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Monitorizaciónde la CargaInternadesdeunaAproximaciónBiométrica. 
Jose Fernandez 
Performance Consultant 
Seminario Herramientas para Optimización del Entrenamiento. UEMC. Valladolid. 24/10/2014
DNA 
BIOMARKERS 
PHYSIO & PSYCHO 
HRV 
Facial Coding 
Wellness 
NEUROMUSCULAR 
Tensiomyography 
Thermography 
BIOMECHANICAL 
Gait / Mov 
Foot 
ONCE 
TRIMESTRAL 
DAILY 
WEEKLY * 
PRE + FOLLOW UP
Self-Reported Monitoring Network 
Athlete 
Coaches
Lower back 
Quads 
Hamstrings 
Calves 
Groin 
Knee 
Ankle 
Right 
Fatigue 
Energy 
Sleep 
Left 
Overall 
Muscular 
360° 
CalibraciónSubjetiva 
AjustePeriférico 
< 6 toques pantalla 
ProtocolosIndividuales 
EstimulaDialogo 
QuestionariosDiarios2.0
Consideraciones: 
Tlf1 brazo distancia 
40% pixeles 
Condiciones Luz 
240 fpsen Iphone6 
P. Jha2013 
A favor: 
Proceso Automatico 
Movil. Rapido. Objetivo 
No sensores externos 
En contra: 
Resultados inconsistentes por falta de protocolos 
Happiness 
Stress 
Sad 
Angry 
Surprise 
Excited 
Bored 
Disgust
5DAYS 
10 DAYS 
1 MONTH 
T 
AUTOMATED FACIAL RECOGNITION / HRV 
+ 
10% 
20% 
30% 
40% 
50% 
POSITIVE 
NEGATIVE 
mHRV 
90 
80 
70 
60 
50 
4/8 
5/8 
6/8 
7/8 
8/8 
9/8 
10/8 
11/8 
12/8 
13/8 
2014 
Feelinggood. Slept8 hours. Urinelookingmore clearthismorning. 
12/08/2014 
30 
38 
41 
37 
31 
31 
24 
24 
24
Image from www.designboom.com 
Fotopletismografía(PPG)
Full -Training 
Off -Training 
22-02-12 
23-02-12 
24-02-12 
25-02-12 
26-02-12 
27-02-12 
28-02-12 
29-02-12 
01-03-12 
01-03-12 
AlteraciónRespuestaMuscular 
JugadorFutbolProfesional. EPL 
TMG Reposo/ QuestionarioSesaciónMuscular 
Biceps FemoralsIzquierdo 
45 
40 
35 
30 
25 
20 
15 
10 
Tc 
Edad28 
Delantero 
Diestro
SimetríaCarrera GPS 
FunciónMuscular porgrupos
AreaEvaluada 
Cuestionarios TermografiaTMG Myoton 
Velocidad Procesp 
Objectivo/ Subjective 
Practico 
Invasividad 
Protocolo 
Nivel de Detalle 
Coste 
Joint/ Muscle 
Muscle 
Muscle/ Tendon 
Subjective 
Objective 
Objective 
Objective 
myoAnalytics
Sunday 
Monday 
Tuesday 
Wednesday 
Thursday 
Satur 
Cryo 
Tempo 
SoftTissue 
7vs7 
Movement 
Pool Work 
5vs5 
Activation 
Strength 
Game 
Cryo 
SoftTissue 
Friday 
Cryo 
Tempo 
SoftTissue 
Movement 
Pool Biceps 
Femoris 
Right 
10/06/2013 
Temperature 
28,9°
Morning HRV / Survey / FC / Weight 
Tensiomyography 
PLAYERS 
↑ Inflammation 
↓ Symmetry 
↑ Local Stress 
̴ Joint / Muscle 
↑ HRV 
↓ Sleep 
̴ Mood 
̴ Body Weight 
↑ Muscle Soreness 
↑ Local Fatigue 
↓ Muscle Function 
Inhibition 
Activation 
↓ Synchronization 
Thermography 
Alerts depend on Athletes Baseline + Individual Variation Analysis 
@jfernandez__
MUCHAS GRACIAS! 
jose.fernandezdv@gmail.com 
twitter: jfernandez__

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Monitoring Athlete´s Internal Load. A Biometric Approach.

  • 1. Monitorizaciónde la CargaInternadesdeunaAproximaciónBiométrica. Jose Fernandez Performance Consultant Seminario Herramientas para Optimización del Entrenamiento. UEMC. Valladolid. 24/10/2014
  • 2. DNA BIOMARKERS PHYSIO & PSYCHO HRV Facial Coding Wellness NEUROMUSCULAR Tensiomyography Thermography BIOMECHANICAL Gait / Mov Foot ONCE TRIMESTRAL DAILY WEEKLY * PRE + FOLLOW UP
  • 4. Lower back Quads Hamstrings Calves Groin Knee Ankle Right Fatigue Energy Sleep Left Overall Muscular 360° CalibraciónSubjetiva AjustePeriférico < 6 toques pantalla ProtocolosIndividuales EstimulaDialogo QuestionariosDiarios2.0
  • 5. Consideraciones: Tlf1 brazo distancia 40% pixeles Condiciones Luz 240 fpsen Iphone6 P. Jha2013 A favor: Proceso Automatico Movil. Rapido. Objetivo No sensores externos En contra: Resultados inconsistentes por falta de protocolos Happiness Stress Sad Angry Surprise Excited Bored Disgust
  • 6. 5DAYS 10 DAYS 1 MONTH T AUTOMATED FACIAL RECOGNITION / HRV + 10% 20% 30% 40% 50% POSITIVE NEGATIVE mHRV 90 80 70 60 50 4/8 5/8 6/8 7/8 8/8 9/8 10/8 11/8 12/8 13/8 2014 Feelinggood. Slept8 hours. Urinelookingmore clearthismorning. 12/08/2014 30 38 41 37 31 31 24 24 24
  • 7. Image from www.designboom.com Fotopletismografía(PPG)
  • 8. Full -Training Off -Training 22-02-12 23-02-12 24-02-12 25-02-12 26-02-12 27-02-12 28-02-12 29-02-12 01-03-12 01-03-12 AlteraciónRespuestaMuscular JugadorFutbolProfesional. EPL TMG Reposo/ QuestionarioSesaciónMuscular Biceps FemoralsIzquierdo 45 40 35 30 25 20 15 10 Tc Edad28 Delantero Diestro
  • 10. AreaEvaluada Cuestionarios TermografiaTMG Myoton Velocidad Procesp Objectivo/ Subjective Practico Invasividad Protocolo Nivel de Detalle Coste Joint/ Muscle Muscle Muscle/ Tendon Subjective Objective Objective Objective myoAnalytics
  • 11. Sunday Monday Tuesday Wednesday Thursday Satur Cryo Tempo SoftTissue 7vs7 Movement Pool Work 5vs5 Activation Strength Game Cryo SoftTissue Friday Cryo Tempo SoftTissue Movement Pool Biceps Femoris Right 10/06/2013 Temperature 28,9°
  • 12. Morning HRV / Survey / FC / Weight Tensiomyography PLAYERS ↑ Inflammation ↓ Symmetry ↑ Local Stress ̴ Joint / Muscle ↑ HRV ↓ Sleep ̴ Mood ̴ Body Weight ↑ Muscle Soreness ↑ Local Fatigue ↓ Muscle Function Inhibition Activation ↓ Synchronization Thermography Alerts depend on Athletes Baseline + Individual Variation Analysis @jfernandez__