Climate Diagnostics of Large Fires in the Upper Colorado River Basin
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Climate Diagnostics of Large Fires in the Upper Colorado River
Basin
Nick NauslarM.S. Student/Research Assistant
Department of Atmospheric SciencesUniversity of Nevada, Reno & Desert Research Institute
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Climate and Wildfires• Climate fluctuations heavily impact length and severity of fire season.• Southern Oscillation Index have teleconnections with western US
climate.• Scientists research other indices to identify connections to fire
season.
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Climate and Wildfires• Fire season in the western US: May through
October (94% of fires & 98% of acres burned).• 50-80% of precipitation in the West falls from
October to March.• Peak fire season during July and August
(climatologically hottest and driest months).
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General Colorado Fire Climate
• Areas dominated by dry shrubs and grasslands depend on climate conditions 10-18 months before fire season.
• Colorado Rockies show wet (dry) conditions previous year contributing (inhibiting) fuel loading.
• Wet (dry) conditions during current year suppressing (enhancing) fire activity by moistening (drying) fuels.
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Why Investigate?• Costs: ~$500 million,
80,000+fires burning 3.5 million acres
• Loss of life and property• Better prediction and
information can lead to more efficient and productive fire management
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Geographical Area Coordination Centers (GACC)
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Rocky Mountain GACC
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Upper Colorado River Basin (UCRB)
COLORADO
UTAH
I-70
I-25
Grand Junction
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UCRB Climate
• Region varies greatly with precipitation and temperature values and from season to season
• Yearly snowfall from 12 in. to 200+ in. and total precipitation from 8 in. to 20+ in
• Average high and low temperatures as much as 25° different for the year
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UCRB Fuels
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UCRB Fuels
• Varies greatly from east to west• Fine (grasses and shrubs) to heavy (Aspen and
conifer trees) fuels • Fine fuels react quicker to weather/climate
changes. Easier to ignite and burn when dry• Heavy fuels react slower to weather/climate
changes. Burn longer and produce crown fires (very destructive)
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Palmer Drought Severity Index (PDSI)
• Chose to investigate relationship between PDSI and anomalous fire season severity.
• PDSI- Autoregressive measure of combined precipitation, evapotranspiration, and soil moisture conditions.
• Represents accumulated precipitation anomalies and to a lesser extent temperature anomalies.
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PDSI: 17 Jan 2009
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Standard Precipitation Index (SPI)
• SPI- Number of standard deviations that observed value would deviate from the long-term mean for normally distributed random variable
• Single numeric value assigned to precipitation accumulation
• Can compare across different climate regions
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SPI 1 Month Dec 2008
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PRISM Data• PDSI and SPI values are from Parameter-elevation
Regressions on Independent Slopes Model (PRISM) data
• Uses point measurements of precipitation, temperature, and other climatic factors
• Produces continuous, digital grid estimates of monthly, yearly, and event-based climatic parameters
• 4 km grid that accounts for topography and its effects
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PDSI and SPI PRISM Data• Devised a FORTRAN
program that mapped the closest PRISM data point and retrieved the average monthly value
• Obvious drawbacks: if fire occurred early in the month and only using one data point
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Arctic Oscillation (AO)• Dominant pattern of non-seasonal sea-level
pressure (SLP) variations north of 20°N• Characterized by SLP anomalies of one sign in
the Arctic and the opposite sign centered about 37°-45°N
• Below normal Arctic SLP (warm phase) and above normal Arctic SLP (cold phase)
• Leading mode of Empirical Orthogonal Function (EOF) analysis
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Pacific/North American Pattern (PNA)
• Based on analysis of Rotated Principal Component Analysis (RPCA)
• Process identifies primary teleconnection patterns for all months
• Daily PNA for last 120 days• Each daily value standardized by standard
deviation of monthly index from 1950-2000• Positive phase -> higher heights near Hawaii and
over intermountain west
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Oceanic Niño Index (ONI) (El Niño 3.4 Region)
• Based on +/- 0.5°C threshold for ONI
• ONI- 3 month running mean of sea surface temperature (SST) anomalies (5°N-5°S and 120°-170°W)
• Warm Phase-> El Niño, Cold Phase-> La Niña
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Multivariate ENSO Index (MEI)• Comprised of variables over tropical Pacific• SLP, surface wind (u, v components), SST,
surface temperature, and cloudiness• Calculated from 1st Principal Component
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Spearman Rank Correlation (SRC)
• Values between -1 and 1• Rank data in pairs• More robust and resistant than Pearson’s r• Statistically significant dependent on data and
final results• Set for α=.05, Confidence Interval= 95%
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Principal Component Analysis (PCA)
• Purpose is to reduce a data set with many variables to fewer variables but still representing most of the data
• 1st PC explains most variance• Subsequent PC’s explain less and less variance
and are uncorrelated to each other
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PDSI Histogram
• PDSI negative for all fires
• However, majority of large fires occurred during near-normal conditions (-1.9 to 1.9)
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SPI 1 and 3 Month Histograms
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SPI 6 and 12 Month Histograms
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SPI Scatter Plot
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PDSI and SPI PCATable 1
Factor 1 = 67% Factor 2= 21%
PDSI 0.21 0.07
SPI 1month 0.23 0.13
SPI 3month 0.20 0.26
SPI 6month 0.24 ~0
SPI 12month 0.12 0.53
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PDSI and SPI Summary
• Deficit precipitation in 3 and 6 month SPI• SPI 1 could be higher than normal due to
previous suggestions• SPI 12 month and PDSI near normal• Possibly a buildup fuels with near or above
normal precipitation then adequate shorter term drying = large fires
• Stays in line with previous studies
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Climate Pattern CorrelationsPNAJAN PNAJUNspearman= 0.37p=.007CI=99%
DJFENSO MJJENSOspearman= 0.29p=.04
CI= 96%
MEIDJ MEIJJspearman= 0.40p=.002CI=99.5%
JanAO JuneAOspearman= 0.38p=.003CI=99%
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AO PCA
Factor 1=41% Factor 2=20% Factor 3=12%
JanAO 0.36 0.08 0.21FebAO 0.28 ~0 0.04MarAO 0.03 0.42 0.43AprAO ~0 0.01 0.04MayAO 0.02 0.01 ~0JuneAO ~0 0.03 ~0JulyAO ~0 0.02 ~0AugAO ~0 0.01 ~0SepAO ~0 0.04 ~0OctAO 0.02 ~0 0.09NovAO 0.11 0.10 0.02DecAO 0.17 0.29 0.17
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PNA PCA
Factor 1=28% Factor 2=20% Factor 3=17%
PNAJAN ~0 0.09 0.01PNAFEB 0.01 0.11 ~0PNAMAR 0.14 0.02 0.05PNAAPR 0.24 0.22 ~0PNAMAY 0.03 0.05 0.01PNAJUN 0.01 0.13 ~0PNAJUL 0.02 0.05 0.67PNAAUG 0.13 0.14 0.16PNASEP 0.23 0.05 ~0PNAOCT 0.03 0.08 ~0PNANOV 0.12 0.03 0.08PNADEC 0.04 0.05 0.01
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ENSO 3.4 PCAFactor 1=77% Factor 2=21%
DJFENSO 0.02 0.43JFMENSO 0.02 0.29FMAENSO 0.02 0.13MAMENSO 0.02 0.06AMJENSO 0.04 0.01MJJENSO 0.06 ~0JJAENSO 0.08 0.01JASENSO 0.09 0.01ASOENSO 0.11 0.01SONENSO 0.14 0.02ONDENSO 0.20 0.02NDJENSO 0.21 0.02
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MEI PCAFactor 1=63% Factor 2=29%
MEIDJ 0.04 0.22MEIJF 0.04 0.22MEIFM 0.04 0.18MEIMA 0.06 0.10MEIAM 0.06 0.02MEIMJ 0.07 ~0MEIJJ 0.08 0.02MEIJA 0.06 ~0MEIAS 0.12 0.05MEISO 0.14 0.05MEION 0.14 0.07MEIND 0.15 0.06
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Climate Pattern Summary• Correlations show statistically significant
connection between winter and summer months
• Fall and winter months in Niño patterns important, explain most of the variance
• PNA inconclusive although spring and summer seem to have some connection
• AO appears to have connection in winter months
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Climate Pattern Summary• Winter patterns seem
to have the most impact on following fire season
• Explain most of the variance, studies show connection with some of these patterns and the Rockies
Colorado Rockies
Cor
rela
tion
(PD
SI
&
acre
s bu
rned
)
-0.5
0
0.
5-40 -30 -20 -10 0
Months before August
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Conclusions• Near normal conditions further back with
drought conditions closer to fire start• Large scale climate patterns show some
promise of teleconnections (esp. ENSO)• Preliminary results are encouraging, merit
further investigation• Investigate further back with indices• Perform more complete statistical analysis
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References• “Climate and Wildfire in the Western United States”- Westerling,
Gershunov, Brown, Cayan, and Dettinger, 2001• “Statistical Forecast of the 2001 Western Wildfire Season Using
Principle Components Regression” - Westerling, Gershunov, Brown, Cayan, and Dettinger, 2002
• “ENSO Influence on Intraseasonal Extreme Rainfall and Temperature Frequencies in the Continental United States: Observations and Model Results”- Gershunov, Barnett, 1998.
• Wildland Fire Assessment System (WFAS)• Climate Prediction Center (CPC)• Program for Climate, Ecosystems, and Fire Applications (CEFA)• Western Regional Climate Center (WRCC)• ATMS 706: Data Analysis taught by Dr. Ryan Banta• National Interagency Fire Center (NIFC)