Title: Neuroprosthetics
1Neuroprosthetics Brain-Machine
Interfaces An Integration of Technology and
Neuroscience
2Basic Motor Areas
- Frontal Lobe
- - Prefrontal Cortex- Plans movements
- - Premotor Cortex- Organizes sequences
- - Motor Cortex- Produces specific movements
- Parietal Lobe
- - Processes and integrates somatosensory and
visual info for guiding movement - Spinal Cord and Corresponding Motor and Sensory
Neurons
3http//www.sirinet.net/jgjohnso/brainpics.html
4Loss of Motor Control
- Spinal Cord and Neuron Damage
- Brainstem Stroke
- Neurodegenerative Disease
- Amputation
5Early Neuroprosthetic Developments
- Freehand System
- - implanted electrodes w/in muscles can be
stimulated by movement of other muscles
http//remote-ability.com/unique/freehand.htm
6X-rays of inserted electrodes
http//remote-ability.com/unique/freehand.htm
7Recent Neuroprosthetic Developments
- Brain-Machine Interfaces (BMIs)
- - an interface in which the brain accepts and
controls a mechanical device as a natural
representation of the body - Types
- - Surface Recordings
- - Intra-cortical recording
8BMIs
- Recordings of extracellular activity of frontal
and parietal cortical areas - Activity of neuronal populations is processed by
simple mathematical models designed to extract
motor-control parameters from the raw brain
signals. - The outputs of these models are used to control
the movements of a robot arm.
9Surface Recordings
- Electroencephalographs (EEGs)
- Detect electrical signals of underlying neurons
- - Use of specific components of EEG signals
- ex. µ-rhythm
- Technical Limitations
- - Low info rate of 20-30 bits/min
10http//www.cs.colostate.edu/eeg/Data
EEG Equipment includes Computer program, surface
electrodes, and amplifier/recorder.
11http//www.cs.colostate.edu/eeg/Data
12Schematic representation of a cortical
neuroprosthetic device. Nature Reviews
Neuroscience 4 417-422 (2003)
13BMIc
- Visual or haptic feedback produces a closed loop
BMI. - This is known as BMIc
1999 SPIE - The International Society for Optical
Engineering
14Monkey vs. Rats
- Evolutionarily similar
- Similarities in brain structure and function
15Carmena et al. Study
- Two adult female Mocaca mulatta monkeys
- Implanted areas included dorsal premotor
cortices, supplementary motor areas, and primary
motor cortices in both hemispheres - Monkey 1 additional implantation in primary
somatosensory cortex - Monkey 2 additional implantation in posterior
parietal cortex
16Insertion of Electrodes
17Electromyograms
- EMGs
- Recording of electrical activity of the muscles
and electrical response of the peripheral nerves - Recordings of wrist flexors extensors, biceps
18Motor Parameters
- Hand position
- Velocity of Movement
- Gripping Force
- Direction of Movement/ Hand Trajectory
19 Pole Control Mode
- Tasks w/ joystick and computer screen
- 1) Reaching - moving cursor to target
- 2) Hand-gripping- force required to increase
cursor size to match target size - - provides visual feedback
- 3) Reach-and-grasp- combo of 1) 2)
- Incorporation of robotic movement
20Closed-loop control brainmachine interface for
motor control monkeys.
- Artificial visual feedback signals inform animal
about performance of robot arm controlled by
brain-derived and mechanical signals. - Moving cursor on a video screen to inform animal
about the position of robot arm in space. - ? size of cursor to inform animal about robotic
gripping force.
21Pole Cont.
- Computer tracked bioelectrical activity patterns
- Specific patterns corresponded with specific
commands - Computer learned to read monkeys minds
22Brain Control Mode
- Researchers disconnected joystick
- Robotic arm movement depended on brain activity
- Computer decoded brain signals and sent
appropriate instructions to mechanical device
23Brain Cont.
- Initially relied on joystick for movements
- Learned that thoughts could control movements
- IMPORTANT 1st time gt 1 motor parameter could be
activated by single ensembles
24Questions Answered
- How many neurons from which to record?
- - larger neuronal ensemble is better
- Which cortical areas to sample?
- - any part of frontalparietal area
- Can motor parameters be predicted in real time
with less accuracy in brain signal measurement? - - Multiunit signals can be used instead of the
more specific single unit
25Additional Results
- Both long- and short-term cortical changes
occurred - - of single neurons contributing increased
across motor areas - ? in neuronal direction tuning from pole
control to brain control
26Experimental design used to test a closed-loop
control brainmachine interface for motor control
in macaque monkeys. Nature Reviews Neuroscience
4 417-422 (2003)
27Implications and Complications
- Brain Plasticity
- - changing/adapting to incorporate new devices
- Limited Neuronal Input
- - How many neurons can and need to be recruited
to perform smooth, complicated movements?
28Current Future Research
- Total control of prostheses/devices with brain
implants - Wireless or Portable BMIs
- Direct transmission of brain commands to muscles
in latent limbs - Electrode implant incorporation of larger neural
populations
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30A Big Thank You to Matt!