Evaluation of Non-Intrusive Technologies for Traffic Detection

Post on 13-Jan-2016

50 views 4 download

description

Evaluation of Non-Intrusive Technologies for Traffic Detection. Farideh Amiri Minnesota Department of Transportation Traffic Records Forum. Presentation Outline. Background Test Site Test Methodology Vendors and Technologies Test Results - Qualitative Issues - PowerPoint PPT Presentation

Transcript of Evaluation of Non-Intrusive Technologies for Traffic Detection

Minnesota Guidestar www.dot.state.mn.us/guidestar

Evaluation of

Non-Intrusive Technologiesfor Traffic Detection

Farideh AmiriMinnesota Department of Transportation

Traffic Records Forum

Minnesota Guidestar www.dot.state.mn.us/guidestar

Presentation Outline• Background• Test Site• Test Methodology• Vendors and Technologies• Test Results

- Qualitative Issues- Preliminary Field Results

• Future Test Activities

Minnesota Guidestar www.dot.state.mn.us/guidestar

• Easily deployed without disruption of traffic flow

• Safer for staff to deploy

• Sidefire, Overhead, under Pavement or Under Bridge Mounting

Definition ofNon-Intrusive Technologies

Minnesota Guidestar www.dot.state.mn.us/guidestar

• FHWA & Mn/DOT sponsored test of NIT:– Hughes Test: 1992 - 1994– NIT Phase I: 1995 – 1997– Report is available at:

www.dot.state.mn.us/guidestar

• Success of initial test led FHWA to fund Phase II– Permanent Test Facility

• Bicycle and Pedestrian Test

Background

Minnesota Guidestar www.dot.state.mn.us/guidestar

• Evaluate full capabilities and limitations of devices

• Test in varying weather and traffic conditions

• Test in varying mounting conditions (overhead/sidefire, heights, offsets)

• Historical and Real-time/ITS applications

Test Goals

Minnesota Guidestar www.dot.state.mn.us/guidestar

Standard Test Methodology

• Develop standard test procedures– Makes results useful to national audience– Makes tests repeatable by other agencies– Reduce amount of duplicate testing– Coordinate with other standards (ASTM)

• Develop standard statistical procedures– Make results easy to interpret

• Develop standard report guidelines

Minnesota Guidestar www.dot.state.mn.us/guidestar

Test Site - Freeway

• I-394 at Penn Avenue

– Free flow to heavy congestion

– Inductive loops in place

– Three mainline lanes

– Two reversible HOV lanes

– Catwalk and adjustable mounting poles

– Crank-up pole for “side fire” devices

Minnesota Guidestar www.dot.state.mn.us/guidestar

NIT Shelter - Outside

Minnesota Guidestar www.dot.state.mn.us/guidestar

NIT Shelter - Inside

Minnesota Guidestar www.dot.state.mn.us/guidestar

Sidefire Tower

Minnesota Guidestar www.dot.state.mn.us/guidestar

Overhead Mounting Structure

Minnesota Guidestar www.dot.state.mn.us/guidestar

Test Site - Intersection

• I-394 at Penn Avenue

– Multiple lane and single lane approaches

– Congested in peak periods

– Inductive loops in place

– Utilize existing poles

Minnesota Guidestar www.dot.state.mn.us/guidestar

Intersection Site

PE

NN

AV

E.

Freeway: I-394 EB

Loop D4-1

Eastbound Exit

Pole 1ASIM DT 272SmarTek Pole 2

AutoscopeTraficon

NIT Shelter

Eastbound On-RampL

oo

p D

2-2

Lo

op

D2-

3

Nor

thbo

und

App

roac

h

N

Minnesota Guidestar www.dot.state.mn.us/guidestar

Test Methodology

• Volume, speed, occupancy, presence, classification

• Compare to baseline

• Different test conditions– Mounting location (height and offset)– Traffic levels– Time of the day– Different weather

Minnesota Guidestar www.dot.state.mn.us/guidestar

Participating Vendors and Technology Group

• Schwartz Electro-Optics (active infrared)

• 3M (magnetic)

• ECM (microwave)

• SmarTek (passive acoustic)

• Image Sensing Systems (video)

• Traficon (video)

Minnesota Guidestar www.dot.state.mn.us/guidestar

Participating Vendors and Technology Group (cont)

• Novax (ultrasonic)

• ASIM– Passive Infrared– Passive Infrared/ Ultrasonic– Passive Infrared/Ultrasonic/Microwave

Minnesota Guidestar www.dot.state.mn.us/guidestar

ASIM, Schwartz

Minnesota Guidestar www.dot.state.mn.us/guidestar

Video Detectors

Minnesota Guidestar www.dot.state.mn.us/guidestar

Vendor Considerations– International vs. National vs. Local Presence– Level of Support Provided

• Wholesaler Only• Integration Support

– Support track record• History with large deployments?• Responsive to customer needs?• How long in market?• References available?

Minnesota Guidestar www.dot.state.mn.us/guidestar

Vendor Support

• Schwartz• 3M• ECM• SmarTek• Autoscope• Traficon• Novax• ASIM

Minnesota Guidestar www.dot.state.mn.us/guidestar

Ease of Installation/Calibration

• Schwartz• 3M• ECM• SmarTek• Autoscope• Traficon• Novax N/A• ASIM

Minnesota Guidestar www.dot.state.mn.us/guidestar

Baseline Results

• Manual count of videotape for groundtruth– 4-hours of tape (am peak, midday, pm peak,

evening)– Count tape multiple times

• Freeway results indicate absolute error of less than 2 percent

• Intersection results mixed

Minnesota Guidestar www.dot.state.mn.us/guidestar

Freeway Baseline

Loop Volume vs. Manual Counts

0

200

400

600

800

0 200 400 600 800

Loop Volume (15 min)

Man

ual

Co

un

ts (

15 m

in)

15 min Counts

Minnesota Guidestar www.dot.state.mn.us/guidestar

Overview Results - Freeway

SensorMountin

gNo. of Lane

Freeway

Volume Speed

ASIM – Passive IR OH/SF 1 2% 11%

ASIM – Passive IR/ Ult OH/SF 1 9% -

ASIM – IR/Radar/ Ult OH 1 3% 4%

Schwartz - Active IR OH 1 1% 6%

Autoscope – Video OH/SF 3 1 - 2% 1 - 3%

Traficon – Video OH/SF 3 2 - 4% 4 - 8%

SmarTek – P. Acoustic SF 3 5 - 11% 6 - 8%

3M - Mahnetic Under 3 2 – 3% 2 - 6%

Minnesota Guidestar www.dot.state.mn.us/guidestar

Overview Results - Intersection

SensorMountin

gNo. of Lane

Intersection

Volume Presence

ASIM – Passive IR/ Ult SF 1 - 0%

Autoscope – Video OH 1 19% 0%

Traficon – Video OH 1 12% 0 – 20%

SmarTek – P. Acoustic SF 1 - 0%

Minnesota Guidestar www.dot.state.mn.us/guidestar

Mounting Impact on Sensor Performance

• Two sensors tested at all mounting heights

• 3 Bases, 5 Heights, 3 Lanes

• Results Presentation

Base vs. height and lane

Lane vs. height and base

Height vs. base and lane

Minnesota Guidestar www.dot.state.mn.us/guidestar

Field Test Results

• Video performs better when:– Higher– Closer to freeway

• Passive Acoustic performs better when:– 45-degree angle between traffic and sensor

Minnesota Guidestar www.dot.state.mn.us/guidestar

Preliminary Results (Con.)Each Lane: Performance vs. height and base

Volume Absolute Percentage Difference Change with OffsetsSmarTek vs. Loop

Lane 1

0.0%

5.0%

10.0%

15.0%

20.0%

15 25 35

Offset (Ft)

Ab

solu

te P

erce

nta

ge

Dif

fere

nce

20' Height

25' Height

30' Height

35' Height

40' Height

Minnesota Guidestar www.dot.state.mn.us/guidestar

- Lane occupancy

- Speed

- Presence

- Vehicle classification (length and height)

ITS Applications

Real-time Data

Minnesota Guidestar www.dot.state.mn.us/guidestar

Real-time Data

• Vehicle-by-vehicle data recorded by data acquisition system:– Occupied time– Speed

Minnesota Guidestar www.dot.state.mn.us/guidestar

Occupied Time

Loop A Loop B

16’

Travel Time

Loop Detection Schematic

Minnesota Guidestar www.dot.state.mn.us/guidestar

Loop 1 Occupied Time Check

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Loop 1A Occupied Time

Lo

op

1B

Oc

cu

pie

d T

ime

Minnesota Guidestar www.dot.state.mn.us/guidestar

Phase I Results Review (Weather)

• Most devices performed well in varying weather conditions• Video devices affected by wind and lighting conditions• Active infrared device affected by rain and snow. Wet

pavement caused over counting. Snow caused poor vehicle tracking

• Passive acoustic device affected by low temperature

(Undercounting along freeway, over counting at intersection• Passive magnetic device affected by low temperature

Minnesota Guidestar www.dot.state.mn.us/guidestar

General Results• Most devices suited to temporary applications• Performance varies little from technology to

technology• Heavy traffic had some impact at freeway• Intersection counting not as accurate• Factors to consider

– Ease of installation,calibration and maintenance– Mounting flexibility– Power supply needs– Amount of vendor support

Minnesota Guidestar www.dot.state.mn.us/guidestar

Heavy Traffic Impact ExampleVolume Comparison - Lane 3

0

100

200

300

400

500

600

700

12:15 14:45 17:15 19:45 22:15 0:45 3:15 5:45 8:15 10:45

Time of Day

Vo

lum

e (

15

Min

) Loop3

Autocscope

SmarTek

ASIM Ir254

SEO

Minnesota Guidestar www.dot.state.mn.us/guidestar

Next Test:Bike/Ped Detection

• Developed Test Plan– Literature Review– Detection Applications

• Curbside/Crosswalk Ped Detection (Intersection)• Intersection Bicycle Approach• Historical Data (Trail)

– Parameters: presence, volume, speed, direction

Minnesota Guidestar www.dot.state.mn.us/guidestar

Pedestrian Detection

Minnesota Guidestar www.dot.state.mn.us/guidestar

Pedestrian Detection

Minnesota Guidestar www.dot.state.mn.us/guidestar

PNIT

• Pooled fund study “Portable Non-Intrusive Technologies”

• Schedule– Administration, Now– Research, January 2003– Design and fabrication, April 2003– Field evaluation, Summer 2003– Report, December 2003– Present Results at NATMEC conference, May 2004

Minnesota Guidestar www.dot.state.mn.us/guidestar

PNIT

• Goals are:– Research existing portable systems– Build on current design to design and

fabricate a new PNIT– Prepare detailed PNIT system design and

cost documentation– Evaluate PNIT system in the field under a

verity of test conditions– Disseminate results

Minnesota Guidestar www.dot.state.mn.us/guidestar

Rapid Deployment

Minnesota Guidestar www.dot.state.mn.us/guidestar

Unique Applications

Minnesota Guidestar www.dot.state.mn.us/guidestar

For more information

projects.dot.state.mn.us/nit

www.dot.state.mn.us/guidestar

farideh.amiri@dot.state.mn.us

Thank you