Thesis icon

Thesis

All-optical associative learning element

Abstract:

This thesis examines the idea that Pavlovian associative learning may be a building block in neural networks. With emphasis on hardware acceleration, on-chip optical associative learning device is conceived as an alternative to artificial neural networks (ANNs) hardware for high-speed applications. It is well known that ‘conventional’ ANNs, particularly in the form of modern deep neural networks (DNNs), are usually carried out using the backpropagation method. In the method, network weight...

Expand abstract

Actions


Access Document


Files:

Authors


More by this author
Division:
MPLS
Department:
Materials
Role:
Author

Contributors

Institution:
University of Oxford
Division:
MPLS
Department:
Materials
Role:
Supervisor
ORCID:
0000-0003-0774-8110
More from this funder
Name:
Public Services Department of the Government of Malaysia
Grant:
Yang di-Pertuan Agong scholarship
Programme:
Yang di-Pertuan Agong scholarship
More from this funder
Name:
Engineering and Physical Sciences Research Council Manufacturing Fellowship
Grant:
EP/J018694/1
Programme:
Engineering and Physical Sciences Research Council Manufacturing Fellowship
More from this funder
Name:
EU-funded Fun-COMP project
Grant:
#780848
More from this funder
Name:
Chalcogenide Advanced Manufacturing Partnership
Grant:
EP/M015130/1
More from this funder
Name:
Wearable and Flexible Technologies (WAFT) collaboration
Grant:
Chalcogenide Advanced Manufacturing Partnership
P/M015173/1
Type of award:
DPhil
Level of award:
Doctoral
Awarding institution:
University of Oxford
Language:
English
Keywords:
Subjects:
Deposit date:
2022-07-01

Terms of use


Views and Downloads






If you are the owner of this record, you can report an update to it here: Report update to this record

TO TOP