a review of hurricane rainfall prediction guidance and ...€¦ · rainfall events (pre). a pre is...

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A review of hurricane rainfall prediction guidance and probability distribution function formulations for flood mitigation Pat Fitzpatrick Mississippi State University (research professor) Rules of thumb Forecast guidance examples for Hurricane Florence Empirical and climatology applications for return-level studies Considerations for post-Harvey and post-Florence research Time period for general questions on hurricanes

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Page 1: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

A review of hurricane rainfall prediction guidanceand probability distribution function formulations

for flood mitigation

Pat Fitzpatrick

Mississippi State University (research professor)

• Rules of thumb

• Forecast guidance examples for Hurricane Florence

• Empirical and climatology applications for return-level studies

• Considerations for post-Harvey and post-Florence research

• Time period for general questions on hurricanes

Page 2: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Rules of thumb

Page 3: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

• Kraft equation (inches)

Maximum rainfall=100/speed (in knots)

• TRopical Rainfall Potential (TRaP)

Maximum rainfall=Avg measured rain rate X Length of rain shield/speed

Page 4: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Forecast guidance examples for Hurricane Florence

Links, class notes, and video lectures available on JSU teaching website:

http://weatherclasses.com

Page 5: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Comparison global, regional, high-resolution models

18-h forecast rain totalInitialized Sept. 14, 18Z

Page 6: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 7: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 8: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 9: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Comparison global, regional, high-resolution models

30-h forecast rain totalInitialized Sept. 14, 18Z

Page 10: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 11: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 12: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 13: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Comparison global, regional, high-resolution models and hurricane model

18-h forecast rain rate or radar reflectivity (derived from rain rate)Initialized Sept. 14, 18Z

Page 14: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 15: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 16: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 17: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 18: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Comparison global, regional, high-resolution models and hurricane model

30-h forecast rain rate or radar reflectivity (derived from rain rate)Initialized Sept. 14, 18Z

Page 19: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 20: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 21: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 22: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 23: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Ensemble Tropical Rainfall Potential (eTRaP)

Examples shown for 6-hr forecast

Initialized Sept. 14, 18Z

Page 24: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Probability of Precipitation (POP)>25 mm

25 mm ≈ 1 inch

Page 25: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Probability of Precipitation (POP)>50 mm

50 mm ≈ 2 inches

Page 26: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Probability of Precipitation (POP)>75 mm

75 mm ≈ 3 inches

Page 27: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

ETRAP 6-hr rain totals

Page 28: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

NOAA’s Weather Prediction Center (WPC) generalized graphics

Initialized Sept. 14, 18Z

Page 29: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 30: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 31: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 32: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 33: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Hydrology tools

Page 34: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 35: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 36: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 37: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 38: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 39: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 40: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

NOAA’s Water Model

Page 41: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 42: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 43: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 44: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 45: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

USGS Flood Page

Page 46: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 47: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 48: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 49: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Empirical and climatology applications for return-level studies

Page 50: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Rainfall CLImatology and PERsistence (R-CLIPER)

Variants used for baseline skill metrics (models should perform better!) and FEMA’s Mitigation division (HAZUS software)

Page 51: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Satellite-derived rainfall rate pdfs

Reference: Lonfat, M., F. D. Marks, and S. S. Chen, 2004: Precipitation distribution in tropical cyclones using the Tropical Rainfall Measuring Mission(TRMM) microwave imager: A global perspective. Monthly Weather Review, 132, 1645-1660.

Page 52: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

From Fitzpatrickand Lau (2011)Based on Lonfat et al.(2007)

R-CLIPER for TS, Min Hurr, and Major Hurr, with avg, ± 10%, ± 20%, ± 34%, ± 68%,

Page 53: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

P-Cliper PDF equations ( -90% ≤ f ≤ 90%)

For tropical storms

027499.0995207.2

)838964806.3

r 2-

10672969851.1 - 2

r5-

1005957684.2

TSTS

TS

TS

TSTSTS

B,A

50r;f)(Bexp

((r,f)R

50r;f)(BexpA(r,f)R

==

=

=

+

For Category 1 and 2 hurricanes

0213.0539108.5

)656484399.6

r3-

10840501651.6 2

r4-

10444507808.4

3

r6-

10935560971.1 4

r9-

10474340293.2

12C12C

12C

12C

12C12C12C

B,A

30r;f)(Bexp

((r,f)R

30r;30

rf)(BexpA(r,f)R

==

=

=

+

+−

+−

For Category 3, 4 and 5 hurricanes

018433.094344.10

)25059433.14r1-

10088545019.1

2

r4-

10033414728.3 3

r7-

10984284245.2

35C35C

35C

35C

35C35C35C

B,A

30r;f)(Bexp

((r,f)R

30r;30

rf)(BexpA(r,f)R

==

=

=

+−

+−

Reference

Geoghegan, K. M., P. J. Fitzpatrick, R. L. Kolar, and K. M. Dresback, 2018: Evaluation of a synthetic rainfall model, P-CLIPER, for use in coastal flood modeling. Natural Hazards, 92, 699-726.

Page 54: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 55: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Asymmetry and width should be added through wind shear, topography, dry air intrusion, 2D wind structure, and size

A version of R-CLIPER, known as R-PHRaM, considers only shear and topography. No known CLIPER model’s for other parameters.

More complicated terms could also incorporate frontal and trough interactions, as well as extratropical transitions

Page 56: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Also not considered in mitigation formulations are PredeccorRainfall Events (PRE).

A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct from its main precipitation shield, but still indirectly related to the storm.

Potential for excessive flooding before cyclone’s arrival

River flooding could also coincide with surge event (most studies assume river rise lags surge event)

Page 57: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 58: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 59: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

Considerations for post-Harvey and post-Florence research

Page 60: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct

General questions and discussion

Page 61: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 62: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 63: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct
Page 64: A review of hurricane rainfall prediction guidance and ...€¦ · Rainfall Events (PRE). A PRE is a coherent area of heavy rainfall poleward of a tropical cyclone, which is distinct