Analysis of 2000-2011 Arizona Dust-Related Traffic Incidents€¦ · Analysis of 2000-2011 Arizona...

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Analysis of 2000-2011 Arizona Dust-Related Traffic Incidents Ken Waters [email protected] National Weather Service, Phoenix March 5, 2013 Dust Storm Workshop Ken Waters, NWS Phoenix, [email protected], March 5, 2013

Transcript of Analysis of 2000-2011 Arizona Dust-Related Traffic Incidents€¦ · Analysis of 2000-2011 Arizona...

Page 1: Analysis of 2000-2011 Arizona Dust-Related Traffic Incidents€¦ · Analysis of 2000-2011 Arizona Dust-Related Traffic Incidents Ken Waters Ken.waters@noaa.gov National Weather Service,

Analysis of 2000-2011 Arizona Dust-Related Traffic Incidents

Ken Waters [email protected]

National Weather Service, Phoenix

March 5, 2013 Dust Storm Workshop

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Data Source

• Annual Traffic Incident Database compiled by Arizona Department of Transportation (ADOT), Risk Management Section

• Data are stored in CSV format with one year’s

worth of data on one CD • Years used: 2000-2011 • Public request sent to ADOT

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Data Methodology, 2000-2011

• Total incidents statewide: 1,531,331 • Records were screened for the “Weather” flag • Latitude and Longitude values required for

Geographic Information Systems (GIS) analysis

• After weather and lat/long filters applied, 1,446 were flagged with weather factor identified as dust/sand

– 29 incidents had 1+ fatalities – 520 incidents had 1+ injuries with no fatalities – 897 incidents had no reported injuries/fatalities

Weather Flag

Meaning

0 No weather

1 Clear

2 Cloudy

3 Sleet/Hail/Freezing Rain

4 Rain

5 Snow

6 Severe crosswinds

7 Dust or sand

8 Fog or smoke

9 Blowing Snow

97 Other

99 Unknown

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Dust-Related Incidents by Month

0

50

100

150

200

250

Other

Injuries

Fatalities

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Monthly Analysis

• Two peaks

– April: likely due to synoptic spring wind events, especially across Northern Arizona [e.g., I-40]

– July: definitely due to high frequency of monsoon thunderstorms --- downbursts producing dust storms

• Note that dust-related incidents occur year-round

0

50

100

150

200

250

Jan

uar

y

Feb

ruar

y

Mar

ch

Ap

ril

May

Jun

e

July

Au

gust

Sep

tem

be

r

Oct

ob

er

No

vem

be

r

De

cem

ber

Other

Injuries

Fatalities

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Dust-Related Incidents by Year

0

20

40

60

80

100

120

140

160

180

200

2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011

Other

Injuries

Deaths

NOTE: Only a few reports from the year 2000 included latitude and longitude and so those records could not be used in this study. Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Yearly Analysis

• High values in 2002, 2006, 2007, and 2011

• Seems to correlate well with drought/precipitation pattern

0

20

40

60

80

100

120

140

160

180

200

Other

Injuries

Deaths

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Geographic Analysis

• Initial Observations: – As expected, strong

correlation with traffic density (greatest numbers in Phoenix and Tucson and points between)

– Some indication of “clumping” of reports indicating possible trouble spots --- more apparent after zooming in

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Problem Area Identification

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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I-10 Corridor Phoenix-to-Tucson

MM 211-212, Vicinity Picacho Blvd.

MM 224, Vicinity Mormon Trail Monument

MM 225, Vicinity Park Link Drive

MM 208, Eloy

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Casa Grande

MM 192, Vicinity McCartney Rd to Cottonwood

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Northeast of Eloy, East of Casa Grande

Selma Hwy & AZ-87

Eleven Mile Road & AZ-287

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Maricopa to Sun Lakes

I-10 MM 175, Near AZ-587 & Nelson Rd.

AZ-347 (Maricopa Hwy) near Casa Blanca Rd.

Maricopa

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Yuma

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Tucson

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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I-10 Willcox to San Simon

Willcox San Simon Bowie

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I-40, Winslow to Holbrook

Winslow

Holbrook

Labels show date of incident. Note many occurred during March and April

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Conclusion

• ADOT Accident Database useful to find temporal and geospatial trends – Common problem locations with high frequency of accidents

• Linked with land use data can be used for mitigation • Helps identify locations where dynamic alert signs would be useful

– Linked to drought/precipitation patterns

• Questions? – Ken Waters, Warning Coordination Meteorologist (WCM) – [email protected] – National Weather Service, Phoenix – 602-275-0073

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Dust Origins Project

Glenn Lader and Ken Waters [email protected] or [email protected]

National Weather Service Tucson and Phoenix

March 5, 2013 Dust Storm Workshop

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Goal

- Develop a database of Dust Events for 2011 and 2012 to determine “Dust Origin” locations from thunderstorms.

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Methodology

• Define events from 2011 and 2012 using Dust Warning issuances and reports.

• Review radar data using GR-Analyst to determine locations of initial outflow resulting in dust.

• Plot the data using ESRI GIS online explorer

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2011 and 2012 Dust Origins

Ken Waters, NWS Phoenix, [email protected], March 5, 2013

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Caveats

• The single point referenced was the first initiation of strong winds originating from the early thunderstorm(s) of the day.

• As the cold outflow air is pushed away from these initial storm(s), new storms then form thus creating new outflow and additional dust.

• The secondary or third series/clusters of storms are not plotted for both simplicity and because they are too numerous.

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Future Work Possibilities

• Combine the “Dust Origin” data with land use data to determine similarities.

• Create data sets for additional years.

• Differentiate event types

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Questions?

-Glenn Lader, Operational Forecaster

[email protected]

-National Weather Service, Tucson

-Ken Waters, Warning Coordination Meteorologist (WCM)

[email protected]

-National Weather Service, Phoenix

-602-275-0073

Ken Waters, NWS Phoenix, [email protected], March 5, 2013