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esassoc.com Floodplain Management Association Conference 2017 Floodplain Management Association 2017 Mountain View Storm Drain Master Plan Climate Change and Rainfall Statistics James Gregory, PE, ESA, 9/7/2017

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Page 1: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

esassoc.com

Floodplain Management Association Conference 2017

Floodplain Management Association 2017

Mountain View Storm Drain Master PlanClimate Change and Rainfall Statistics

James Gregory, PE, ESA, 9/7/2017

Page 2: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Project overview

• The City is working to establish a prioritized CIP to reduce flood risk in Mountain View

• The CIP includes evaluating future climate scenarios for a Storm Drain Master Plan

• ESA developed a climate tool linking MATLAB and GIS to estimate changes in rainfall intensity-duration-frequency under effects of climate change

Page 3: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Climate change background

• General circulation models

wikipedia.org Cal-adapt.orgAdapted from IPCC, 2014

• Emissions scenarios− SRES (replaced)− RCPs (IPCC AR5)

• Downscaling− Dynamic− Statistical

Page 4: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

• More frequent, and stronger, tropical cyclones• Uncertain effect on winter extratropical cyclones• More frequent, and heavier, atmospheric river events• Accelerating sea level rise (WAIS)

Emanuel 2013

Lehmann 2014

Jeon 2015

Climate change trends in California

Page 5: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Climate Data Sources

Existing data New Data

WCRP CMIP5/CMIP3 Cal-Adapt California Climate

CommonsCMIP5 GCM

data Scripps LOCA

Resolution 12km 12km 270m 100km 4km

Spatial coverage CONUS California and Nevada California Global CONUS

Temporal coverage 1950-2100 1950-2100 1950-2100 1950-2100 1950-2100

Available variables

Raw data -temperature,

rainfall, hydrologic

Raw and post-processed -

temperature, rainfall, hydrologic, wind, fire

Post-processed -temperature, rainfall,

hydrologic

Raw data -temperature,

rainfall

Raw data –temperature,

rainfall, hydrologic

Number of GCMs 20+ 4 2 56 32

Data access http://gdo-dcp.ucllnl.org/ http://cal-adapt.org/ http://climate.calcommo

ns.org/

https://esgf-data.dkrz.de/projects/cmip5-

dkrz/

http://gdo-dcp.ucllnl.org/

Page 6: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Problem statement

• The need for floodplain managers to plan for climate change impacts is increasing

• Guidance is lacking with respect to quantifying the impact of climate change on rainfall

• Data resources exist to quantify change in climate conditions

• How to leverage this data to inform resource planning?

Page 7: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Future IDF curves

2100 high 100yr depthEC 100yr depth

Hydrologic Model

Hydraulic model Floodplains

Future IDF Spatial Data

General approach

Page 8: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

• Typically available at County Level• Also available digitally from NOAA (Atlas 14)

Santa Clara County (2006) NOAA Atlas 14

http://hdsc.nws.noaa.gov/hdsc/pfds/pfds_map_cont.html?bkmrk=ca

Intensity-duration-frequency curves

Page 9: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

• Daily rainfall gridded data from 1950-2100 − ~60,000 grids/model

• 30 GCM model runs and 2 climate scenarios − ~3.6M grids of rainfall data

• Historic period used to train models from 1950-2005• Data downscaled to 12km resolution for CONUS• BCCA downscaled data used

Daily total rainfall, BCCA access1-0 GCM, July 07, 1957

Data

Page 10: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

0.1

1.0

10.0

0.0100.1001.000Peak

ann

ual r

ainf

all (

in)

Probability

Annual MaximaGEV fit

0.1

1.0

10.0

0.0100.1001.000

Peak

ann

ual r

ainf

all (

in)

Probability

Annual MaximaGEV fit

Historic frequency Future frequency, 2067 RCP4.5

Climate data frequency analysis

Page 11: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Model distribution

Page 12: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Emissions scenario Recurrence interval Year Climate model distribution statistic

Percent change in rainfall depth

RCP 8.5

10-year

2067

Mean 17%

Mean + 1SD 30%

Mean + 2SD 43%

2100

Mean 25%

Mean + 1SD 42%

Mean + 2SD 58%

100-year

2067

Mean 20%

Mean + 1SD 46%

Mean + 2SD 71%

2100

Mean 26%

Mean + 1SD 53%

Mean + 2SD 80%

Data output

Page 13: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Further Applications

• Sizing new stormwater infrastructure to accommodate future climate conditions

• Understand future level of service for existing infrastructure• Estimate timing over which existing infrastructure will need

to be upgraded• Develop future climate conditions IDF curves and spatial

data for hydrology guidelines

Page 14: Floodplain Management Association Conference 2017 ......esassoc.com Floodplain Management Association Conference 2017 • Daily rainfall gridded data from 19502100 - − ~60,000 grids/model

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Floodplain Management Association Conference 2017

Questions - Contact• James Gregory, PE

[email protected]− 510.463.6742

• Carlos Diaz, PE− [email protected]

• 707.285.0586