Abstract
We have come a long way since Alan Tuning first proposed the Artificial Intelligence (AI) in modern computers in 1950s enabling them to response like a human brain under certain conditions. But in order to perform various machine-learning operations such as image or speech recognition, huge datasets need to be processed leading to massive power consumption. Hence for the practical implementation and progress of AI with energy efficiency there is a pressing need of new class of memory devices which can mimic the performance of human brain at equivalent low energy. The focus of my PhD project is to develop such memory element by controlled incorporation of metal ions into the insulating layer in Metal Oxide Semiconductor (MOS) transistor which can be an innovative solution for muti-level (Analog; for reference, Binary system represents two levels), non-volatile (stored data retained even after power is off), Neuromorphic (mimics human brain response) memory device. Here I have reported controlled incorporation of lithium ions in an additional deposited insulating polymer layer in a metal-oxide-semiconductor capacitor and have shown that lithium ions motion in this layer can be controlled externally which enables it to modify the conductivity of the device, overall making it a promising candidate for the new generation memory element. Successfully integrating this with present silicon-based integrated circuits can lead to a breakthrough in AI in the future.
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have
More From: The Boolean: Snapshots of Doctoral Research at University College Cork
Disclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.