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Quantum neural network - Brain Computer Interface

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It's our seminar in artificial neural network course, at Faculty Information Technology Engineering, Artificial Intelligent Department. it's about improved EEG Signal of Brain computer interface by using recurrent neural network in building it . actually it's a very interesting project they work on it

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Page 1: Quantum neural network - Brain Computer Interface

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Brain Computer Interface (BCI) QNN

A Direct brain-computer interface is a device that provide the brain

with new, non-muscular communication and control channel

Wolpaw et al.(2002)

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Quantum Neural NetworkMohammed Saed Haj Ali Kinda Tarboush

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• Main Titles : QNN

• Brain Computer Interface (BCI) :

- BCI ‘s Applications- How it’s work ?- Phases

• Recurrent Quantum Neural Network (RQNN):

- Quantum Computing- RQNN- Theoretical Concepts of the RQNN Model- RQNN Based Pre-Processing

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BCI

Applications

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- Device control :QNN

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- Gaming and entertainment:

“Your brain might be your next videogame controller”

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BCI

How it’s work ?

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The Electric Brain

QNNBCI

How it’s work ?

BCI Input and Output Sensory Input

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• pre-processing• feature extraction• classification

• fundamental for an efficient BCI system :QNN

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pre-processing Phase:

RQNN based pre processing

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Quantum Computing QNN

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Double Two Experience :

• Quantum Computing :QNN

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• Quantum Computing properties :

Superposition Entanglement

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• Quantum Neural Network:QNN

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• Theoretical concepts of the RQNN model:QNN

Schrodinger Wave Equation:

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• RQNN based pre processing :QNN

Gaussian Kernal Function :

The potential field :

filtered estimate :

update weights :

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• Results :QNN

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• Results :QNN

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Thank You for your attention

^_^!

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