Please use this identifier to cite or link to this item:
http://hdl.handle.net/10603/400084
Title: | Design and Analysis of Reliability Aware CMOS Circuits for a Neuromorphic System |
Researcher: | Babu, Shaik Jani |
Guide(s): | Singhal, Sonal |
Keywords: | Engineering Engineering and Technology Engineering Electrical and Electronic |
University: | Shiv Nadar University |
Completed Date: | 2021 |
Abstract: | The current study proposes the implementation of SLIFMEM, a neuromorphic system newlineconsisting of programmable synaptic memory and neural core blocks. The SLIFMEM is newlineimplemented with SRAM as synaptic memory of size 1024 with 5-bits word. The SLIFMEM newlineneural core consists of DPI based SiS, and SLIF neuron. The present work also implement the newlinereliability-aware SLIFMEM, referred to as rel-SLIFMEM, which is developed by replacing SLIF newlineSiN with rel-SLIF SiN in its neural core. The impact of BTI and HCI on the performance of the newlinerel-SLIFMEM is analyzed using a key performance metric, inter-spike interval. The performance newlineof rel-SLIFMEM is compared with the conventional SLIFMEM. Finally, the energy consumption newlineof rel-SLIFMEM is examined at time-zero and compared with conv-SLIFMEM. |
Pagination: | |
URI: | http://hdl.handle.net/10603/400084 |
Appears in Departments: | Department Of Electrical Engineering |
Files in This Item:
File | Description | Size | Format | |
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80_recommendation.pdf | Attached File | 119.89 kB | Adobe PDF | View/Open |
abstract.pdf | 101 kB | Adobe PDF | View/Open | |
acknowledgement.pdf | 106 kB | Adobe PDF | View/Open | |
bibliography.pdf | 238.53 kB | Adobe PDF | View/Open | |
certificate.pdf | 75.16 kB | Adobe PDF | View/Open | |
chapter-1.pdf | 162.34 kB | Adobe PDF | View/Open | |
chapter-2.pdf | 421.07 kB | Adobe PDF | View/Open | |
chapter-3.pdf | 2.91 MB | Adobe PDF | View/Open | |
chapter-4.pdf | 575.32 kB | Adobe PDF | View/Open | |
chapter-5.pdf | 360.09 kB | Adobe PDF | View/Open | |
chapter-6.pdf | 154.32 kB | Adobe PDF | View/Open | |
content.pdf | 132.94 kB | Adobe PDF | View/Open | |
declaration.pdf | 144.14 kB | Adobe PDF | View/Open | |
list of figures and tables.pdf | 194.17 kB | Adobe PDF | View/Open | |
title page.pdf | 48.25 kB | Adobe PDF | View/Open |
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