Brain machine Interfaces: Modeling strategies for Neural Signal Processing Jose C. Principe, Ph D Distinguished Professor ECE, BME Computational NeuroEngineering Laboratory Electrical and computer Engineering Department University of Florida www.cnel.ufledu principe@cnel ufl. edu CINEL eering Lab
Brain Machine Interfaces: Modeling Strategies for Neural Signal Processing Jose C. Principe, Ph.D. Distinguished Professor ECE, BME Computational NeuroEngineering Laboratory Electrical and Computer Engineering Department University of Florida www.cnel.ufl.edu principe@cnel.ufl.edu
Brain Machine Interfaces (BMI) x a man made device that either substitutes a sensory input to the brain, repairs functional communication between brain regions or translates intention of movement
Brain Machine Interfaces (BMI) A man made device that either substitutes a sensory input to the brain, repairs functional communication between brain regions or translates intention of movement
Types of BMIs x Sensory(Input BMI): Providing sensory input to form percepts when natural systems are damaged EX: Visual, Auditory Prosthesis x Motor(Output BMD): Converting motor intent to a command output (physical device, damaged limbs) EX: Prosthetic arm control *K Cognitive BMI: Interpret internal neuronal state to deliever feedback to the neural population EX: Epilepsy, DBS Prosthesis Computational Neuroscience and Technology developments are playing a larger role in the development of each of these areas
Types of BMIs Sensory (Input BMI): Providing sensory input to form percepts when natural systems are damaged. Ex: Visual, Auditory Prosthesis Motor (Output BMI): Converting motor intent to a command output (physical device, damaged limbs) Ex: Prosthetic Arm Control Cognitive BMI: Interpret internal neuronal state to deliever feedback to the neural population. Ex: Epilepsy, DBS Prosthesis Computational Neuroscience and Technology developments are playing a larger role in the development of each of these areas
General Architecture BCl(BMI) bypasses the brain's normal pathways of peripheral nerves(and muscles BCI SYSTEM SIGNAL PROCESSING SIGNAL IGITTZEI eature Translation DEVICE ACQUISITION Extraction Algorithm COMMANDS J.R Wolpaw et al. 200 Nature Reviews Neuroscience
J.R. Wolpaw et al. 2002 BCI (BMI) bypasses the brain’s normal pathways of peripheral nerves (and muscles) General Architecture
The Fundamental Concept BRAI MACHINE INTENT ACTION Decoding PERCEPT STIMULUS Coding Neural interface Physical Interface Need to understand how brain processes information Stimulus Neural Response Coding Given To be inferred Decoding To be inferred Given
INTENT PERCEPT ACTION STIMULUS Decoding Coding BRAIN MACHINE Neural Interface Physical Interface The Fundamental Concept Stimulus Neural Response Coding Given To be inferred Decoding To be inferred Given Need to understand how brain processes information