lili (leo) luo, p.e., its & safety engineer

33
Can Multi-Resolution Dynamic Traffic Assignment live up to the Expectation of Reliable Analysis of Incident Management Strategies Lili (Leo) Luo, P.E., ITS & Safety Engineer Sarath Joshua, P.E., Ph.D., ITS & Safety Program Manager

Upload: gilon

Post on 23-Feb-2016

31 views

Category:

Documents


0 download

DESCRIPTION

Can Multi-Resolution Dynamic Traffic Assignment live up to the Expectation of Reliable Analysis of Incident Management Strategies. Lili (Leo) Luo, P.E., ITS & Safety Engineer Sarath Joshua, P.E., Ph.D., ITS & Safety Program Manager. Basic need for evaluation of ITS operational strategies. - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

Can Multi-Resolution Dynamic Traffic Assignment live up to the Expectation of Reliable Analysis of

Incident Management Strategies

Lili (Leo) Luo, P.E., ITS & Safety EngineerSarath Joshua, P.E., Ph.D., ITS & Safety Program Manager

Page 2: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Basic need for evaluation of ITS operational strategies

Low cost Efficient Reliable Capable of evaluating area

wide impact

Page 3: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

How did we get started? Neither the static Macroscopic Travel

Demand Model nor the Microscopic simulation model met our needs

Decision to test the emerging Mesoscopic simulation-based DTA model through a Case Study

Page 4: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

The Case Study Approach Convert the 4-step TDM model into DTA

(DynusT) model Study a major freeway traffic incident that

occurred on I-10 during morning peak period Calibrate the subarea baseline (Normal)

model Perform scenario analysis Convert stretch of interest into microscopic

simulation model for visualization The modeling effort was conducted in house

at MAG

Page 5: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Purpose of the case study Test if the DTA model can be used as

an operations planning tool to evaluate strategies

Obtain hands-on experience on DTA model from model calibration to scenario analysis

Experiment with the concept of Multi-Resolution modeling method

Page 6: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

MAG Regional DTA model 2006 TAZs Over 10,000

SQ Miles 20508 Links 9893 Nodes 2364

Signalized intersections

2.78M Trips during 5 hours of morning peak

Page 7: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Impacted Area of a major Incident

Page 8: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Model Calibration—Count Calibration

87 sensors Collected

over a three year time frame

0 2000 4000 6000 8000 10000 12000 14000 16000 180000

2000

4000

6000

8000

10000

12000

14000

16000

18000

20000

DUE Count Calibration

UE

Page 9: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Model Calibration – AM Peak Period Travel Time V.S. GPS Run

Freeway Morning Peak Period GPS Run Travel Time Model Travel Time

I-10 WB 46MIN 24SEC 46MIN 30SEC

Freeway Morning Peak Period GPS Run Travel Time Model Travel Time

US60 WB 20MIN 20MIN 30SEC

Freeway Morning Peak Period GPS Run Travel Time Model Travel Time

202 Santan WB 5MIN 5MIN 24SEC

Freeway Morning Peak Period GPS Run Travel Time Model Travel Time

202 RedMountain WB 20MIN 18MIN 54SEC

Freeway Morning Peak Period GPS Run Travel Time Model Travel Time

101 NB 32MIN 31MIN

Freeway Morning Peak Period GPS Run Travel Time Model Travel Time

143 NB 5MIN 4MIN 42SEC

Page 10: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Space-Time Diagram showing bottleneck locations

Loop202 Red Mountain WB

5:00

10:0

0L1

01

Rur

al

24th S

t

Airp

ort

Loop 101 NB

Fry

US60

5:00 10:00

McKellipsUS 60 WB

5:00

10:

00

Loop

101

Rur

al R

d

Mill

Ave

I-10

Prie

st D

r.

Loop 202 Santan WB

5:00

10:0

0L1

01

Kyr

en

I-10

Page 11: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Time-Dependent Travel Time By Freeway

Page 12: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Real-life Incident

February 4, 2010 Location: Salt River

Bridge on I-10 Westbound

Time 6:20AM Duration: 3 hour 20

minutes Severity: Three lanes

blocked all the time, I-10 completely shut down three times.

Page 13: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Incident Scenario

Scenario 0 — Baseline (Normal Condition)

Scenario 1— With ITS Infrastructure (DMS and Ramp Metering) turned on

Scenario 2 — Without ITS Infrastructure

Page 14: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Traveler Information and Congestion Response Pre-trip and In-route information DMS congestion warning Driver congestion response behavior

Page 15: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Scenario 1 With ITS Infrastructure

Page 16: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Scenario 1: With ITS infrastructure Tempe to Downtown Phoenix Travel

TimeSouth Tempe & Northwest Chandler

Downtown Phoenix

South Tempe/Northwest Chandler To Phoenix Downtown Travel Time

Baseline Incident With DMS & Ramp Meter

28 Min 52 Min

Page 17: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Affected Routes

Page 18: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

3 Mile Upstream of Crash Site on I-10

Page 19: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Samples of impacted vehicle

Vehicle ID: 682622 Departure Time: 7:02 AM

Origin:Santan Freeway @ Alma School Road

Destination: Glendale Avenue @ 16th Street

Scenarios BaselineDMS & Ramp

MeteringTravel Time 78MIN 139MIN

Page 20: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Another Vehicle

Vehicle ID: 481654 Departure Time: 6:40 AM Origin: US 60 @ Dobson RdDestination: Dunlap Ave @ 43th Ave

Scenarios BaselineDMS & Ramp

MeteringTravel Time 45MIN 110MIN

Page 21: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Scenario 2 (No ITS Infrastructure) Tempe to Downtown Phoenix Travel

Time

South Tempe & Northwest Chandler

Downtown Phoenix

South Tempe/Northwest Chandler To Phoenix Downtown Travel Time

BaselineIncident without ITS Infrastructure

28 Min 51 Min

Page 22: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Scenario 2 (No ITS Infrastructure)

Page 23: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Baseline VS incident with ITS VS Incident without ITS

Page 24: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Scenario 2 (No ITS Infrastructure)

Page 25: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Vehicles under No ITS scenario

Vehicle ID: 682622 Departure Time: 7:02 AM

Origin:Santan Freeway @ Alma School Road

Destination: Glendale Avenue @ 16th StreetScenarios Baseline No ITSTravel Time 45MIN 123MIN

Vehicle ID: 682622 Departure Time: 7:02 AM

Origin:Santan Freeway @ Alma School Road

Destination: Glendale Avenue @ 16th Street

Scenarios BaselineDMS & Ramp

MeteringTravel Time 45MIN 139MIN

Page 26: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Another Vehicle

Vehicle ID: 481654 Departure Time: 6:40 AM Origin: US 60 @ Dobson RdDestination: Dunlap Ave @ 43th Ave

ScenariosBaseline Incident Without ITS

Travel Time 45MIN 129MIN

Vehicle ID: 481654 Departure Time: 6:40 AM Origin: US 60 @ Dobson RdDestination: Dunlap Ave @ 43th Ave

ScenariosBaseline Incident with DMS &

Ramp MeteringTravel Time 45MIN 110MIN

Page 27: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Summary Vehicle Hours Travel (VHT)

Freeways Baseline DMS & Ramp MeterNo ITS

infrastructure

I-10 4154.858 6004.067 6196.473

US60 4413.682 6795.597 6891.945

L202RedMountain 2698.81 2885.447 2848.178

South Tempe/Northwest Chandler To Downtown Phoenix Travel Time

Baseline Incident with DMS & Ramp Meter

Incident without ITS infrastructure

28 Min 52 Min 51 Min

Page 28: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Meso-Micro conversion Selected area subarea cut for VISSIM micro

simulation using DynusT-VISSIM converter All time-dependent routes and flows are

converted A little more network clean up More detail timing and crash setup

Page 29: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

VISSIM Microscopic Simulation

Page 30: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Conclusions Mesoscopic Simulation-based DTA

model DynusT: Capable of demonstrating the status of

our freeway system operation in a capacity restraint and time-dependent manner.

Able to match field observed data following relatively simple procedure for model calibration.

Page 31: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Conclusions Logical scenario analysis outcomes Demonstrate the benefit of traveler

information/ITS during an incident with region wide impact

Reasonable cost and effort Combined with Macro and Micro models

for Multi-Resolution Modeling to answer complicated questions

Appear useful for operations planning

Page 32: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Lessons Learnt Leverage data collection efforts with Travel

Demand Model More sensitive to network and data errors

—Very Important!!! Could extract more useful information from

the model Start with the entire regional model

Page 33: Lili  (Leo) Luo, P.E., ITS & Safety Engineer

13th TRB Planning Application Conference

Questions

Email: [email protected]: 602-452-5072