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We are Traffic:
Creating Robust Bicycle and
Pedestrian Count Programs
Krista Nordback, Ph.D., P.E.
Oregon Transportation Research and Education Consortium
(OTREC)
Overview
•
•
•
•

Introduction
Traffic Monitoring Programs
Non-Motorized Count Programs
Conclusions & Recommendations
INTRODUCTION
Why measure walking & biking?
Why measure walking & biking?
Why measure walking & biking?
•
•
•
•
•
•
•

Funding & policy decisions
To show change over time
Facility design
Planning (short-term, long-term, regional…)
Economic impact
Public health
Safety
How many bike and walk?
• Surveys
– National
– Regional
– Local

• Counts
– Permanent
– Short duration
What good are counts?
• Funding!
• Facility Level
– Change Over Time
– Planning and Design
– Safety Analysis

• Validate Regional Models
• Prioritize Projects
• Bicycle Miles Traveled
(BMT)
Signal Timing
Vehicle Delay

Kothuri, S. M., Reynolds, T., Monsere, C. M., & Koonce, P. (2013). Testing
Strategies to Reduce Pedestrian Delay at Signalized Intersections. A Pilot Study in
Portland, OR. Paper presented at the 92nd Annual Meeting of the
Transportation Research Board, Washington, D.C.
Signal Timing
Vehicle Delay
Pedestrian

Kothuri, S. M., Reynolds, T., Monsere, C. M., & Koonce, P. (2013). Testing
Strategies to Reduce Pedestrian Delay at Signalized Intersections. A Pilot Study in
Portland, OR. Paper presented at the 92nd Annual Meeting of the
Transportation Research Board, Washington, D.C.
What?

People actually
bike here?
Yes! 200 per day
What?
People actually walk here?

Yes!
400
per day
TRAFFIC
MONITORING
PROGRAMS
State Traffic Monitoring
Permanent Counters
Commonly inductive loops

Metro Count Accessed 6/13/13 http://mtehelp.tech-metrocount.com/article.aspx?key=mc5805

Short Duration Counters
Commonly pneumatic tubes
Colorado’s Permanent Counters
Annual Average Daily Traffic
(AADT)
Colorado’s Short Duration Traffic
Counts

CDOT OTIS Accessed 6/18/13 http://dtdapps.coloradodot.info/Otis/HighwayData#/ui/0/1/criteria/~/184.667/210.864
AADT
AADT
AADT
AADT
Use AADT to Estimate VMT
COLORADO HIGHWAYS

Sum (AADT X Segment Length) over network
to compute Vehicle Miles Traveled (VMT)
Can we apply these
methods to biking and
walking?
AADB:
Annual Average Daily Bicyclists
AADT for bicyclists!
Traffic
Monitoring
Guide 2013:
Chapter 4 for Nonmotorized Traffic
NON-MOTORIZED COUNT PROGRAMS
The TMG 2013
Approach
The TMG 2013
Approach
National Bicycle and Pedestrian
Documentation Project
Manual Counts:
2 hours
5 to 7pm
Tues, Wed, or Thurs in
mid-September

http://bikepeddocumentation.org/
Passive Infrared Counters
Inductive loop counters in bike lanes
Combined Bicycle and Pedestrian
Continuous Counter
The TMG 2013
Approach
Permanent
Count
Program
Permanent
Count
Program
Geographic/Climate Zones
Urban vs. Rural
600
Continuous Count Stations

Annual
Average
Daily
Bicyclists
(AADB)

High

Medium

200

Low

Volume
Categories
0

500
AADB

1,000
Traffic Monitoring Guide 2013 Update, Chapter 4.
Permanent
Count
Program
Daily Patterns
180%
160%
140%
% of AADB

120%
100%
80%
60%
40%
20%
0%

Colorado Example (Bikes only)
12:00 AM
1:00 AM
2:00 AM
3:00 AM
4:00 AM
5:00 AM
6:00 AM
7:00 AM
8:00 AM
9:00 AM
10:00 AM
11:00 AM
12:00 PM
1:00 PM
2:00 PM
3:00 PM
4:00 PM
5:00 PM
6:00 PM
7:00 PM
8:00 PM
9:00 PM
10:00 PM
11:00 PM

% of AADB

Hourly Commute Pattern

25%

20%

15%

10%

5%

0%

City of Boulder Example (Bikes only)
0:00
1:00
2:00
3:00
4:00
5:00
6:00
7:00
8:00
9:00
10:00
11:00
12:00
13:00
14:00
15:00
16:00
17:00
18:00
19:00
20:00
21:00
22:00
23:00

Average Hourly Volume

Hourly Non-commute Pattern

400
Jan

350
Feb

Mar

300
Apr

250
May

200
Jun

Jul

150
Aug

100
Sep

50
Oct

Nov

0
Dec

Source: Pam Johnson, PSU
Permanent
Count
Program
12 Possible groups
3 Daily Patterns

Commute

In Between

Non-Commute
12 Possible groups
3 Daily Patterns

2 Weekly Patterns

Commute
Commute

In Between

Non-Commute
Non-Commute
12 Possible groups
3 Daily Patterns

2 Weekly Patterns

2 Annual Patterns

Commute
Commute

Commute

In Between

Non-Commute
Non-Commute

Non-Commute
12 Possible groups
3 Daily Patterns

2 Weekly Patterns

2 Annual Patterns

Commute
Commute

Commute

In Between

Non-Commute
Non-Commute

Non-Commute
12 Possible groups
3 Daily Patterns

2 Weekly Patterns

2 Annual Patterns

Commute
Commute

Commute

In Between

Non-Commute
Non-Commute

Non-Commute
12 Possible groups
3 Daily Patterns

2 Weekly Patterns

2 Annual Patterns

Commute
Commute

Commute

In Between

Non-Commute
Non-Commute

Non-Commute
Weekly
Pattern

Higher
Weekends?

No

Location

Yes

Rural
Mtn
Trail?

Mountain
Non-commute
Yes

No

Urban Plains
Non-commute
Commute
Permanent
Count
Program
Factoring Method
Adapted from Traffic Monitoring Guide
AADB = Cknown* D * M
Cknown = 24-hour count
D = Daily Factor
M = Monthly Factor
Factoring Method
Adapted from Traffic Monitoring Guide
AADB = Cknown* D * M
Cknown = 24-hour count
D = Daily Factor
M = Monthly Factor
Monthly Factor
M=

AADB
MADB

where
MADB = Ave daily bike count in that month
Monthly Factor
June

M=

AADB
MADB

=

500
1,000

where
MADB = Ave daily bike count in that month
Monthly Factor
June

M=

AADB
MADB

=

500
1,000

= 0.5

where
MADB = Ave daily bike count in that month
Monthly Factor
June

M=

AADB
MADB

=

500
1,000

= 0.5

Daily counts in June are twice AADB.
where
MADB = Ave daily bike count in that month
Groups:

Colorado
Monthly
Factors

Mountain
NonCommute

Front Range
NonCommute Commute

January

3.9

1.5

February

3.2

2.0

March

1.3

1.2

April

2.2

1.1

1.1

May

1.0

0.8

0.9

June

0.5

0.8

0.7

July

0.4

0.8

0.8

August

0.5

0.7

0.7

September

0.7

0.8

0.8

October

1.7

1.0

1.0

November

1.5

1.4

December

2.5

2.3
Permanent
Count
Program
Precision of Monthly Factors

How many counters/group?
100%
90%
80%
70%
60%
50%
40%
30%
20%
10%
0%

Non-Commute
Factors
Commute Counters

Average

0 1 2 3 4 5 6 7 8 9 1011121314
Number of Counters
Permanent
Count
Program
The TMG 2013
Approach
The TMG 2013
Approach
The TMG 2013
Approach
Short
Duration
Count
Program
Short
Duration
Count
Program
Turning Movement Counts
Segment Count
A

B
Short Duration Counters
• Pedestrian

Manual

Infrared

• Bicycle

Manual

Pneumatic Tube Counters
Traffic Monitoring Guide 2013 Update, Chapter 4.
Short
Duration
Count
Program
Potential Selection Criteria
• Variety of facility types

Path

On-street
Potential Selection Criteria
• Variety of land uses
– Central business district

– Residential

– School/University

• Technology related criteria
Short
Duration
Count
Program
% Error of AADB Estimates

Count Duration
70%

60%
50%
40%
30%
20%

10%
0%
0

200

400

Count Duration (hours)

600
% Error of AADB Estimates

Count Duration
70%

60%
50%

1 week

40%
30%
20%

10%
0%
0

200

400

Count Duration (hours)

600
Short
Duration
Count
Program
Absolute % Error in AADB
Estimates

Schedule Counts
100%

80%
60%
40%
20%
0%
1

2

3

4

5

6

7

Month

8

9 10 11 12
Absolute % Error in AADT
Estimate

Schedule Counts
100%

80%
60%
40%
20%
0%
1

2

3

4

5

6

7

8

9 10 11 12

Month
May to October best
for Midwestern Climate
The TMG 2013
Approach
Factoring Method
Adapted from Traffic Monitoring Guide
AADB = Cknown* D * M
Cknown = 24-hour count
D = Daily Factor
M = Monthly Factor
AADB
VMT
for
bicycles
CONCLUSIONS &
RECOMMENDATIONS
Summary
• Traffic Monitoring Guide
Approach:
– Permanent Count
Program
– Short Duration Count
Program
– Compute AADT for Bikes
and Pedestrians
On-line Guide

www.pdx.edu/ibpi/count
Recommendations
• Both permanent and short duration count
programs are needed.
• Continuous counters are needed!
• Prefer 1 week short count
• Short duration counts in high volume months
– May to October (Midwestern climates)

• Integrate bike/ped counts into traffic data for
preservation and access
Balance Permanent and Short
Duration Programs

SHORT
PERMANENT
COUNT
PROGRAM

DURATION
COUNT
PROGRAM
Iterative Process
Iterative Process
Example
1st Year

SHORT
PERMANENT
COUNT
PROGRAM

1 Permanent Counter

DURATION
COUNT
PROGRAM

20 Manual Counts
2nd Year

SHORT
PERMANENT
COUNT
PROGRAM

1 Permanent Counter

Rotate 1 counter
all summer

DURATION
COUNT
PROGRAM

24 Automated Short Duration Sites
(one week per site)
3rd Year

PERMANENT
COUNT
PROGRAM

5 Permanent Counters

SHORT DURATION
COUNT PROGRAM

Rotate 2 counters
all summer

48 Automated Short Duration Sites
(one week per site)
4th Year

SHORT DURATION COUNT
PROGRAM

PERMANENT
COUNT
PROGRAM

6 Permanent Counters

Rotate 5 counters
all summer

120 Automated Short Duration Sites
(one week per site)
10th Year

SHORT DURATION COUNT
PROGRAM
PERMANENT COUNT
PROGRAM

12 Permanent Counters

Rotate 10 counters
all summer on
3 year rotation

720 Automated Short Duration Sites
(one week per site) on 3 year rotation
On-going Work
• Colorado, Vermont, Minnesota, Oregon, North
Carolina, Washington State DOT’s are developing
programs.
• TRB Bike/Ped Data Subcommittee
https://sites.google.com/site/bikepeddata/home

• FHWA to include bike/ped counts in Travel Monitoring
Analysis System (TMAS)
• NCHRP 07-19: Bike/Ped Data Methods & Technologies
• Google Group for future discussion!
• OTREC’s Bike/Ped Data Archive
TRB Bike/Ped Data
Subcommittee
Questions?
Krista Nordback
Nordback@pdx.edu
503-725-2897
Guide to Bicycle & Pedestrian Count Programs
http://www.pdx.edu/ibpi/count
EXTRA SLIDES
Why daily counts?
Average Hourly Count

70
60
50
40
30
20

10
0
Why daily counts?
Average Hourly Count

70
60
50
40
30
20

10
0
Why daily counts?
Average Hourly Count

70
60
50
40
30
20

10
0
Why annual average?
Average Daily Count

1200
1000

800
600
400
200
0
1

2

3

4

5

6

7

Month

8

9

10 11 12
Why annual average?
Average Daily Count

1200
1000

800
635
600
400
200
0
1

2

3

4

5

6

7

Month

8

9

10 11 12
Nosal, T., L. Miranda-Moreno, et al. (2014). Incorporating weather: a comparative analysis of
Average Annual Daily Bicyclist estimation methods. 93rd Annual Meeting of the
Transportation Research Board. Washington, D.C., National Academies.
Hankey, S., G. Lindsey, et al. (2014). Day-of-Year Scaling Factors and Design Considerations for
Non-motorized Traffic Monitoring Programs. 93rd Annual Meeting of the Transportation
Research Board. Washington, D.C., National Academies.
The Problem

TMAS

Bicycle counts
live here
and die here.

Some bicycle
No bicycle
counts live here. counts live here.
The Solution

TMAS

bike
counts

bike
counts
CDOT Continuous Counters
All Colorado Continuous Counters
• 45 stations with enough data to study (2010-2012)
– 21 bicyclist only count stations
– 24 bicyclists and pedestrians combined stations

Denver
Metro
Area
Short-term Counters
About 6 portable infrared counters:
• Rotated around the state
– By request
– About 30 sites

• Each site over 1 week, usually at least one
month
Colorado Count Stations
Bicycle Only Bicycle &
Pedestrian

All

Number of Stations 21

24

45

Average AADT

401

182

284

Rural

10%

88%

51%

Mountains

10%

50%

31%

On Paths

67%

100%

84%
Other Suggested Groupings
• Turner, TTI: 3 factor groups
– Commute
– In between
– Non-Commute
–

• Miranda-Moreno: 4 factor groups
– Commute
– 2 groups in between
– Non-Commute
Inductive loop counters on paths
Inductive Loops
Inductive loop counters on-street

Inductive loop counters in vehicle lane
Piezoelectric Bike Counters
Video Detection
Pneumatic Tube Counting

On Path

On Road
National Bicycle and Pedestrian
Documentation Project

http://bikepeddocumentation.org/downloads/
There’s an app for that!

Manual
counting on
your smart
phone!

by Thomas Götschi
National Bicycle and Pedestrian
Documentation Project

http://bikepeddocumentation.org/downloads/
Portland
Volunteer
Count
Form
Percent of AADT

Bike/Ped Daily Factors
160%
140%
120%
100%
80%
60%
40%
20%
0%

Group 1
Group 2
Group 3
Percent of AADT

Bike/Ped and Motorists Factors
160%
140%
120%
100%
80%
60%
40%
20%
0%

Group 1
Group 2
Group 3

CDOT Group 3
Recreational
Motorists
Bike/Ped and Motorist Factors
300%

200%
150%

Group 1

100%

Group 2

Decemb…

Novemb…

October

August

July

June

May

April

March

February

0%

Septem…

50%
January

Percent of AADT

250%

Group 3
Recreational
CDOT Group 3
Motorists
Daily Patterns for Bike/Ped
Percent of AADT

250%
200%

150%
100%

50%
0%
Percent of AADT

Monthly Patterns for Bike Only
500%
450%
400%
350%
300%
250%
200%
150%
100%
50%
0%
0

2

4

6
Month

8

10

12
% of AADBP

Monthly Pattern
500%
450%
400%
350%
300%
250%
200%
150%
100%
50%
0%

With Outliers removed

1

2

3

4

5

6

7

Month

Colorado Example (Bikes and Peds combined)

8

9

10 11 12

Dillon Dam Path
Four Mile
Officers Gulch
Swan Mt
Arbaney Kittle
EmmaRGT
EofAspen
HunterCrk
WoodyCrk
Dawson Butte
Glendale
Greenland
Hidden Mesa
Spruce Meadows
Spruce Mt
Rock Creek
CCHolly-2011
KC470
Broomfield Combo
Hourly Pattern
25%

% of AADB

20%

15%
10%
5%
0%

City of Boulder Example (Bikes only)

Arap38th
Arapahoe2
BdwyNside
BdwySside
BldrCrkEside
BldrCrkEside2
BldrCrkWside
BldrCrkWside2
Brdwy
BwyTmesa
Centennial
Foothills
Foothills2
FthlsNECor
FthlsSECor
Prl55thN
Prl55thS
PrlPkwySECor
PrlPkwySWCor
Skunk
0%
Decemb…

Novemb…

October

Septem…

August

July

June

May

April

March

February

January

Percent of AADT

Bike/Ped Factors

300%

250%

200%

150%

Group 1

100%
Group 2

50%
Group 3
Factor Method
• Adapted from Traffic Monitoring Guide
AADB = Cknown* H * D * M
Cknown = known manual count for one hour
H = Hourly Factor
D = Daily Factor
M = Monthly Factor
3 Steps to Estimate AADB
1. Collect continuous counts
2. Compute factors
3. Collect short duration counts
Compute AADB
• I know AADB at
25 continuous
count stations.
Motor
Vehicle
Count
Example

Iowa State University http://www.ctre.iastate.edu/pubs/traffichandbook/3trafficcounts.pdf
COUNTING TECHNOLOGIES
Permanent Counters
• Pedestrian
Infrared

Video Image Recognition
Radar
Pressure Sensor

• Bicycle
Video Image Recognition
Microwave
Magnetometers
Inductive Loop

Video Detection
Pedestrian Counts
• Permanent: Hourly Counts 24/7
Infrared

Video Image Recognition
Radar
Pressure Sensor

• Short Duration: One Hour to One Month

Manual

Infrared
Bicycle Counts
• Permanent: Hourly Counts 24/7
Video Image Recognition
Microwave
Magnetometers
Inductive Loop

Video Detection

• Short Duration: One Hour to One Month

Manual

Pneumatic Tube Counters
NCHRP 07-19: Testing accuracy of
existing bike/ped count technologies.

Traffic Monitoring Guide. 2013, FHWA: Washington, DC.
Manual Counts
• Volunteer

vs.

Paid Staff

• Paper

vs.

Electronic

iPhone App

by Thomas Götschi

• Screenline

vs.

• On-site

vs.

Intersection Turning
Movement Count
Video watching in office
Passive Infrared Counters

Traffic Monitoring Guide. 2013, FHWA: Washington, DC.
Active
Infrared

Traffic Monitoring Guide. 2013, FHWA: Washington, DC.
Pressure Sensors

Jean-Francois Rheault, Eco Counter
Traffic Monitoring Guide. 2013, FHWA: Washington, DC.
Video Image Processing

Traffic Monitoring Guide. 2013, FHWA: Washington, DC.
Source: Elizabeth Stolz, Sprinkle Consulting

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