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1Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Intelligent Transportation Systems LaboratoryIntelligent Transportation Systems LaboratoryMaseeh College of Engineering and Computer ScienceMaseeh College of Engineering and Computer SciencePortland State UniversityPortland State UniversityRobert L. Bertini, Christopher Monsere, Robert L. Bertini, Christopher Monsere, Michael Wolfe and Mathew BerkowMichael Wolfe and Mathew Berkow
Combined Arterial PerformanceCombined Arterial PerformanceStatus ReportStatus ReportFebruary 2006February 2006
2Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
FY06 ITS Integration EarmarkFY06 ITS Integration Earmark
TransPort Committee proposed 13 project topics Voting by committee prioritized
Combined Arterial Performance Task 1.1 City of Gresham Adaptive Signal System Evaluation Task 1.2 Arterial Travel Time and Performance Measures Task 1.3 Development of a Methodology and Evaluation of Algorithms for
Estimating Travel Speeds on Arterials Using Automatic Vehicle Location Data Task 2 Combined Regional Data Archive (PORTAL) Enhancement
Task 2.1 Improving Real-Time Travel Time Estimations Task 2.2 Improving Data Quality in Portland’s Archived Data User Service Task 2.3 Incorporation of Incident Data into the Portland Transportation
Archive Listing (PORTAL) Task 3 OR 140 Ice Detection and Warning System Evaluation Task 4 Portland State University Intelligent Transportation Systems Lab
Hardware Improvements
TransPort Committee proposed 13 project topics Voting by committee prioritized
Combined Arterial Performance Task 1.1 City of Gresham Adaptive Signal System Evaluation Task 1.2 Arterial Travel Time and Performance Measures Task 1.3 Development of a Methodology and Evaluation of Algorithms for
Estimating Travel Speeds on Arterials Using Automatic Vehicle Location Data Task 2 Combined Regional Data Archive (PORTAL) Enhancement
Task 2.1 Improving Real-Time Travel Time Estimations Task 2.2 Improving Data Quality in Portland’s Archived Data User Service Task 2.3 Incorporation of Incident Data into the Portland Transportation
Archive Listing (PORTAL) Task 3 OR 140 Ice Detection and Warning System Evaluation Task 4 Portland State University Intelligent Transportation Systems Lab
Hardware Improvements
3Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
ObjectiveObjective
Develop an automated way to report speeds, travel times and performance measures using: Existing ITS signal infrastructure Automatic Vehicle Locator (AVL) data
Expand PORTAL to include arterial data
Develop an automated way to report speeds, travel times and performance measures using: Existing ITS signal infrastructure Automatic Vehicle Locator (AVL) data
Expand PORTAL to include arterial data
4Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Selected Arterial Performance MeasuresSelected Arterial Performance MeasuresSelected Arterial Performance MeasuresSelected Arterial Performance Measures
TABLE 1 SELECTED ARTERIAL PERFORMANCE MEASURES
Metric Measurement Interval Location Maximum Speed
per Vehicle per Person
per Distance per Time
(cycle, 15 min, hour, day)
per Lane per Lane Group per Approach per Segment per Facility
per Area
Average Speed Speed Indexa Density Running Time Travel Time Travel Time Variance Average Delay Maximum Delay Queue Length Platoon Ratio Number of Stops Signal Failure Duration of Congestion per Day Number of Incidents per Day/Peak Period Duration Incidents per Event Nonrecurring Delay aRatio of average speed to posted speed.
5Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Inspiration – Signal System Data OnlyInspiration – Signal System Data OnlyInspiration – Signal System Data OnlyInspiration – Signal System Data Only
6Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Inspiration – Bus AVL System Data OnlyInspiration – Bus AVL System Data OnlyInspiration – Bus AVL System Data OnlyInspiration – Bus AVL System Data Only
I-5
I-5
I-205
US 26
SR 217
Powell Blvd.
7Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
This Project: Combine Signal and Bus AVLThis Project: Combine Signal and Bus AVLThis Project: Combine Signal and Bus AVLThis Project: Combine Signal and Bus AVL
8Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Signal System DataSignal System DataSignal System DataSignal System Data
9Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Signal Data LiteratureSignal Data LiteratureSignal Data LiteratureSignal Data Literature
Using stop bar detectors to generate an arterial Using stop bar detectors to generate an arterial performance mapperformance map Hallenbeck, Ishimaru, Davis, KangHallenbeck, Ishimaru, Davis, Kang LiangLiang
Performance based on summation of delay Performance based on summation of delay componentscomponents Liu, MaLiu, Ma Skabardonis, GeroliminisSkabardonis, Geroliminis
Intersection/Signal PerformanceIntersection/Signal Performance Sharma, Bullock, BonnesonSharma, Bullock, Bonneson Smaglik, Bullock, SharmaSmaglik, Bullock, Sharma
10Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
DDDD
Signal System Data:Signal System Data:Portland’s Portland’s Detection Detection InfrastructureInfrastructure
Signal System Data:Signal System Data:Portland’s Portland’s Detection Detection InfrastructureInfrastructure
Data AggregationData AggregationSystem Detector System Detector
5 min5 minOther Detector Other Detector
15 min15 min7 Day Sample7 Day Sample
11Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Case Study: Barbur Blvd. Speed MapCase Study: Barbur Blvd. Speed MapCase Study: Barbur Blvd. Speed MapCase Study: Barbur Blvd. Speed Map
SheridanHooker
Hamilton
3rdTerwilligerBertha
19th
I-5 Off-ramp
30th
Park & Ride
N
12Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Detectors at Barbur and BerthaDetectors at Barbur and BerthaDetectors at Barbur and BerthaDetectors at Barbur and Bertha
13Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Flow vs. Occupancy: 5 Minute DataFlow vs. Occupancy: 5 Minute DataFlow vs. Occupancy: 5 Minute DataFlow vs. Occupancy: 5 Minute Data
Barbur & Hamilton, Northbound 2-12-07 to 2-20-07
0
500
1000
1500
2000
2500
3000
3500
4000
0 10 20 30 40 50 60 70 80
Occupancy (%)
Flo
w (
v/h
)
14Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
5 Minute Speed and Occupancy (at Hamilton)5 Minute Speed and Occupancy (at Hamilton)5 Minute Speed and Occupancy (at Hamilton)5 Minute Speed and Occupancy (at Hamilton)
0
10
20
30
40
50
60
70
80
90
0:00 3:00 6:00 9:00 12:00 15:00 18:00 21:00 0:00
Time
Sp
eed
(m
ph
)
0
10
20
30
40
50
60
70
80
Occ
up
ancy
(%
)
Speed
Occupancy
15Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Generate Occupancy Map From Detector DataGenerate Occupancy Map From Detector DataGenerate Occupancy Map From Detector DataGenerate Occupancy Map From Detector Data
16Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
AM Peak Speed Map From Detector DataAM Peak Speed Map From Detector DataAM Peak Speed Map From Detector DataAM Peak Speed Map From Detector Data
17Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Will It Work? To The Video….Will It Work? To The Video….Will It Work? To The Video….Will It Work? To The Video….
18Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
ObstaclesObstacles
Lack of Access to Real Time Data Limited Detection Very Limited Aggregation (5 Minute Won’t
Work) Detector Spacing Is Any Further Work Justified?
Lack of Access to Real Time Data Limited Detection Very Limited Aggregation (5 Minute Won’t
Work) Detector Spacing Is Any Further Work Justified?
19Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Next Steps: Gresham Burnside CorridorNext Steps: Gresham Burnside Corridor
Good detector density
Highly granular data (cycle-by-cycle)
Probe data available
No direct measurement of occupancy
16’ detectors No bus data
Good detector density
Highly granular data (cycle-by-cycle)
Probe data available
No direct measurement of occupancy
16’ detectors No bus data
20Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Next Steps: Vancouver Mill Plain Blvd.Next Steps: Vancouver Mill Plain Blvd.
Detailed Data Available Do Not Have Sample Data Yet Possible Future Project
Detailed Data Available Do Not Have Sample Data Yet Possible Future Project
21Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Bus AVL System DataBus AVL System DataBus AVL System DataBus AVL System Data
22Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Bus AVL Data Literature ReviewBus AVL Data Literature ReviewBus AVL Data Literature ReviewBus AVL Data Literature Review
Buses as probesBuses as probes Bertini & Tantiyanugulchai (2003)Bertini & Tantiyanugulchai (2003) Vandehey, Parks, Koonce & Bonneson (2006 Vandehey, Parks, Koonce & Bonneson (2006
working paper)working paper) Chakroborty and Kikuchi (2004)Chakroborty and Kikuchi (2004)
Measuring & reporting congestionMeasuring & reporting congestion Hall and Vyas (2000)Hall and Vyas (2000)
Measuring network LOSMeasuring network LOS Uno, Tamura, Iida, Nagahiro and Yamawaki Uno, Tamura, Iida, Nagahiro and Yamawaki
(2007)(2007)
23Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
TriMet Archived AVL DataTriMet Archived AVL DataTriMet Archived AVL DataTriMet Archived AVL DataR
ou
te N
o.
Ser
vice
D
ate
Lea
ve T
ime
Sto
p T
ime
Arr
ive
Tim
e
Bad
ge
Dir
ecti
on
Tri
p N
o.
Lo
cati
on
ID
Dw
ell
Do
or
Lif
t
On
s
Off
s
Est
. L
oad
Max
Sp
eed
Pat
tern
D
ista
nce
X C
oo
r.
Y C
oo
r.
9 01NOV2001 8:53:32 8:49:15 8:53:28 285 0 1120 4964 0 0 0 0 0 21 41 10558.58 7644468 676005
9 01NOV2001 8:55:00 8:51:41 8:54:46 285 0 1120 4701 4 0 0 0 1 20 50 15215.05 7649112 676328
9 01NOV2001 8:56:22 8:52:00 8:55:08 285 0 1120 4537 36 3 0 6 0 26 34 15792.35 7649674 676220
Route Number Vehicle Number Service Date Actual Leave Time Scheduled Stop Time Actual Arrive Time Operator ID Direction Trip Number Bus Stop Location
Dwell Time Door Opened Lift Usage Ons & Offs (APCs) Passenger Load Maximum Speed
on Previous Link Distance Longitude Latitude
24Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Powell Blvd. Corridor StudyPowell Blvd. Corridor StudyPowell Blvd. Corridor StudyPowell Blvd. Corridor Study
0
0.5
1
1.5
2
2.5
3
1:04:00 PM 1:09:00 PM 1:14:00 PMTime
Dis
tan
ce (
mile
s)
Ross Island
Bridge
Test VehicleBusHypothetical BusPseudo BusModified Pseudo Bus B
us
Hyp
o
Pseu
do
Mod
ified
Ps
eudo
Vehi
cle
25Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Tantiyanugulchai ResultsTantiyanugulchai Results
Possible to explain actual arterial traffic conditions using transit vehicle AVL information.
Bus trajectory created from maximum instantaneous speed achieved between each stop pair (Pseudo Bus) most reliably depicted traffic movement of non-transit vehicles.
Test vehicle travel times were between 1.24 and 1.29 times the pseudo bus travel times.
In reverse, test vehicle speeds were between 0.78 and 0.81 times the pseudo bus speeds.
Time-space diagrams and 3D visualizations were helpful for exploring the data before beginning detailed analysis.
Possible to explain actual arterial traffic conditions using transit vehicle AVL information.
Bus trajectory created from maximum instantaneous speed achieved between each stop pair (Pseudo Bus) most reliably depicted traffic movement of non-transit vehicles.
Test vehicle travel times were between 1.24 and 1.29 times the pseudo bus travel times.
In reverse, test vehicle speeds were between 0.78 and 0.81 times the pseudo bus speeds.
Time-space diagrams and 3D visualizations were helpful for exploring the data before beginning detailed analysis.
26Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Will It Work? To The Video….Will It Work? To The Video….Will It Work? To The Video….Will It Work? To The Video….
27Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Building on Powell Blvd. StudyBuilding on Powell Blvd. StudyBuilding on Powell Blvd. StudyBuilding on Powell Blvd. Study
Begin with limited signal system data.Begin with limited signal system data. Gather Gather archivedarchived TriMet AVL data. TriMet AVL data. Merge two data sources to examine synergies due to Merge two data sources to examine synergies due to
data fusion.data fusion. Use AVL data to calibrate influence areas from loops.Use AVL data to calibrate influence areas from loops.
28Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Midpoint Method Using 5-Minute DataMidpoint Method Using 5-Minute DataMidpoint Method Using 5-Minute DataMidpoint Method Using 5-Minute Data
29Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Adjust Influence Areas ManuallyAdjust Influence Areas ManuallyAdjust Influence Areas ManuallyAdjust Influence Areas Manually
30Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Include Bus Speed MeasurementsInclude Bus Speed MeasurementsInclude Bus Speed MeasurementsInclude Bus Speed Measurements
31Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Reveals Gaps in DetectionReveals Gaps in DetectionReveals Gaps in DetectionReveals Gaps in Detection
32Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
New Occupancy Map From Combined SourcesNew Occupancy Map From Combined SourcesNew Occupancy Map From Combined SourcesNew Occupancy Map From Combined Sources
33Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Confirmation of Congested Regime at BerthaConfirmation of Congested Regime at BerthaConfirmation of Congested Regime at BerthaConfirmation of Congested Regime at Bertha
34Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Obstacles and Next StepsObstacles and Next Steps
TriMet Buses Can Be Probes Detailed AVL Data (Stop Level) Not Available
in Real Time (?) No Access to Real Time Data (Transit Tracker) Is Any Further Work Justified?
TriMet Buses Can Be Probes Detailed AVL Data (Stop Level) Not Available
in Real Time (?) No Access to Real Time Data (Transit Tracker) Is Any Further Work Justified?
35Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Products So Far…Products So Far…Products So Far…Products So Far…
PresentationsPresentations Oregon ITE Monthly Oregon ITE Monthly
Meeting (2/27/07)Meeting (2/27/07) CTS Transportation CTS Transportation
Seminar (3/16/07)Seminar (3/16/07) ITE District 6 Annual ITE District 6 Annual
Meeting (7/18/07)Meeting (7/18/07) ITSC (9/30/07)ITSC (9/30/07)
PostersPosters TransNow Student TransNow Student
Conference (11/16/07)Conference (11/16/07) TRB 87th Annual TRB 87th Annual
Meeting (1/13/08)Meeting (1/13/08)
PapersPapers TRB: TRB: Using Signal System Data and Using Signal System Data and
Buses as Probe Vehicles to Define Buses as Probe Vehicles to Define the Congested Regime on Arterials the Congested Regime on Arterials
IEEE: IEEE: Improving Arterial Improving Arterial Performance Measurement Using Performance Measurement Using Traffic Signal System DataTraffic Signal System Data
IEEE: IEEE: Arterial Travel Time Arterial Travel Time Estimation and Transit Performance Estimation and Transit Performance Measurement Using Archived AVL Measurement Using Archived AVL Transit DataTransit Data
ITE D6: ITE D6: Improving Arterial Improving Arterial Performance Measurement Using Performance Measurement Using Traffic Signal System Data Traffic Signal System Data
36Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
AcknowledgementsAcknowledgements TransPort Members FHWA: Nathaniel Price ODOT: Galen McGill PSU & OTREC (Local Matching Funds) City of Portland: Bill Kloos, Willie Rotich TriMet: David Crout, Steve Callas JPACT and Oregon Congressional Delegation ITS Lab: John Chee, Rafael Fernandez
TransPort Members FHWA: Nathaniel Price ODOT: Galen McGill PSU & OTREC (Local Matching Funds) City of Portland: Bill Kloos, Willie Rotich TriMet: David Crout, Steve Callas JPACT and Oregon Congressional Delegation ITS Lab: John Chee, Rafael Fernandez
37Combined Arterial Performance Status ReportCombined Arterial Performance Status Report
Thank You!www.its.pdx.edu