introduction...aug sept ipi/ca 2020 1.7157 2.0900 eio/ca 2020 1.6493 2.5136 an nn bn given aug/sept...
TRANSCRIPT
-
Introduction
1
-
Predicting Wildfire Favorable Conditions
in California at Subseasonal to
Seasonal Lead Times Using Remote
PredictorsCiara Dorsay1, Tom Murphree2, Kellen Jones2
1University of California, Berkeley CA
2Naval Postgraduate School, Monterey CA
2
-
3
-
4
-
5
Data1. Monthly / daily atmospheric and oceanic NCEP/NCAR Reanalysis 1 data2. August-November 1970-20193. Indices of known climate variations (e.g., Indian Ocean Dipole)
Methods1. Statistical and dynamical analyses (e.g., conditional compositing,
correlations, regressions, wave train and teleconnection analyses)2. Experimental forecast system development and testing3. Hindcast and forecasting, including verification and skill scores
-
6
-
7
-
Presentation
8
-
Predicting Wildfire Favorable Conditions
in California at Subseasonal to
Seasonal Lead Times Using Remote
PredictorsCiara Dorsay1, Tom Murphree2, Kellen Jones2
1University of California, Berkeley CA
2Naval Postgraduate School, Monterey CA
9
-
10
200 mb Geopotential Height Anomaly Associated with the most offshore wind Novembers in
California
-
11
-
12
-
13
Data
1.NCEP/NCAR Reanalysis 1 monthly/daily atmospheric and oceanic
data
2.August-November 1970-2019
3.Climate variation index data (MEI, DMI, EMI)
Methods
1.Detrending and standardizing of atmospheric and oceanic data
2.Conditional compositing, correlations, regressions, wave train and
teleconnection analyses
3.Experimental forecast system development and testing
4.Hindcasting and forecasting, including verification and skill scores
-
14
-
15
-
16
-
17-5.12E06 -5.12E060
-
18
-
19
-
IPI and Multiple Linear Regression Results
20
Aug IPI vs. Nov CAU850 0.488
Sept IPI vs. Nov CAU850 0.476
Oct IPI vs. Nov CAU850 0.526
Nov IPI vs. Nov CAU850 0.472
Correl. Values between IPI and Observed Nov CAU850 1970-2019
Created IPI and combined with year
Developed MLR model
Hindcast 1970-2019 using output from linear regression model
-
Schematic: Interpretation of Dynamical Processes
21
What could be causing ups/downs: positive phase of Indian Ocean Dipole, El Niño Modoki
What is most likely not causing ups/downs: negative phase of Indian Ocean Dipole, La Niña Modoki, El Niño/La Niña
-
Prediction for November 2020
22
Aug Sept
IPI/CA 2020 1.7157 2.0900
EIO/CA 2020 1.6493 2.5136
AN
NN
BN
Given Aug/Sept positive SSTAs in Eastern Indian Ocean and negative SSTAs in central tropical Pacific, expect to observe wildfire unfavorable winds in California Nov. 2020
-
23
-
24
Summary
Findings
1. California wildfire favorable winds in November are linked to tropical climate variations and may be predictable at leads of several months
2. Longer lead predictions should contribute to improved planning and reduction of risks and losses
Future Research
1. Expand to other months2. Incorporate V component of wind into methodology 3. Develop better understanding of role of climate variations4. Incorporate cross validation into prediction model
-
25
-
Sources
Unless otherwise indicated, all figures provided by the NOAA/ESRL Physical Sciences Laboratory, Boulder Colorado from their website at http://psl.noaa.gov/
Kalnay, E. and Coauthors, 1996: The NCEP/NCAR Reanalysis 40-year Project. Bull. Amer. Meteor. Soc., 77, 437-471.
Slide 2/9:
Associated Press, 2018: Battling 18 blazes, California may face worst fire season. Oroville Mercury Register, Accessed 4 October 2020, https://www.orovillemr.com/2018/08/08/battling-18-blazes-california-may-face-worst-fire-season/.
Slide 3:
Tucker, Jill, 2018: Insurance claims from California fires nearing $12 billion. SFGATE, Accessed 4 October 2020, https://www.sfgate.com/news/article/Insurance-claims-from-California-fires-nearing-12540873.php.
Active NorCal, 2018: Camp Fire Update: Death Toll Rises to 48 as Fire Grows to 135,000 Acres, Hundreds Still Missing. Accessed 4 October 2020, https://activenorcal.com/camp-fire-update-death-toll-rises-to-48-as-fire-grows-to-135000-acres-hundreds-still-missing/.
Associated Press, 2018: Camp Fire: Town of Paradise leveled in less than a day | Updates. ABC 10, Accessed 4 October 2020, https://www.abc10.com/article/news/local/wildfire/camp-fire-town-of-paradise-leveled-in-less-than-a-day-updates/103-612969687.
Slide 11:
Cassidy, Emily, 2018: Here’s What Smoke From California’s Wildfires Looks Like From Space. Resource Watch, Accessed 4 October 2020, https://blog.resourcewatch.org/2018/11/14/heres-what-smoke-from-californias-wildfires-looks-like-from-space/.
26
http://psl.noaa.gov/https://www.sfgate.com/news/article/Insurance-claims-from-California-fires-nearing-12540873.phphttps://activenorcal.com/camp-fire-update-death-toll-rises-to-48-as-fire-grows-to-135000-acres-hundreds-still-missing/https://www.abc10.com/article/news/local/wildfire/camp-fire-town-of-paradise-leveled-in-less-than-a-day-updates/103-612969687https://blog.resourcewatch.org/2018/11/14/heres-what-smoke-from-californias-wildfires-looks-like-from-space/
-
Supplementary Slides
27
-
28
-
29
-
30
-
31
-
32
BN EIO Years
-
33
-
34
-
35
-
36
-
37
-
38
-
39
-
40
-
41
-
42
-
43
-
44
-
45
-
Aside: Using trended vs. detrended data
46
-
Correlation Values between different California regions
47
CA/NorCal CA/CentCal CA/SoCal
0.94 0.98 0.94
NorCal/CentCal NorCal/SoCal SoCal/CentCal
0.88 0.77 0.93
-
48
-
49
-
Prediction for November 2020
50
IPI Thresholds Aug Sept AN
BN threshold 1.2069 1.1753 NN
AN threshold 1.6691 1.8122 BN
EIO Threshold Aug Sept
BN threshold 1.1917 1.2848
AN threshold 1.7204 1.8125
Aug Sept
IPI/CA 2020 1.7157 2.0900
EIO/CA 2020 1.6493 2.5136
-
51