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Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual Meeting January 11, 2010

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Page 1: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters

Meead Saberi K. and Robert L. Bertini

Transportation Research Board Annual MeetingJanuary 11, 2010

Page 2: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Background• Clarus Initiative (2005):

– U.S. Department of Transportation– FHWA Road Weather Management

Program – National Oceanic and Atmospheric

Administration (NOAA)

Page 3: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Objectives• Quantify a measurable effect of weather

conditions on traffic flow and speed

• Quantify possible effect of rainfall on incident occurrence

Page 4: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Study AreaI-5 Northbound, Portland

MP 302.5 (Broadway St.), MP 305.12 (Portland Blvd.), MP 307.9 (Jantzen Beach)

Page 5: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Data

PORTAL

Page 6: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Weather Data

Portland Oregon Regional Transportation Archive Listing(from NOAA)

• 17,301 hours on weekdays 2005-07• Hourly rainfall, wind speed, and visibility

from PDX Airport

Page 7: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Traffic and Incident Data

Portland Oregon RegionalTransportation Archive Listing(from Oregon DOT)

• 26,000 hours on weekdays 2005-07• Hourly traffic volumes and speeds• 2,700 reported incidents

Page 8: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Rain vs. No Rain

No Rain = 15,402 hoursRain = 1,899 hours

Page 9: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Hourly Flow with and without Rain

at MP 302.5

Page 10: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Hourly Speed with and without Rain

at MP 302.5

Page 11: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Do incidents influence the results?

Milepost 302.5

Page 12: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Do incidents influence the results?

Milepost 302.5

Page 13: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Breaking the rainy condition into different rainfall categories

Very Light = 692 hoursLight =709 hoursModerate = 459

Page 14: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Effect on Incidents Occurrence

From milepost 300 to 307.9

Page 15: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Examining Traffic Data in Different Rainfall Categories

Page 16: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Examining Traffic Data in Different Rainfall Categories

Page 17: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Testing DifferencesKruskal-Wallis Test

Speeds Flows

Page 18: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Probabilistic AnalysisMP

302.5

Page 19: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Probabilistic AnalysisMP

302.5

Page 20: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Traffic and Weather Analysis in the Context of the Fundamental Diagram

MP 302.5

Page 21: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Bivariate Analysis MP 302.5

Page 22: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Conclusions1. Reported incident rates were higher for hours preceeded

by 3 consecutive hours of rain than hours preceeded by no rain.

2. Higher reported incident rate was observed in moderate rain conditions.

3. The presence of incidents may slightly influence the analysis.

4. Differences of less than 10 mph in median traffic speeds and differences less than 190 vph in median flows were observed.

5. The probability of having higher speeds and flows in hours with rain was lower than during hours with no rain for congested time periods.

6. The 95% highest flow decreased by about 40–140 vph during hours with rainfall.

7. For slower speeds, a smaller difference between median flows in rainy and no rain conditions is observed than higher speeds.

Page 23: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Acknowledgements

Prof. Robert BertiniProf. Kristin TuftePriya ChavanRafael J. Fernández-MoctezumaJerzy Wieczorek

Page 24: Empirical Analysis of the Effects of Rain on Measured Freeway Traffic Parameters Meead Saberi K. and Robert L. Bertini Transportation Research Board Annual

Thank you!

Meead Saberi K.Graduate Research AssistantITS Lab, Portland State [email protected]://web.cecs.pdx.edu/~meead/