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Motivation Crash-Tests Clamping Singularity Forces Soft-tissue Synopsis Safe Physical Human-Robot Interaction: Measurements, Analysis & New Insights Sami Haddadin Alin Albu-Sch¨ affer Gerd Hirzinger Institute of Robotics and Mechatronics German Aerospace Center 2007 International Symposium on Robotics Research, November, 26.-29. Hiroshima, Japan 29.11.2007 Haddadin, Albu-Sch¨ affer & Hirzinger @ 2007 ISRR, November, 26.-29 Hiroshima, Japan
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  • 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

    [email protected]/s×

    [email protected]/s

    ×

    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


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