a recurrent quantum neural network

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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)

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

BCI

Applications

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- Device control :QNN

- Gaming and entertainment:

“Your brain might be your next videogame controller”

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BCI

How it’s work ?

QNN

The Electric Brain

QNNBCI

How it’s work ?

BCI Input and Output Sensory Input

• pre-processing• feature extraction• classification

• fundamental for an efficient BCI system :QNN

pre-processing Phase:

RQNN based pre processing

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Quantum Computing QNN

Double Two Experience :

• Quantum Computing :QNN

• Quantum Computing properties :

Superposition Entanglement

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• Quantum Neural Network:QNN

• Theoretical concepts of the RQNN model:QNN

Schrodinger Wave Equation:

• RQNN based pre processing :QNN

Gaussian Kernal Function :

The potential field :

filtered estimate :

update weights :

• Results :QNN

• Results :QNN

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Thank You for your attention

^_^!

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