New hurricane forecast products with more lead time for disaster preparation by electric utilities
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Transcript of New hurricane forecast products with more lead time for disaster preparation by electric utilities
New hurricane forecast products with more lead
time for disaster preparation by electric
utilities
Iris Grossmann, PhD.With Phil Klotzbach, Ph.D. (Colorado State) and Mitch
Small, Ph.D. (CMU)Center for Climate and Energy Decision Making
(CEDM)
Image source: Pepco
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Motivation: Tropical cyclones (TC) may become more intense in a warmer world….
2Center for Climate and Energy
Decision Making
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2008 Hurricane season: 7 TC landfalls in US,40 million customers experienced outages
TS Fay
Cat 1 Dolly
Cat 2 Gustav
TS Edouard
Cat 2 Ike
TS Hanna
Cat 1 Kyle
Image source: NOAA/NHC
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Utility preparation prior to expected TC landfall
Assess needs for line & tree crews and equipment Request crews through mutual assistance groups Ready crews; plan transportation, lodging etc Deploy crews Revise...
Problems: 1. Preparation is expensive2. Need to prepare well in advance, e.g., at least 3 days, but
forecasts at that time are not very good.
Center for Climate and Energy Decision Making
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How good are hurricane track forecasts?
Center for Climate and Energy Decision Making
130-255m error
Image source: NOAA/NHC
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Very intense storms may change intensity too quickly for accurate forecasting
Center for Climate and Energy Decision Making
Cat 5Cat 4Cat 3Cat 2Cat 1
Cat 5Cat 4Cat 3Cat 2Cat 1
Hurricane Felix2007
Hurricane Opal1995
Image source: NOAA/NHC
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2-phase approach to TC forecasting & power restoration (project in review with NSF Infrastructure Management & Extreme
Events)
I. New statistical TC forecasting schemeII. Dynamic programming model for power line
restoration planning
Center for Climate and Energy Decision Making
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2-phase approach to TC forecasting & power restoration (project in review with NSF Infrastructure Management & Extreme
Events)
I. New statistical 5-14 day TC forecasting schemei. Assess probability that TC will undergo rapid intensification (RI)
and probability that it will become long-lasting major TCii. Assess likelihood ranges for landfall locations, using historic
tracks in proximity to given TC, analog years, and prevailing tracking patterns during given season
Short-term (conventional) forecast and individual utility planning
New long-range forecast scheme and individual utility planning
Short-term (conventional) forecast and utility consortium planning
New long-range forecast scheme and utility consortium planning
II. Dynamic programming model for restoration planning
i. Successive evaluation of optimal allocation / deploymentii. In each step: should crews stay or move?iii. Compare cost across 4 options below:
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1. Thermal energy from difference between warm ocean and colder atmosphere
2. Unstable atmosphere3. Mid-tropospheric moisture4. Low vertical wind shear5. Vorticity (spin)6. Coriolis force
Forecast scheme makes use of conditions that determine TC formation and intensity
Center for Climate and Energy Decision Making
Image source: Wikipedia
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Early stage storms: “invests”
Center for Climate and Energy Decision Making
Bottom: fully formed hurricane
Image sources: NOAA/NHC, NASA
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Preliminary studies till date (in collaboration with forecaster Phil Klotzbach)
Center for Climate and Energy Decision Making
I. Pilot-study: scheme to evaluate potential for TC formation
II. Assess probability that an invest will spend „long“ time period in major TC stage
III. Assess probability of rapid intensification (RI)IV. Tracking patterns and analog years
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I. Pilot study on TC formation forecasting scheme
Center for Climate and Energy Decision Making
MDR Genesis Parameter (10-20°N, 20-60°W)
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I. Pre-cursor signals for TC formation (from Phil Klotzbach)
9 – 11 Day Lead 6 – 8 Day Lead
3 - 5 Day Lead 0 - 2 Day Lead
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Conditions at time of initial TC formation for soon-to-be major hurricanes vs weaker storms
Center for Climate and Energy Decision Making
• 56% less wind shear than non-developing invests, 44% less than all hurricanes.
• 16.5% more humidity than non-developing invests, 3% more than all hurricanes.
• 1.6K warmer sea surface temperature than for non-developing invests, 0.8K warmer than for all hurricanes.
II. Assess probability that invest will spend “long” time period in major TC status
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Relationship between duration in major TC status and damages
Center for Climate and Energy Decision Making
Hours as major hurricane (mean)
Hours as major hurricane (median)
All major hurricanes 1900-2008
57.7 42.0
Major hurricanes that made landfall
59.6 42
Major hurricanes causing US damages ≥ $1 billion
68.4 48
40% of hurricanes that spend at least 36 hours in major hurricane status cause ≥ $1 billion in (normalized) US damages.
16Center for Climate and Energy
Decision Making
III. Assess probability of rapid intensification by MJO phase during TC formation
RI 25kt RI 30kt RI 35kt RI 40kt +
Phase 1& 2 76% 67% 47% 38%
Phase 6 & 7 33% 22% 22% 6%
The MJO (Madden Julian Oscillation) is a large-scale pattern of variability on the 30-90 day scale.
It is not free-standing but travels eastward as an atmospheric wave.
It progresses through 8 phases.
Probability of RI by MJO phase during which TC formed
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IV. Steering patterns: pattern persistence
1951
2004
Image source: NOAA/NHC
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2010
1954
IV. Steering patterns: pattern persistence (2)
Image source: NOAA/NHC
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Other climate work that I am engaged in
Center for Climate and Energy Decision Making
Decision-analysis of hurricane modification (completed) Assessing and communicating non-stationary hurricane
return periods given multidecadal variability and global warming (project in review at NSF Earth System Models)
Assessment of hurricane risks to off-shore wind turbines (published in PNAS)
Assessment of changes in US Southwest drought risks “Force majeure“ – due to climate change, climate
hazards may no longer be classifiable as act of God Evaluation of solar insolation data for large-scale solar
networks (in review at Renewable & Sustainable Energy Reviews)
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Thank you for your attention
Center for Climate and Energy Decision Making