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WHAT IF OUR CLOTHES COULD
SHOW HOW FAST
WE RUN?
Human
Computer
Interaction
Laboratory
makeability lab
Human
Computer
Interaction
Laboratory
makeability lab
Social Fabric Fitness:
The Design and Evaluation of Wearable E-Textile Displays to Support Group Fitness
Matthew Louis Mauriello
Michael Gubbels
Jon E. Froehlich
CHI 2104
April 30th, 2014
Plethora of Run Trackers
Carron et al., 1996; Hanc, 2005; Kolata, 2009;
Robbins, 2009; Youngren, 2009 Barder & Knight, 2010
Group Running Benefits
Adherence to training
Educational benefits
Aids training intensity
Increases enjoyment
Carron et al., 1996; Hanc, 2005; Kolata, 2009;
Robbins, 2009; Youngren, 2009 Barder & Knight, 2010
Group Running Benefits
Adherence to training
Educational benefits
Aids training intensity
Increases enjoyment
Social facilitation theories
posits: the presence of others
can increase a person’s drive
and focus (e.g., Carron, 1996;
Strauss, 2002)
Bond reframes social facilitation in terms of
Goffman’s presentation of self.
Presence of others can motivate the individual
to project image of competence.
For tasks perceived to be too difficult, however,
performance may actually decline as individual
becomes self-conscious
SFF: Theoretical Underpinnings
Potential Dichotomy
Increased motivation
vs. increased anxiety
SFF Externalizes
Performance
Wearables & Sports
Wearables for Sensing Wearables for Sensing & Visualization
Wearables & Sports
Wearables for Sensing Wearables for Sensing & Visualization
Under Armour E39
Real-time athlete monitoring
Adidas miCoach Elite
Real-time athlete monitoring
Wearables & Sports
Wearables for Sensing Wearables for Sensing & Visualization
Wearables & Sports
Wearables for Sensing Wearables for Sensing & Visualization
Reebok Checklight
Co-located sensing & feedback on athlete
TeamAWear
Page & Vande Moere, Pervasive’07
TIMELINE
SFF: DESIGN AND EVALUATION PROCESS
TIMELINE
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
DESIGN GOALS
Comfort
Robustness
User Experience
Display Content
SFF: SYSTEM OVERVIEW
Battery
Android Smartphone
with RunKeeper
SFF: SYSTEM OVERVIEW
Wirelessly
transmits run data
to wearable display
WEARABLE
PROTOTYPE
Designing the
Visual Content
Glanceable & Easy-to-understand
09:37
PACE/MI
SFF: PRIMARY VISUALIZATIONS
09:37
PACE/MI
52:43
DURATION
SFF: PRIMARY VISUALIZATIONS
09:37
PACE/MI
4.5 mi
DISTANCE
52:43
DURATION
Although RunKeeper
tracks a single user,
these measures are
shared across the
running group as they
run together.
SFF: PRIMARY VISUALIZATIONS
09:37
PACE/MI
4.5 mi
DISTANCE
132 bpm
HEARTRATE
52:43
DURATION
SFF: PRIMARY VISUALIZATIONS
Comfort
Low-Fidelity Prototypes
Engineering
Responsive & Robust
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
3 PROTOTYPE
DESIGNS
3 PROTOTYPE
DESIGNS
Prototype #1Custom LED Matrix Display
Prototype #2Electronic Ink Display
Prototype #3Erogear LED Matrix Display
3 PROTOTYPE
DESIGNS
Prototype #1Custom LED Matrix Display
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Select MCU
Platform
1
Prototype
Circuit Designs
2
Build
Software
3
Layout
PCB
4
Manufacture
PCB
5
Test Final PCB
& Software
6
Prototype #1Prototype Circuit Designs
Prototype #1Single Letter Display Test
Prototype #1Scrolling Display
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Select MCU
Platform
1
Prototype
Circuit Designs
2
Build
Software
3
Layout
PCB
4
Manufacture
PCB
5
Test Final PCB
& Software
6
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Select MCU
Platform
1
Prototype
Circuit Designs
2
Build
Software
3
Layout
PCB
4
Manufacture
PCB
5
Test Final PCB
& Software
6
Prototype #1Prepare PCB Schematic
PCB Layout Slide
Prototype #1Prepare PCB Schematic
http://PCBUniverse.com http://tristateelectronicmfg.com
Prototype #1Manufactured Flexible PCB
Manufactured at PCBUniverse.com and pick-and-place performed by Tristate Electronics
Flexible PCB
24 x 6 Matrix
Green or Blue LEDs
Prototype #1Manufactured Flexible PCB
Manufactured at PCBUniverse.com and pick-and-place performed by Tristate Electronics
Prototype #1Flexible PCB
Prototype #1Prototype Evolution
Flexible PCB
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Select MCU
Platform
1
Prototype
Circuit Designs
2
Build
Software
3
Layout
PCB
4
Manufacture
PCB
5
Test Final PCB
& Software
6
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Select MCU
Platform
1
Prototype
Circuit Designs
2
Build
Software
3
Layout
PCB
4
Manufacture
PCB
5
Test Final PCB
& Software
6
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping Visualization Prototyping Materials
Prototype #1Three prototyping dimensions
Prototyping Technology Prototyping MaterialsPrototyping Visualization
2 x Arduino
Pro Minis
2 x LED Matrices on
Flexible PCB
2 x 3.7V (2000 mAh)
LiPoly Batteries
Velcro
Perimeter
Pleather
Enclosure
Cotton
Diffusion Layer
Prototype #1Final Prototype
Prototype #1 Prototype #2 Prototype #3
Display Weight 66.9 g 25.4 g 46.8 g
Total Weight 152.9 g 411.7 g 161.2 g
Pixels 24 x 12 320 x 240 32 x 16
Refresh Rate 5 Hz 1.1 Hz 38 Hz
Dimensions* 21.3 x 12.2 cm 18.4 x 14 cm 20.3 x 15.2 cm
Display Thickness* 13.5 mm 4.9 mm 4.8 mm
* With enclosure
As a comparison:
iPhone 4S = 140 g
SFF: THREE PROTOTYPES
Prototype #1 Prototype #2 Prototype #3
Display Weight 66.9 g 25.4 g 46.8 g
Total Weight 152.9 g 411.7 g 161.2 g
Pixels 24 x 12 320 x 240 32 x 16
Refresh Rate 5 Hz 1.1 Hz 38 Hz
Dimensions* 21.3 x 12.2 cm 18.4 x 14 cm 20.3 x 15.2 cm
Display Thickness* 13.5 mm 4.9 mm 4.8 mm
* With enclosure
SFF: THREE PROTOTYPES
Prototype #1Custom LED Matrix Display
Prototype #2Electronic Ink Display
Prototype #3Erogear LED Matrix Display
Prototype #2Electronic Ink Display
Prototype #2Three steps
Find Manufacturer Prototyping Software Prototyping Materials
Plastic Logic Flexible e-Ink
Display 4.7” (320 x240)
4 x 1.5V (2000 mAh)
AA Batteries
32-bit BeagleBone
(AM335x 720MHz ARM)
Plastic Logic Display
Controller (HummingBird)
Nylon
Enclosure
Prototype #2Final e-Ink Prototype
Prototype #1 Prototype #2 Prototype #3
Display Weight 66.9 g 25.4 g 46.8 g
Total Weight 152.9 g 411.7 g 161.2 g
Pixels 24 x 12 320 x 240 32 x 16
Refresh Rate 5 Hz 1.1 Hz 38 Hz
Dimensions* 21.3 x 12.2 cm 18.4 x 14 cm 20.3 x 15.2 cm
Display Thickness* 13.5 mm 4.9 mm 4.8 mm
* With enclosure
SFF: THREE PROTOTYPES
Prototype #1Custom LED Matrix Display
Prototype #2Electronic Ink Display
Prototype #3Erogear LED Matrix Display
Prototype #3Erogear LED Matrix Display
Prototype #3Early Erogear Visualizations
Prototype #3Extremely Flexible/Lightweight
2 x 3.7V (2200 mAh)
Li-Ion Batteries
2 x 32x8 Erogear
LED Matrices
2 x 32-bit MCU; 16-bit LED Matrix
Driver; Bluetooth Modem
Prototype #3Final Erogear Prototype
Prototype #1 Prototype #2 Prototype #3
Display Weight 66.9 g 25.4 g 46.8 g
Total Weight 152.9 g 411.7 g 161.2 g
Pixels 24 x 12 320 x 240 32 x 16
Refresh Rate 5 Hz 1.1 Hz 38 Hz
Dimensions* 21.3 x 12.2 cm 18.4 x 14 cm 20.3 x 15.2 cm
Display Thickness* 13.5 mm 4.9 mm 4.8 mm
* With enclosure
SFF: THREE PROTOTYPES
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
Informal Pilot Studies
Evaluate Comfort
Examine Viewability
Gain qualitative reactions
Investigate Robustness
Prototype #3
Prototype #1
Prototype #2
Pilot Studies
In-situ observation
Data Collection
In-situ observation
Data Collection
In-situ observation
Data Collection
Pre- and Post-Surveys
Analysis
Post-hoc review
Viewability
Examining Diffusion Layers
Viewability
Prototype #1 & #2
Viewability
Prototype #1 & #2
Viewability
Prototype #3: Lighting Conditions
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
Prototype #3Erogear LED Matrix Display
09:37
PACE/MI
4.5 mi
DISTANCE
132 bpm
HEARTRATE
52:43
DURATION
SFF: PRIMARY VISUALIZATIONS
SFF: FINAL VISUALIZATIONS
07:45
Group set target pace
Last 9 mins of the run
SFF: SHARED GOAL VISUALIZATION
07:45
Running faster than set pace
SFF: SHARED GOAL VISUALIZATION
07:45
Still faster than set pace
but slowing down
SFF: SHARED GOAL VISUALIZATION
07:45
SFF: SHARED GOAL VISUALIZATION
Now running slower
than set pace
Final PrototypeShared Goal Visualization
SFF: Design and Evaluation Process
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
SFF: Design and Evaluation Process
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
SFF
Overview
SFF: STUDY PROCEDURE
SFF
Overview
Pre-Study
Questionnaire
SFF: STUDY PROCEDURE
SFF
Overview
Pre-Study
Questionnaire
SFF Run
(30-60 minutes)
SFF: STUDY PROCEDURE
SFF
Overview
Pre-Study
Questionnaire
SFF Run
(30-60 minutes)
Post-Study
Questionnaire
SFF: STUDY PROCEDURE
SFF
Overview
Pre-Study
Questionnaire
SFF Run
(30-60 minutes)
Post-Study
Questionnaire
Post-Study
Interviews
SFF: STUDY PROCEDURE
5:30AM
Obligatory Red Bull
FIELD STUDY PARTICIPANTS
10 GROUPS; 52 INDIVIDUALS (35 FEMALE)
Avg Group Size:
5
Avg Age:
40.7
Avg Target Pace:
10:14
Avg Distance:
3.5 mi
SFF: ANALYSIS
We analyzed the Likert scale survey data to
uncover trends and use the interview and
open-form data to provide context.
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
FIELD STUDY RESULTS
5.5 5.2 5.1 4
0
2
4
6
8
7-PointLikertScale
COMFORT; WEARERS (N=19)
Battery Display Heart Monitor Armband
7-Point Likert Scale
Higher is more comfortable
Higher is better
5.5 5.2 5.1 4
0
2
4
6
8
7-PointLikertScale
Battery Display Heart Monitor Armband
FIELD STUDY RESULTS
COMFORT; WEARERS (N=19)
Higher is better
5.5 5.2 5.1 4
0
2
4
6
8
7-PointLikertScale
Battery Display Heart Monitor Armband
FIELD STUDY RESULTS
COMFORT; WEARERS (N=19)
“I thought [the system]
would be uncomfortable;
it turned out to be
unnoticed.”
-G5P2-W
FIELD STUDY RESULTS
COMFORT; WEARERS (N=19)
Higher is better
5.5 5.2 5.1 4
0
2
4
6
8
7-PointLikertScale
Battery Display Heart Monitor Armband
FIELD STUDY RESULTS
COMFORT; WEARERS (N=19)
Higher is better
5.5 5.2 5.1 4
0
2
4
6
8
7-PointLikertScale
Battery Display Heart Monitor Armband
FIELD STUDY RESULTS
COMFORT; WEARERS (N=19)
FIELD STUDY RESULTS
COMFORT; WEARERS (N=19)
“Armband is heavy; other
[equipment] was fine…”
-G2P1-W
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
Rank Order List
FIELD STUDY RESULTS
DISPLAY CONTENT; ALL (N=52)
Pace 1.5
Distance 2.2
Duration 3.1
Visualization 3.9
Heart Rate 4.3
Average Scores
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
“It made me more aware
of our pacing and kept me
more focused on the run.”
-G2P2-W
FIELD STUDY RESULTS
DATA AWARENESS; ALL (N=52)
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
“Made me feel like I was pushing
my efforts, which is good.”
-G7P8
FIELD STUDY RESULTS
MOTIVATION; ALL (N=52)
“Motivated me to go faster than
the pace displayed.”
-G7P7
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
Comfort
Display Content
Awareness
Motivation
User Experience
Cohesiveness
Other Technology
Self-Consciousness
SFF: FIELD STUDY RESULTS
FIELD STUDY RESULTS
SELF-CONSCIOUSNESS; WEARERS (N=19)
“Yes, I expected to feel
more conspicuous;
didn’t really mind it.”
-G2P2-W
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
SFF: DESIGN AND EVALUATION PROCESS
Parallel Prototyping
3 Designs
Informal Pilot Studies
Refine
Final Design
Field Study of 10
Running Groups
2 Race
Studies
Final
Pilots
Ideation &
Lo-Fi Proto.
RACE STUDY PARTICIPANTS
4 INDIVIDUALS (1 FEMALE)
Male, 34
Target Pace: 6:10
County 8K
Female, 33
Target Pace: 8:20
County 8K
Male, 26
Target Pace: 7:45
Labor Day 10K
Male, 18
Target Pace: 8:30
Labor Day 10K
Race Deployment
Competitive Interactions
Gold Medal
“It made me run faster
because my performance
was on display.”
-R2P1-W
RACE STUDY RESULTS
MOTIVATION; WEARERS (N=4)
Limitations
Limitations
Novelty
Observational Bias
Job!
GOOD
Future Work
Encouragement
Going!
Keep
Future Work
Social Media Integration
Future Work
Spectator Sports
Future Work
Cross Domains
Summary
This work contributes to two rapidly growing areas:
personal informatics and wearable technology.
Through parallel prototyping, iterative design,
and exploratory studies we demonstrate the
potential to motivate group fitness performance
with wearable technology.
Human
Computer
Interaction
Laboratory
makeability lab
Thanks to our collaborators:
RunKeeper and Erogear
Thanks to Nokia for funding
Matt Mauriello
@mattm401
Michael Gubbels
@mokogobo
Jon Froehlich
@jonfroehlich
Our Research Team:
Noun Project Icon Credits
Tshirt
Nithin Viswanathan
http://thenounproject.com/term/tshirt/25531/
Fire
Jop van der Kroef
http://thenounproject.com/term/fire/8023/
Running
Dillon Arloff
http://thenounproject.com/term/running/17825/
Medal
Andrew J. Young
http://thenounproject.com/term/medal/3798/
Watch
Kiran Malladi
http://thenounproject.com/term/watch/20778/
Awareness
Ivan Colio
http://thenounproject.com/term/awareness/30176/
Warning
Christopher Holm-Hansen
http://thenounproject.com/term/warning/52375/
Notepad
Lemon Liu
http://thenounproject.com/term/notepad/8155/
Celebration
Scott Lewis
http://thenounproject.com/term/celebration/6215/
Weight Lifting
Nithin Viswanathan
http://thenounproject.com/term/weight-lifting/50882/
Calendar
Edaward Boatman
http://thenounproject.com/term/calendar/6730/
Education
Chris Matthews
http://thenounproject.com/term/education/3012/
Image Credits
“Marathon” US Road Sports
“Watch” Garmin Ltd.
“Mobile Application” MapMyFitness, Inc.
“Group Running” Unknown
“Goffman” Open Library
“E39” Under Armour, Inc.
“Reebok Checklight” Reebok International
“TeamAWear” Pervasive Computing, 2007
“Adidas miCoach Elite” Adidas America Inc.
“iPhone” Apple Inc.
“Google Maps” Google Inc.
“Heart Rate Monitor” Polar Electro
“Twitter” Twitter Inc.
“Swimming” International Olympic Committee

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