A Recurrent Quantum Neural Network

23
QNN

Transcript of A Recurrent Quantum Neural Network

Page 1: A Recurrent Quantum Neural Network

QN

N

Page 2: A Recurrent Quantum Neural Network

QN

N

Page 3: A Recurrent Quantum Neural Network

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)

Page 4: A Recurrent Quantum Neural Network

Quantum Neural NetworkMohammed Saed Haj Ali Kinda Tarboush

QNN

Page 5: A Recurrent Quantum Neural Network

• 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

Page 6: A Recurrent Quantum Neural Network

BCI

Applications

QNN

Page 7: A Recurrent Quantum Neural Network

- Device control :QNN

Page 8: A Recurrent Quantum Neural Network

- Gaming and entertainment:

“Your brain might be your next videogame controller”

QNN

Page 9: A Recurrent Quantum Neural Network

QN

N

Page 10: A Recurrent Quantum Neural Network

BCI

How it’s work ?

QNN

Page 11: A Recurrent Quantum Neural Network

The Electric Brain

QNNBCI

How it’s work ?

BCI Input and Output Sensory Input

Page 12: A Recurrent Quantum Neural Network

• pre-processing• feature extraction• classification

• fundamental for an efficient BCI system :QNN

Page 13: A Recurrent Quantum Neural Network

pre-processing Phase:

RQNN based pre processing

QNN

Page 14: A Recurrent Quantum Neural Network

Quantum Computing QNN

Page 15: A Recurrent Quantum Neural Network

Double Two Experience :

• Quantum Computing :QNN

Page 16: A Recurrent Quantum Neural Network

• Quantum Computing properties :

Superposition Entanglement

QNN

Page 17: A Recurrent Quantum Neural Network

• Quantum Neural Network:QNN

Page 18: A Recurrent Quantum Neural Network

• Theoretical concepts of the RQNN model:QNN

Schrodinger Wave Equation:

Page 19: A Recurrent Quantum Neural Network

• RQNN based pre processing :QNN

Gaussian Kernal Function :

The potential field :

filtered estimate :

update weights :

Page 20: A Recurrent Quantum Neural Network

• Results :QNN

Page 21: A Recurrent Quantum Neural Network

• Results :QNN

Page 22: A Recurrent Quantum Neural Network

QN

N

Page 23: A Recurrent Quantum Neural Network

Thank You for your attention

^_^!

QNN