Use of artificial intelligence and BCI in EEG signals for motion - Kessler Agostini, Aramis
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This work brings a proposal of how the computer brain interface can be used in the future to improve the quality of life people who have had loss of movement of their limbs or amputations, a problem that reaches about 1.6 million people in the U.S. today, representing an annual cost to insurance companies of over $12 billion. We use EEG waves, provided by a public and extensive database, we use filtering mechanisms to acquire specific frequencies of this data, to try to predict the intention of movement with the help of machine learning tools. The results of the work regarding the…mehr

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Produktbeschreibung
This work brings a proposal of how the computer brain interface can be used in the future to improve the quality of life people who have had loss of movement of their limbs or amputations, a problem that reaches about 1.6 million people in the U.S. today, representing an annual cost to insurance companies of over $12 billion. We use EEG waves, provided by a public and extensive database, we use filtering mechanisms to acquire specific frequencies of this data, to try to predict the intention of movement with the help of machine learning tools. The results of the work regarding the classification of movements were average, however they guide us to a horizon where with the use of more reliable data and better algorithms it is possible to classify the movements with a high probability of certainty. With the selection of people with more similar characteristics and the use of neural networks, such as the recurring ones, there is a great chance of success since it would be a more standardized study, with more modern tools and guided by objective.
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Autorenporträt
Medical student, Computer Engineering student, Computer Neuroscience course at the University of Washington, Machine Learning course by Andrew Ng, Deep Learning course by Andrew Ng, NLP course by Lazy Programmer, Deep Learning A-Z with Jones Granatyr, Artificial Intelligence: Recommender Systems with Jones Granatyr.