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Musculoskeletal Modeling Colin Smith
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Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Dec 19, 2015

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Page 1: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Musculoskeletal Modeling

Colin Smith

Page 2: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

A method for Studying Movement• Things we can measure in movement:– Kinematics (using motion capture)– Output Forces (Using Force Plates)– Muscle Activation Timing (EMG)

• What about in vivo? We need a model– Muscle Forces– Bone contact forces

Page 3: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Musculoskeletal Models

• Approach the body like a Machine• Model Bones as Rigid Bodies• Model Muscles as actuators

Page 4: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Inverse Kinematics• Collect Motion Data• Scale Model to match subject • Use least squares method to match position of

markers to model segments• We now know the kinematics of each body segment

Page 5: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Inverse Kinetics• Solving the Equations of motion for each

segment, we can find the forces and moments between each segment

Page 6: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Muscle Forces

• If we know the moments at a joint, we can find the muscle forces needed to create that moment

• Distribution Problem– Multiple Muscles cross each joint– Bi-articular Muscles– Ligaments– Bone-Bone Contact

• Set up optimization problem– Solve to get Muscle forces

Page 7: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Forward Dynamic Model

• Give muscle excitations– Find kinematics, resultant forces

• How do we model muscle forces?– Hill Muscle Model

F = Muscle ForceF0 = Max Isometric Forcev = Contraction Velocitya = Coefficent of Shortening Heatb = a* v0 /F0 v0 = Max velocity (F=0)

Page 8: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

What can we do with a Musculoskeletal Model?

• Simulate Surgeries• Diagnose causes of atypical gait• Study Neuromuscular Coordination• Analyze Athletic Movements• Compute Internal Forces– Wear on Knee Replacements

Page 9: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

Software Demo

Page 10: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

How do we know the model is correct?

• Must Validate!– Use Inverse Model to compute muscle activations• Compare against EMG data

– Measure something in vivo• Bone contact force

Page 11: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

The eTibia

Page 12: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

A parameter study• What are the most important parameters to measure in a Subject Specific

Model• Muscle Properties

• Length• Cross sectional area• Pennation Angle• Origin and Insertion locations• Tendon Slack Length

• Bone Properties• Dimensions• Joint kinematics

• Segment Properties• Mass• Inertia

• Joint constraints • Error in Marker Locations?

Page 13: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

The Coolest Models

Page 14: Musculoskeletal Modeling Colin Smith. A method for Studying Movement Things we can measure in movement: – Kinematics (using motion capture) – Output Forces.

The End

• Download Open Sim:

www.simtk.org