Filled!
Earlier!
!!!Rainfall!
!!!EvapoA
transpiraBon!
!!!PopulaBon!
Reservoir!Water!
Released!Earlier!
"!!Albedo!
Earlier!Snowmelt!
Lack!of!Local!
Supply!Expansion!
!!!IrrigaBon!
Water!Demand!
!!!Indoor!Water!
Demand!
"!!Water!
Security!
Population
Populations	are	projected	to	rise	by	
~25%	in	Southern	California	by	2050.
http://www.newgeography.com/content/004926-california-2060
Under	current	climate,	if	no	further	
conservation	efforts	and	per	capita	
use	remains	the	same,	2050	demand	
would	increase	to	~6	km3/yr
Baseline	demand:		4.7	km3/yr,	680	
liters/capita/day	(Italy	~240)
Outdoor	Irrigation
Turf	rebate	programs	are	effective.
Rain	barrels,	but	rains	occur	when	
irriagtion requirements	are	lowest.
In	current	Southern	Californian	climate,	
grass	lawns	require	~1.3	m/yr of	water.
• Increasing	temperature	will	likely	
increase	this	demand.
• This	may	be	offset	slightly	by	
increasing	precipitation,	but	
problem	of	timing	(rains	in	winter).
Urban	and	agricultural	irrigation	demands	are	expected	to	
increase	with	climate	change	and	rising	population.
Widescale efficient	irrigation	is	needed.
Stormwater Capture
Construct	infrastructure	to	store	water	
off-stream	and/or	in	groundwater	banks.
Local	annual	precipitation	is	projected	to	
increase	by	3.6	cm	but	also	more	
extreme	years.
Due	to	urban	development,	few	suitable	
sites	exist	for	stormwater capture.
Groundwater	Storage
Increase	groundwater	banking	of	imported	
water,	recycled	water,	and	stormwater
• Current	imported	recharge	at	0.9	km3/yr
Depleted	aquifers	can	store	water	during	
abundant	years.
• Good	alternative	to	raising	reservoirs.
Recycled	Water
Currently,	there	is	no	direct	potable	reuse	
due	to	negative	public	perception.
• Not	valued	as	much	as	potable.
• Used	mostly	for	non-essential	uses	
(landscape	irrigation,	cooling	towers)
Needs	to	be	a	bigger	part	of	the	solution.
Currently	recycled	water	generates	~0.4	
km3/yr.
Potentially	doubling	by	2035.
Infrastructure
Existing	Infrastructure:
• Raise	in-stream	storage	structures.
• Reduce	conveyance	channel	and	
pipe	leakage	and	cover	aqueducts.
New	Infrastructure:
• Stormwater Capture
• Delta	2	Tunnels	– Perhaps
https://ww2.kqed.org/science/2016/07/25/about-that-
17-billion-water-project-delta-tunnels-101/
Management
http://cw3e.ucsd.edu/FIRO/ - December	2013	Lake	Mendocino	Example
Agriculture	to	urban	water	
transfers.
Reservoir	Rule	Curve
Reservoir	
Storage
Cumulative	
Rainfall
Forecast	Informed	Reservoir	
Operations	(FIRO).
• Reservoirs	water	levels	are	
often	lowered	in	the	winter	
for	flood	control	purposes.
• Weather	forecasts	are	little	
used	for	reservoir	
management.
Does Near Term Climate Change Risk Represent
a ‘Yard Sale' for the US Ski Industry?
Daniel Scott1, Brianna R. Pagán2,3,
Robert Steiger4, Moetasim Ashfaq5,
Deeksha Rastogi5, Jeremy S. Pal2 Lake Louise, Canada
321 4 5
Projecting Climate Change Impacts on Water Resources in Regions of Complex Topography: A Case Study of the Western United States and Southern California

Projecting Climate Change Impacts on Water Resources in Regions of Complex Topography: A Case Study of the Western United States and Southern California