Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Safe Physical Human-RobotInteraction: Measurements, Analysis &
New Insights
Sami HaddadinAlin Albu-Schäffer
Gerd Hirzinger
Institute of Robotics and MechatronicsGerman Aerospace Center
2007 International Symposium on Robotics Research, November, 26.-29.Hiroshima, Japan
29.11.2007
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Table of contents
1 Motivation
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Table of contents
1 Motivation
2 Crash-Tests
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Table of contents
1 Motivation
2 Crash-Tests
3 Clamping
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Table of contents
1 Motivation
2 Crash-Tests
3 Clamping
4 Singularity Forces
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Table of contents
1 Motivation
2 Crash-Tests
3 Clamping
4 Singularity Forces
5 Soft-tissue
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Table of contents
1 Motivation
2 Crash-Tests
3 Clamping
4 Singularity Forces
5 Soft-tissue
6 Synopsis
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Motivation
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Why safety evaluation?
Industrial robots
Intuitition: These robots are dangerous!
This is not generally true!
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Why safety evaluation?
Der Kanzler
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
The DLR Lightweightrobot III
DLR LWRIII:7DOF - Torque-controlled - LWR=1
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
The DLR Humanoid Justin
Justin:43DOF - Torque-controlled
Based on DLR-LWR III & DLR-Hand II
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Why safety evaluation?
Goal
Environment
Safety
Requirements
safe physical
HRI
Potential
Threats
System of interest
Safe mechanical design
HW-level safety design
Safe controller design
Safe Planning
High-level safety
Safety-design level
Abst
ract
ion
leve
l
Weight, actuation, . . .
Secure data transmission,redundant sensors . . .
Collision detection, reactive control
Path planning, Velocity profile
“Around the lady”
Example
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Crash-Testing in Robotics
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Crash-tests at ADAC
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
The Head Injury Criterion
Head: Head Injury Criterion
HIC36 = maxΔt
{Δt
(1
Δt
∫ t2t1
ẍHdt)( 5
2)}
≤ 650
Δtmax = max {t2 − t1} ≤ 36ms
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Evaluation of HIC
serious,
but
not
life
thre
ate
nin
g
5% AIS≥ 3
20% AIS≥ 3
Very low
Low
Medium
High
Very high
InjuryLevel
HICLevel
HIC36-Level of the LWRIII
650
1000
0 0.5 1.0 1.5 2.0 2.50
5
10
15
20
25
30
�� ��
�
��
HIC36
TCP-Velocity [m/s]
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
confidence
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
What are the consequences?
0 50 100 150 200 250 300 350 400 450 5000
50
100
150
200
250
300
350
400HIC36(mrobot)
Robot mass mrobot[kg]
HIC
36
0.2m/s0.5m/s1.0m/s1.5m/s2.0m/s2.5m/s3.0m/s
5 10 15 20 25 30 35 40 45 500
50
100
150
200
250
300HIC36(mrobot)
Robot mass mrobot[kg]
HIC
36
0.2m/s0.5m/s1.0m/s1.5m/s2.0m/s2.5m/s3.0m/s
Intuition heavy ≡ dangerous does not applyStriking result! Why is that?
Running against a wall with 2m/s (≡ 7.2km/h)
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Zidane
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Dummy-dummy
Triaxial acceleration sensor
Average human neck length
Compliant skin covering
Neck stiffness
Emergency stoptrigger
Mimicks a HIII-dummy head
Verify saturation effect
0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20
5
10
15
20
25
Robot velocity ẋR[m/s]
HIC
36
HIC Verification of Dummy-dummy
HybridIII dummyDummy-dummy
Very similar numerical values to HIII-dummy
From now on: Reference basis for comparison
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Investigated robots
q̇1
q̇4
HIII-dummy
Dummy-dummyImpactor
q̇1
Impactor
Dummy-dummyq̇1
Impactor Dummy-dummy
q̇1
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Crash-tests: All robots
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Results of Head Injury Criterion
serious,
but
not
life
thre
ate
nin
g
5% AIS≥ 3
20% AIS≥ 3
Very low
Low
Medium
High
Very high
InjuryLevel
HICLevel
650
1000
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20
10
20
30
40
50
60
70Head Injury Criterion HIC36(ẋR)
Robot velocity ẋR[m/s]
HIC
36
LWRIIIKR3-SIKR6KR500
×
All robots at top speed in the green area!
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Contact forces
0 0.002 0.004 0.006 0.008 0.01 0.012 0.014−200
0
200
400
600
800
1000
time t[s]
Fext[N
]
Contact force Fext0.7m/s1.0m/s1.5m/s2.0m/s
0 0.005 0.01 0.015 0.02 0.025 0.03 0.035 0.04 0.045 0.05−500
0
500
1000
1500
2000
time t[s]
Fext[N
]
Contact force Fext0.2m/s0.7m/s1.0m/s1.5m/s2.0m/s
0 0.005 0.01 0.015 0.02 0.025 0.03−500
0
500
1000
1500
2000
2500
3000
time t[s]
Fext[N
]
Contact force Fext0.7m/s1.0m/s1.5m/s2.0m/s
0 0.005 0.01 0.015 0.02 0.025 0.03−500
0
500
1000
1500
2000
2500
time t[s]
Fext[N
]
Contact force Fext0.7m/s1.0m/s1.5m/s2.0m/s
KR3-SI DLR-LWRIII
KR6 KR500
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Human head
Parietal
Occipital
Zygomatic
Temporal
Mandible
Maxilla
Lagrimal
Nasal
Ethmoid
Sphenoid
FrontalFacial bone FRACTURE FORCE
Mandible (A-P) 1.78kNMandible (lateral) 0.89kN
Maxilla 0.66kNZygoma 0.89kN
Cranial bone FRACTURE FORCE
Frontal 4.0kNTemporo-Parietal 3.12kN
Occiput 6.41kN
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Human head
Parietal
Occipital
Zygomatic
Temporal
Mandible
Maxilla
Lagrimal
Nasal
Ethmoid
Sphenoid
FrontalFacial bone FRACTURE FORCE
Mandible (A-P) 1.78kNMandible (lateral) 0.89kN
Maxilla 0.66kNZygoma 0.89kN
Cranial bone FRACTURE FORCE
Frontal 4.0kNTemporo-Parietal 3.12kN
Occiput 6.41kN
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Contact forces: Frontal & Maxilla
0 10 20 30 40 50 60 70 80 90 1000
0.5
1
1.5
2
2.5x 10
4 Contact force Fext for Frontal
Robot mass mrobot[kg]
Fext[N
]
0.5m/s10m/sImpact Tolerance
Ffrac
SAFE {
DANGEROUS
0.5m/s steps
0 10 20 30 40 50 60 70 80 90 1000
1000
2000
3000
4000
5000
6000
7000Contact force Fext for Maxilla
Robot mass mrobot[kg]F
ext[N
]
0.5m/s10m/sImpact Tolerance
Ffrac
SAFE {
DANGEROUS
0.5m/s steps
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Impact tests with human cadavers
Real cadaver experiments @20km/h ≡ 5.5m/s with impactor mass 23kgMaximum reported injury level was AIS = 3, i.e. serious
courtesy of Prof. D. Kallieris
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
What are the consequences?
Contact Force is a much better indicator for free impacts thanHIC
Relevant injuries as fractures are likely at typical robotvelocities
Force is sensitive to both: robot velocity and mass: LWRIIIcan drive faster without injury than KR3,6 or 500
Reflected inertia mrobot > 10kg disadvantageous above 1m/s
Contradicts intuition: KR500 is not life-threatening? → Truefor free impacts
Clamping enlarges injury potential: Force is able to detectthis, HIC is not
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Impacts with clamping
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Types of Clamping
High velocity
Dynamic Clamping
Low velocity
Quasi-static Clamping
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Cracking a coconut
Fracture force is equivalent to the one of the frontal bone
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Facial Impact Forces with Clamping
ROBOT Contact Force Maxilla Fracture?
LWRIII 0.6kN@1m/s NoLWRIII 1.2kN@2m/s YesKR3 2.2kN@2m/s YesKR6 (Cat.0&1) 5.1kN@2m/s YesKR500 (Cat.0&1) 23.6kN@2m/s Yes
ROBOT Contact Force Frontal Fracture?
LWRIII 3.5kN@2m/s NoKR3 6.9kN@2m/s YesKR6 (Cat.0&1) 16.3kN@2m/s YesKR500 (Cat.0&1) 86.3kN@2m/s Yes
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Chest Impacts with Clamping
ROBOT CC[mm] VC[m/s] F xext[N]
LWRIII@2m/s 14.4(0.0) 0.035 741.6(1.3)KR3@2m/s (Cat.0) 31.2(0.0) 0.1 851.9(1.4)KR6@2m/s (Cat.0) 65.5(2.0) 0.25 2836.1(2.7)KR6@2m/s (Cat.1) 66.6(2.1) 0.25 2904.6(2.7)KR500@2m/s (Cat.0) 228.0(6.0) 0.84 14282.0(6.0)KR500@2m/s (Cat.1) 245.0(6.0) 0.89 15491.0(6.0)
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
What are the consequences?
Intuition heavy ≡ dangerous applies now!Confirmation by some published injury data
Relation between motor torque and inertia scalesdisadvantageous, when increasing dimensions
Human is not able anymore to widthstand such loads
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Singularity Forces during Clamping
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Singularity Forces during Clamping
0.75 0.8 0.85 0.9 0.95 1 1.05 1.10
500
1000
1500
2000
2500
3000
3500
4000
4500
5000Clamping of the human head
TCP position [m]
F[N
]
FmaxFdetUnstoppable
1
2
3
4
5
liFfrac
dangerous
x
y
�
�
�
�
�
�
ẋ =
(vx0
)
TCP position
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Singularity Forces during Clamping
0.75 0.8 0.85 0.9 0.95 1 1.05 1.10
500
1000
1500
2000
2500
3000
3500
4000
4500
5000Clamping of the human head
TCP position [m]
F[N
]
FmaxFdetUnstoppable
1
2
3
4
5
liFfrac
dangerous
x
y
�
�
�
�
�
�
ẋ =
(vx0
)
TCP position
1○:2○:3○:4○:5○:
Start of critical region
Fracture forceNo hypothetical equilibrium
Reduced critical region
Limit safe configuration
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
What are the consequences?
Even low-inertia robots can be dangerous for some cases
Collision detection is an adequate countermeasure
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Soft-tissue injuries caused by sharpviolence
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Common soft-tissue injuries
Abrasion Laceration (cuts, gashes, contused wounds)
Contusion (bruises, crushes) Stab wounds
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Possible Injuries: Synopsis
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Possible Injuries: Synopsis
Quasi-static loading
With clamping Without clamping
Blunt contact Sharp contact
Near-singular configuration
Blunt contact Sharp contact
Non-singular configuration
Blunt contact Sharp contact
No injury
Blunt injury
1. Fractures2. Secondary injuries*
3. Shearing*
PI
WCF
WCR
IM F, CC
Soft-tissue injury
1. Laceration (cut)*
2. Laceration (stab)*
PI
WCF
WCR
IM F
Blunt injury
1. None
2. Fractures3. Secondary injuries*
τmax
PI
WCF
WCR
IM F, CC
Soft-tissue injury
1. Laceration (cut)*
2. Laceration (stab)*
τmax
PI
WCF
WCR
IM F
Soft-tissue injury
1. None2. Laceration (cut)*
τmax
PI
WCF
WCR
IM F
Physical contact
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Possible Injuries: Synopsis
Dynamic loading
With clamping
Blunt contact Sharp contact
Without clamping
Blunt contact Sharp contact
Blunt injury
1. Fractures2. Internal injuries
3. Shearing*
4. Secondary injuries*
5. Laceration (crush)*
6. Laceration (gash)*
vR mR τmax
PI
WCF
WCR
IM F, CC, eA
Soft-tissue injury
1. Laceration (cut)*
2. Laceration (stab)*
3. Abrasion*
vR mRτmax
PI
WCF
WCR
IM E, F
Blunt injury
1. None
2. Fractures3. Secondary injury*
4. Laceration (crush)*
5. Laceration (gash)*
vR mRPI
WCF
WCR
IM F, CC, eA
Soft-tissue injury
1. Laceration (cut)*
2. Laceration (stab)*
3. Abrasion*
vR mRτmax
PI
WCF
WCR
IM E, F
Physical contact
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
The next steps
What happens if the robot is
equipped with a dangerous tool?
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
The next steps
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Thank you very much!
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
Asimov’s 1st Law
”A robot may not harm a human being, or, through inaction,
allow a human being to come to harm.”
Isaac Asimov - The Caves Of Steel, p. 177-179, 1942
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis
What about Soft-tissue Injury with SharpTools?
Soft-tissue
Haddadin, Albu-Schäffer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
MotivationCrash-TestsClampingSingularity ForcesSoft-tissueSynopsis