Measurement Systems in Movement Analysis
Measurement Systems in Movement Analysis: Past, Present, and Future
Today’s Lecture
- Measurement methods in biomechanics: Past, present, and future.
- Describe early and traditional biomechanics technology.
- Discuss current and future technologies used in biomechanics.
- Evaluate the advantages and pitfalls of these technologies.
- Describe models for injury management and associated considerations.
- Describe links between injury management and in-field wearable technologies.
Biomechanics Measurements – What are we measuring?
- What are biomechanists interested in measuring?
- What are the early and traditional methods of doing this?
- What did these involve?
- What technology is currently used to measure biomechanical parameters?
- Sport, clinical, and engineering examples of biomechanical measurements.
- What are the current and future directions of these technologies?
- What are the advantages and pitfalls of these technologies?
Biomechanical Measurements
- What do biomechanists typically want to measure?
- Kinematic and kinetic parameters.
- Evaluation of technique.
Kinematic Parameters
- Spatial and temporal variables.
- Measurement of joint angles.
- Descriptive components of movement.
Kinetic Parameters
- Forces.
- Joint Moments.
- Joint Powers.
A Brief History of Biomechanics (Martin, 1999)
- Socrates (2400 years ago)
- We must understand our own nature before we can understand the world around us.
- Plato (51 years younger)
- Conceptualization of mathematics as the life force of science – birth and growth of mechanics.
- Aristotle (385 – 322 BC)
- “De Motu Animalium” - Saw animals’ bodies as mechanical systems; deductive reasoning.
- Leonardo da Vinci (b. 1452)
- Artist/Engineer – studying anatomy in the context of mechanics.
- Galileo (1500s)
- Mathematician (forced out of med school for questioning everything).
- Mechanical aspects of bone structure, adapting to load bearing.
- Borelli (b. 1608) - considered the Father of Biomechanics.
- “De Motu Animalium” – (the second book with this title) - First to understand that musculoskeletal levers magnify motion rather than force.
- Figured out the forces required for joint equilibrium long before Newton's laws & determined the position of the human center of gravity.
Historical Biomechanical Measurement
- Chronophotography
- Victorian Era (1860s)
- A set of photographs of a moving object – can study phases of motion.
- Tripwire or electrically timed shutter release for each camera.
- Original purpose was to study objects/humans/animals in motion.
- Étienne-Jules Marey (1880s)
- Developed cinematographic gun, capable of taking 12 consecutive frames per second.
- Studied movement of animals then human locomotion (Le Mouvement, 1884).
- Early motion pictures – used in science this opened up a new realm of possibilities.
- Eadweard Muybridge
- Colleague of Marey, studied animal locomotion in the 1870s.
- Produced over 100,000 images of humans and animals in motion.
Historical Methods
- Examples:
- A sequence of photographs of a pathological walking child with infantile paralysis (Muybridge).
- A diagram from Borelli’s De Motu Animalium.
- A sequence of photographs of a normal walking child (Muybridge).
- A sequence of stick diagrams outlining the body segments of a normal walking man (Marey, 1870).
- Incredible developments given the technology available at the time.
- 2D analysis provided objective kinematic parameters.
- Abu-Faraj, Harris, Smith & Hassani (2015)
Different Measurement Systems Today
- Video
- 3D Motion Capture
- Force Plates
- Force Transducers/Load Cells
- EMG (Electromyography)
- Goniometers
- Dynamometers
- Accelerometers, gyroscope, magnetometer
- Timing Gates
- More…
Challenges of Measuring Athletic Movements
- Lab-based measurement systems can be highly calibrated and yield repeatable results.
- However, it's not a natural setting, difficult to study sport-specific movements, restricted in relevance.
- Equipment can be cumbersome, but technology is improving.
- Field-based measurement systems are also improving.
- Technology can be affected by indoor/outdoor locations, weather conditions, noise/artifacts, interference, obstacles.
Considerations of Measurement Systems
- Speed of movement
- Need to consider whether capture speed is adequate.
- Digital video generally 25-50 fps, not fast enough for running, jumping, baseball pitching.
- iPhone cameras default is 30 fps, options for 24 and 60 fps.
- Cricket bowling studies have used 250 – 1000 Hz, for example.
- Complexity of movement
- Linear or more rotational components?
- Single video not appropriate for rotational movements.
- Can get multi-video systems (Simi Motion Capture) but difficult to stitch together pictures.
- Combining different technologies
Video
- Video capture of movement enables both qualitative and quantitative analysis.
- Often used in conjunction with other methods.
- Advantages
- You have context of movement.
- Relatively cheap and simple to use.
- Can provide adequate data for most sporting and some clinical applications.
- Depth sensors being developed, not widely used in 3D video analysis.
- Disadvantages
- Can only measure motion in one plane at a time.
- Quantitative measurement difficult if off-plane motion occurs.
- Subject to parallax error.
- Faster movements affected by motion blur.
- Marker placement can be difficult, resulting in measurement errors.
Motion Blur
- A problem that occurs when the movement of an object is faster than the capture speed of the camera can record.
- Looks like blur or smear; usually, the fastest moving parts are the hardest to see.
- Relative motion between the camera, the object, and the scene.
- General rule is that if the object is moving more than 10% of its size per shutter opening, you will get motion blur.
3D Motion Capture
- Marker-based 3D Motion Capture Systems are widely considered the ‘gold standard’ method for human kinematics.
- Advantages
- Well-validated and internationally used for sporting and clinical biomechanics studies.
- Can study all planes of motion at the same time.
- Accurate measurement of joint angles/kinematics.
- Disadvantages
- £150-200k – for a 12-camera high-end system.
- Can’t really be used outdoors.
- Affected by changes in light.
- Obscuring of markers from cameras (marker drop out).
- Not immune to soft tissue artifact errors.
- Requires considerable training in order to use.
- Analysts require an understanding of biomechanical models for the reconstruction of joint centers.
Force Plates
- Force plates are widely considered to be the ‘gold standard’ for kinetics/ground reaction force for human motion.
- Measures ground reaction force (GRF) in x, y, and z directions.
Force Transducers/Load Cells
- A load cell is a type of transducer, specifically a force transducer.
- As the force applied to the load cell increases, the electrical signal changes proportionally.
- Example: Isometric neck strength testing rig built for rugby.
Examples of Biomechanical Measurements
- 3D kinematic analysis of cricket batting
- Technique optimization.
- Inform training, S&C programs.
- Injury prevention.
- Repeatability of technique.
- Scrum machine with load sensors attached
- Injury prevention in scrummaging.
- Relative loads from one prop to another.
- Bath University Rugby Studies.
EMG (Electromyography)
- Recording electrical activity of muscle, produces electromyogram.
- Frequently used in clinical gait analysis.
Injury Risk Model (Bahr & Krosshaug, 2005)
- Factors:
- Sex, Age
- Previous history, Predisposed athlete, Susceptible athlete
- Neuromuscular control, Strength
- Sport factors, Environment, Equipment
- Mechanisms, Events, Inciting event
- Repeat participation, Adaptation, Recovery, No recovery
- Exposure to external risk factors
- Outcomes:
- No Injury
- Injury
- Remove from participation
Framework for Injury Management (Roe et al., 2017)
- Stages:
- Stage 1: Injury Trends
- Stage 2: Risk Factors
- Stage 3: Demands (activity/sport)
- Stage 4: Profile (athlete, patient, etc.)
- Stage 5: Management (athlete, patient, etc.)
- Stage 6: Monitoring (athlete, patient, etc.)
Stage 1: Injury Trends
- First, we need to understand:
- Prevalence: proportion of the population affected at a particular time.
- Incidence: the number of new cases that develop within a given time period.
- Time loss due to the injury.
- Onset of injury: seasonal, inciting activity, mechanism, probability within a defined time period.
Stage 2: Risk Factors
- Factors influencing the likelihood an injury will be sustained.
- Why would we want to know this?
- Categories:
Stage 5: Management
- Injury prevention
- Rehabilitation/treatment strategies
- Return to Sport/Activity
- PRE: Pre-Injury-Screening: Baseline testing for individual reference data
- RTA: Return-to-Activity: Progression to unspecific rehabilitation
- RTS: Return-to-Sport: Progression to Sport-specific rehabilitation
- RTP: Return-to-Play: Progression to unrestricted team training
- RTC: Return-to-Competition: First participation in competitive match
Stage 6: Monitoring
- How did the individual respond to the intervention?
- Changes in injury risk?
- Changes in performance?
- Objective measures: Sensitive and reliable?
- Considerations:
- Efficacy: Capacity for producing the desired result? Does it work (under ideal conditions)?
- Efficiency: Cost to benefit ratio? Does it contribute to more efficient use of resources?
- Effectiveness: Degree to which an intervention achieves the intended results under usual circumstances. Does it work in real life?
Wearables – (next week’s lecture)
- IMU (inertial motion unit)
- Accelerometers
- Gyroscopes
- Magnetometers
- GPS
- Enable natural motion to be recorded
- Less and less cumbersome and not restrictive
- Can be used in the field
- Read articles on Blackboard for next week, be familiar with soft tissue artifact, what it is, and why it’s important!
Final thought
- The problems we have created in the world today will not be solved by the level of thinking that created them – Albert Einstein