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- Biomechanics @University of Rome "Tor Vergata", Faculty of Medicine and Surgery, School of Sports and Exercise Sciences
- Research&Development @Newsens S.r.l. , Rome - Italy
European Weightlifting Federation Coaches Forum
Olympic Preparation Centre - Rome, 18th January 2014
Muscle strength assessment during resistance training exercises:
sensing weights kinematics using inertial sensors
Pietro Picerno, PhD
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Muscle s t rength: leve ls of observat ion
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Level 1 : assessing muscle tension
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
0
45
90
135
180
0
500
1000
1500
2000
2500
3000
0.01 0.16 0.31 0.46
Kn
ee
fle
xio
n [d
eg]
Forc
e [N
]
Time [s]
Ground Reaction Force
FZ
FX
FY
FZ
FX
FY
Level 2 : assessing ef fects of muscle tension
GRF
Knee flexion
squat with 20kg @max velocity(80kg subject’s mass)
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
0
45
90
135
180
0
500
1000
1500
2000
2500
3000
0.01 0.16 0.31 0.46
Kn
ee
fle
xio
n [d
eg]
Forc
e [N
]
Time [s]
Ground Reaction Force
FZ
FX
FY
FZ
FX
FY
Level 2 : assessing ef fects of muscle tension
GRF
Knee flexion
squat with 20kg @max velocity(80kg subject’s mass)
(msubject+mbarbell)·g
STATIC
MOTION
(msubject+mbarbell)·(g+a)
external acceleration of the body is added(effect of muscles action)
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
0
45
90
135
180
0
500
1000
1500
2000
2500
3000
0.01 0.16 0.31 0.46
Kn
ee
fle
xio
n [d
eg]
Forc
e [N
]
Time [s]
Ground Reaction Force
FZ
FX
FY
FZ
FX
FY
Level 2 : assessing ef fects of muscle tension
GRF
Knee flexion
squat with 20kg @max velocity(80kg subject’s mass)
(msubject+mbarbell)·g
STATIC
MOTION
(msubject+mbarbell)·(g+a)
external acceleration of the body is added(effect of muscles action)
Lifting 1RM : external acceleration close to zero
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
FZ
FX
FY
FZ
FX
FY
Level 2 : assessing ef fects of muscle tension
squat with 20kg @max velocity(80kg subject’s mass)
-10
-5
0
5
10
15
20
0.01 0.16 0.31 0.46
Acc
ele
rati
on
[m/s
^2]
Time [s]
CoM acceleration
0
45
90
135
180
0
500
1000
1500
2000
2500
3000
0.01 0.16 0.31 0.46
Kn
ee
fle
xio
n [d
eg]
Forc
e [N
]
Time [s]
Ground Reaction Force
body acc = (GRF/mtot)-g
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
FZ
FX
FY
FZ
FX
FY
Level 2 : assessing ef fects of muscle tension
squat with 20kg @max velocity(80kg subject’s mass)
-10
-5
0
5
10
15
20
0.01 0.16 0.31 0.46
Acc
ele
rati
on
[m/s
^2]
Time [s]
CoM acceleration
0
45
90
135
180
0
500
1000
1500
2000
2500
3000
0.01 0.16 0.31 0.46
Kn
ee
fle
xio
n [d
eg]
Forc
e [N
]
Time [s]
Ground Reaction Force• quadriceps contrats and shortens
• while shortening, it pulls the leg which rotates (knee extension)
• since ground does not warp, this rotation cause the feet pushing the ground
• ground replies with the same (inverted) force (GRF)
• GRF accelerates the body/barbell upwards
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
-1
-0.5
0
0.5
1
1.5
2
0.01 0.16 0.31 0.46
Load
[g]
Time [s]
Load (1g = BW)
FZ
FX
FY
FZ
FX
FY
Level 2 : assessing ef fects of muscle tension
squat with 20kg @max velocity(80kg subject’s mass)
-10
-5
0
5
10
15
20
0.01 0.16 0.31 0.46
Acc
ele
rati
on
[m/s
^2]
Time [s]
CoM acceleration
“Load” = body acc/g
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
-1
-0.5
0
0.5
1
1.5
2
0.01 0.16 0.31 0.46
Load
[g]
Time [s]
Load (1g = BW)
FZ
FX
FY
FZ
FX
FY
-10
-5
0
5
10
15
20
0.01 0.16 0.31 0.46
Acc
ele
rati
on
[m/s
^2]
Time [s]
CoM acceleration
Level 3 : neuromuscular character izat ion
FORCE CLASSIFICATION (Bosco):
• amount of weight
• speed of force application
Fmax = 1.7 BW
RFD
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Alternat ives: measur ing barbel l k inemat ics
BARBELL DISPLACEMENT (cameras)
software:Kinovea
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Alternat ives: measur ing barbel l k inemat ics
BARBELL DISPLACEMENT (wire draw encoders)
software:Ergopower (Ergotest Techn, Norway)Ergosystem (Glubus Corp., Italy)Smartcoach (Smartcoach, Sweden)
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Too many wires around…
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Evolut ion of technology
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Alternat ives: measur ing barbel l k inemat ics
BARBELL ACCELERATION(inertial sensors)
Rugby Rovigo - Italy
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Tri-axial gyroscopeTri-axial accelerometer
• small
• low power consumption
Integrated system
Bluetooth®
Evolut ion of technology
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Iner t ia l sensors: pr inc ip le of funct ioning
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Inner ear
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Iner t ia l sensors
• triaxial accelerometer
(measure of linear accelerations along the geometrical axes of the device)
• triaxial gyroscope
(measure of angular velocities about the xes of the device)
z
y
x
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Why gyroscopes?
accelerometer’s axis alignedwith weight’s direction
za
g
az- g
za
g
a
za
gaz- gcosa
accelerometer’s axis continuously rotates
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
From accelerat ion back to ve loc i ty
acceleration
velocity
v = v0 + a(t-t0)
Concentric phase [s]
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Barbel l ’s accelera t ion and ve loc i ty
-600
-400
-200
0
200
400
600
800
0 0.25 0.5 0.75 1 1.25
Tempo [s]
Velocity [cm/s]Force [N] Power [W]
b e n c h p re s s @ 2 0 k g ( e c c - c o n c )L av o ro c o n s o v ra c c a r i c h i ( i s o i n e r z i a l e )
Time [s]
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Barbel l ’s accelera t ion and ve loc i ty
-1000
-500
0
500
1000
1500
0 0.25 0.5 0.75 1 1.25
Po
ten
za [
W]
Tempo [s]
@ 40 kg@20 kg @ 60 kg
b e n c h p re s s ( e c c - c o n c )
Time [s]
Po
we
r [W
]
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
W h i c h v a l u e s h o u l d w e u s e t o r e p r e s e n t t h e e x p r e s s i o n o fm u s c l e p o w e r d u r i n g e a c h s i n g l e r e p e t i t i o n ?
-200
0
200
400
600
800
1000
1200
1400
0.63 0.64 0.65 0.66 0.67 0.68 0.69 0.70 0.71 0.72 0.73 0.74 0.75
Po
ten
za [
W]
Tempo [s]
peak value
mean value
Assessing muscle power
Time [s]
Po
we
r [W
]
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
S i n c e t h e m e c h a n i c a l a d v a n t a g e o f m u s c l e s c h a c h e s w i t hR o M …
-200
0
200
400
600
800
1000
1200
1400
0.63 0.64 0.65 0.66 0.67 0.68 0.69 0.70 0.71 0.72 0.73 0.74 0.75
Po
ten
za [
W]
Tempo [s]
mean value
Assessing muscle power
Time [s]
Po
we
r [W
]
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Muscular prof i le
software: FreePower (Newsens S.r.l., Italy)
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Real t ime targeted t ra in ing
Power exerted during 6 repetitions @ bench-press with real-time biofeedback monitoring
software: FreePower (Newsens S.r.l., Italy)
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Power exerted during 6 repetitions @ bench-press with real-time biofeedback monitoring
Real t ime targeted t ra in ing
software: FreePower (Newsens S.r.l., Italy)
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
Real t ime targeted t ra in ing
Aldo Montano (fencing) training with FreePower
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
FIPE one
A simple real time muscle power monitor for strength training and assessment
EWF Coaches Forum Pietro Picerno Muscle strength assessment in resistance training exercises
wired instrumentation