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Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •!...

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University of Minnesota University of Minnesota Freight Performance Analysis on I-94/I-90 From the Twin Cities to Chicago Chen-Fu Liao Minnesota Traffic Observatory Department of Civil Engineering Session 23: Freight and Rail Planning April 27-28, 2010 St. Paul, Minnesota
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Page 1: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Freight Performance Analysis on I-94/I-90 From the Twin Cities to Chicago

Chen-Fu Liao Minnesota Traffic Observatory

Department of Civil Engineering

Session 23: Freight and Rail Planning April 27-28, 2010

St. Paul, Minnesota

Page 2: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Outline

•! Objectives •! Data Summary •! Data Processing and Analysis •! Analysis Results •! Concluding Remarks

Page 3: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Objectives

!Use available truck AVL data from ATRI to analyze freight activity along I-94/I-90

!!Compare variations of truck speed and travel time to identify potential freight bottleneck and forecast future freight demand

!!Identify the needs of local highway infrastructure improvement to sustain growing freight demand infrastructure improvement to sustain

Page 4: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Data Summary

•! FAF2 Data from FHWA •! 12 months (May 08 ~ Apr. 09) of Truck AVL/GPS Data from ATRI •! Highway Speed Data from MNDOT , Wisconsin DOT and IL State Toll Highway Authority

Page 5: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Data Processing Flow Chart

Create Route DB

Locate Features

Raw Truck GPS Data

Generate AVL Data on Route

Calculate Segment Speed

Generate Network

Segment Speed

Segmented Truck Speed

Data Quality Filtering

Truck Stops and Stop Durations Generate Truck

Speed Statistics

Segmentation Script

Page 6: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Data Analysis

•! Speed By Location •! Speed By Hour Of Day •! Speed and Volume at Location •! Performance Index •! Trip Destinations •! Truck vs. General Traffic •! Truck Stops & Durations

Page 7: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94/90 (TWIN CITIES Ð CHICAGO)

Average Truck Speed By Location

Page 8: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Average Truck Speed of April 2009

Madison St. Paul Chicago Tomah

I-90 Toll Highway

Page 9: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Average Truck Speed STDEV of April 2009 Average Truck Speed STDEV of April 2009

Madison St. Paul Chicago Tomah

I-90 Toll Highway

Page 10: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Madison St. Paul Chicago Tomah

Average Speed (EB)

I-90 Toll Highway

Page 11: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Madison St. Paul Chicago Tomah

Average Speed (WB)

I-90 Toll Highway

Page 12: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94/90 (Twin Cities Ð Chicago)

Truck Speed and Volume Variation By Time of Day

Page 13: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

St. Paul, MN

Mean Median

WB Mean=46.4, Median=54.6, N=33,788

EB Mean=46.9, Median=57.7, N=33,610

I-94 at US52

Page 14: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

St. Paul, MN

I94 & US52

Page 15: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

95% TT Ð Avg. TT

Performance Index

Buffer Time Index (BTI) = Avg. TT

Peak Travel Time Travel Time Index (TTI) =

Free Flow Travel Time

Congestion Measure

Reliability Measure

95% Speed Ð Avg. Speed Buffer Speed Index (BSI) =

Avg. Speed

Page 16: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Buffer Time Index (BTI) of Apr. 2009

Madison St. Paul Chicago Tomah

I-90 Toll Highway

BTI = 95% TT Ð Avg. TT

Avg. TT

Page 17: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

BTI by Hour of Day at US52 (MM18)

BTI = 95% TT Ð Avg. TT

Avg. TT

Page 18: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

BTI by Hour of Day at MM393

BTI = 95% TT Ð Avg. TT

Avg. TT

Page 19: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Travel Time Index (TTI) of Jan. 2009

Peak Travel Time Travel Time Index (TTI) =

Free Flow Travel Time

Page 20: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Travel Time Index (TTI) of Jan. 2009

Peak Travel Time Travel Time Index (TTI) =

Free Flow Travel Time

Page 21: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94/90 (TWIN CITIES Ð CHICAGO)

Trip Destinations Analysis

Page 22: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Distribution of Trip Destinations

St. Paul Chicago Chicago St. Paul

St. Paul Chicago Chicago St. Paul

Page 23: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94 (TWIN CITIES-HUDSON, WI)

Truck vs. General Traffic

Page 24: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94 Annual Average Speed (EB)

St. Paul Hudson

All Traffic Free Flow Speed

Truck

Posted Speed Limit 65 MPH

I-694

Average Free Flow Speed Obtained from Mn/DOT

Page 25: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94 Annual Median Speed (EB)

St. Paul Hudson

All Traffic Free Flow Speed

Truck

Posted Speed Limit 65 MPH

I-694

Average Free Flow Speed Obtained from Mn/DOT

Page 26: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94 Annual Average Speed (WB)

St. Paul Hudson

Truck

All Traffic Free Flow Speed

I-694

Posted Speed Limit 65 MPH

Average Free Flow Speed Obtained from Mn/DOT

Page 27: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94 Annual Median Speed (WB)

St. Paul Hudson

Posted Speed Limit 65 MPH

I-694

All Traffic Free Flow Speed

Truck

Average Free Flow Speed Obtained from Mn/DOT

Page 28: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-90 (S. BELOIT Ð OÕ HARE) Truck vs. General Traffic

Page 29: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-90 Annual Average Speed (EB)

General Traffic Speed (Segment Speed) Derived from Illinois Toll Highway Authority Inter-Plaza Travel Time

S. Beloit OÕ Hare

All Traffic

Truck

Truck Speed Limit 55 MPH

Belvidere Marengo Elgin

Page 30: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-90 Annual Average Speed (WB)

General Traffic Speed (Segment Speed) Derived from Illinois Toll Highway Authority Inter-Plaza Travel Time

S. Beloit OÕ Hare

All Traffic

Truck

Truck Speed Limit 55 MPH

Belvidere Marengo Elgin

Page 31: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94/90 (TWIN CITIES - CHICAGO)

Truck Stops

Page 32: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

EB Truck Stops (Apr. 2009)

Truck Speed < 5MPH and Travel Distance < 100 meters, N=72,543

Twin Cities

Tomah

Madison

Beloit

Chicago

Eau Claire Hudson

Belvidere

Mauston

Black River Falls

Portage

Page 33: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

WB Truck Stops (Apr. 2009)

Truck Speed < 5MPH and Travel Distance < 100 meters, N=74,405

Twin Cities

Tomah

Madison

Beloit

Chicago

Eau Claire Hudson

Belvidere

Mauston

Black River Falls

Portage

Page 34: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Truck Stops from TruckMaster

Page 35: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-94/90 (TWIN CITIES - CHICAGO)

Truck Stop Durations

Page 36: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Page 37: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-90 (S. BELOIT- CHICAGO) Traffic Volume

Page 38: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

South Beloit

Elgin Road

River Road

I-90 EB Truck Volume (Tier 4)

Marengo-Hampshire

Page 39: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

I-90 WB Truck Volume (Tier 4)

South Beloit

Belvidere

Elgin Road

Devon Ave.

Page 40: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Summary

"! FPM data can be used to measure performance over time and by location

"! Truck travel time reliability and level of congestion

"! Truck volume variation and impact "! Performance Index (BTI, TTI) "! Truck Destinations "! Truck Stops and Rest Durations

Page 41: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Possible Causes of Bottlenecks

"! Top 30 freight bottlenecks occurred at highway interchange (ATRI Report)

"! Roadway geometry (grade, sight distance)

"! Capacity (number of lanes), Toll booths "! Required lane of travel for trucks "! Speed limit and free flow speed "! Volume ratio of truck vs. general traffic "! Weather and Others

Page 42: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Potential Applications

"! Truck travel time reliability and impact of congestion on cost of freight

"! Identify truck stop facility needs "! Speed gap between general traffic and

truck influenced by traffic volume "! Need national standard to report freight

performance measures regularly "! Use FPM data for freight study in metro

area

Page 43: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Acknowledgements

"! USDOT, FHWA "! Minnesota DOT and ATRI "! Illinois State Toll Highway Authority "! CTS, University of Minnesota (UMN) "! Minnesota Traffic Observatory (MTO),

Department of Civil Engineering, UMN

Page 44: Freight Performance Analysis on I-94/I-90 From the Twin ... · Data Processing and Analysis •! Analysis Results •! Concluding Remarks . University of Minnesota ... Belvidere Marengo

University of Minnesota University of Minnesota

Freight Performance Analysis Using Archived Truck AVL/GPS data


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