armour39 challenge - under armour 4 runners

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My presentation for the final of the Armour39 Challenge organized by Under Armour. More info here: http://www.marcoaltini.com/2/post/2014/04/outsourcing-rd-under-armours-armour39-challenge.html

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UA4Runners

Armour39 ChallengeMarco Altini@marco_alt

Concept

Personalized, advanced tool for runners

Main functionalities– Personal Trainer– Physical Recovery Assessment– VO2max Estimation

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Concept

Run Tracking

Training Program

Physical Recovery Assessment

VO2max Estimation

Personal Trainer

• Maps, Route• Distance, Time, Pace• Heart Rate, WillPower

• Overall Fitness Level• Daily Condition

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Concept

Physical Recovery Assessment

VO2max Estimation

• Maps, Route• Distance, Time, Pace• Heart Rate, WillPower

• Overall Fitness Level• Daily Condition

Run Tracking

Personal Trainer

Training Program

Run Tracking

• Maps• Distance, Time, Pace and Altitude• Heart Rate, WILLPower and Calories• Advanced Trainings• Voice Component – guidance+feedback

• Data Export

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Run Tracking - map

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Run Tracking – pace per km

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Run Tracking – altitude

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Run Tracking – heart rate

Advanced Trainings

Advanced trainings can be preprogrammed manually or by the personal trainer

Multiple training phases (e.g. warm-up, intervals, cool-down). Each phase:– is either target time or distance– is assigned a target pace– can include a recovery phase

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Advanced Trainings

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Advanced Trainings

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Advanced Trainings

Personal Trainer

Creates personalized training programs based on:• Target race (10K, Half or full marathon)• Target time• Current condition (5 or 10K time)• Training days

Dynamically modifies trainings based on physical recovery assessed with Heart Rate Variability

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Personal Trainer: Training Program

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Personal Trainer: Training Program

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Personal Trainer: Training Program

Personal Trainer

Feedback:• Each training is evaluated against what

was programmed. Phases score differently based on importance (e.g. intervals more important than warm-up)

Trainings can be modified based on current condition (reduce effort by 10%, delay by 1 day, cancel)

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Personal Trainer: Training Feedback

Personal Trainer: Training Feedback

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Concept

Run Tracking

Training Program

VO2max Estimation

Personal Trainer

• Maps, Route• Distance, Time, Pace• Heart Rate, WillPower

• Overall Fitness Level• Daily Condition

Physical Recovery Assessment

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Physical Recovery Assessment

Based on Heart Rate Variability

• insights in the control mechanism of the cardiovascular system– autonomic regulation through the activity

of sympathetic and parasympathetic pathways of the ANS

• Heavy training is responsible for shifting the cardiac autonomic balance toward a predominance of the sympathetic drive

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Physical Recovery Assessment

• 60 seconds HRV test implemented on the phone:– RR-intervals correction– Time and frequency features– Linear interpolation and hamming windowing for

frequency features

• Paced breathing – 8 breaths/minute to improve reliability/repeatability

(effect of respiration on HRV)

• Output: easy to interpret number between 1 and 10

• Compared against previous measurement and baseline (5 of the last 7 days)

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Physical Recovery Assessment

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Physical Recovery Assessment

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Physical Recovery Assessment

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Physical Recovery Assessment

Mon Tue Wed Thu Fri Sat Sun

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Physical Recovery Assessment

RecoveryWeek:8.3

IntenseWeeks:7.8

Concept

Run Tracking

Training Program

Personal Trainer

• Maps, Route• Distance, Time, Pace• Heart Rate, WillPower

• Overall Fitness Level• Daily Condition

Physical Recovery Assessment

VO2max Estimation

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

VO2max Estimation

Estimate level of cardiorespiratory fitness during training

• works similarly to submaximal vo2max tests, i.e. heart rate at a specific intensity can be used to estimate maximal oxygen uptake

• age-correction and localization of stationary heart rate implemented

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

VO2max Estimation

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

VO2max Estimation

vo2max: 55 ml/kg/min

Concept

Run Tracking

Training Program

Physical Recovery Assessment

VO2max Estimation

Personal Trainer

• Maps, Route• Distance, Time, Pace• Heart Rate, WillPower

• Overall Fitness Level• Daily Condition

Marco Altini – Armour39 Challenge, Digital Future Show – April 11th, 2014

UA4Runners

Armour39 ChallengeMarco Altini@marco_alt

Thank you

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