Nanowatt analog circuit design for edge artificial intelligence
Internet of Things (IoT) and Artificial Intelligence (AI) has been in a rising trend, and has led to innovation, such as Artificial Intelligence Internet of Things (AIoT). Edge devices, commonly used for data collection, requires to be always turned-on. Often, power consumption is a key factor in AI...
Saved in:
Main Author: | |
---|---|
Other Authors: | |
Format: | Final Year Project |
Language: | English |
Published: |
Nanyang Technological University
2023
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/167125 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-167125 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1671252023-07-07T17:46:44Z Nanowatt analog circuit design for edge artificial intelligence Sin, Siong Chew Goh Wang Ling School of Electrical and Electronic Engineering IME, A*STAR EWLGOH@ntu.edu.sg Engineering::Electrical and electronic engineering Internet of Things (IoT) and Artificial Intelligence (AI) has been in a rising trend, and has led to innovation, such as Artificial Intelligence Internet of Things (AIoT). Edge devices, commonly used for data collection, requires to be always turned-on. Often, power consumption is a key factor in AIoT as devices are operated by batteries. Event triggered edge devices consist of a sensor, for sensing purposes. Comparator makes up the key architecture. Since the AIoT devices are event trigger, power consumption should be as low as possible. However, this degrades the performance of the devices. In this project, a nanowatt power consumption comparator is designed operating in standby mode. To ensure that device also operate even due to noise, hysteresis will also be implemented in the design. Comparator designed consumed a static power consumption of 51.67nW and have a hysteresis voltage of ±5mV. Maximum bandwidth of comparator is 1kHz. Bachelor of Engineering (Electrical and Electronic Engineering) 2023-05-23T02:29:11Z 2023-05-23T02:29:11Z 2023 Final Year Project (FYP) Sin, S. C. (2023). Nanowatt analog circuit design for edge artificial intelligence. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/167125 https://hdl.handle.net/10356/167125 en B2290-221 application/pdf Nanyang Technological University |
institution |
Nanyang Technological University |
building |
NTU Library |
continent |
Asia |
country |
Singapore Singapore |
content_provider |
NTU Library |
collection |
DR-NTU |
language |
English |
topic |
Engineering::Electrical and electronic engineering |
spellingShingle |
Engineering::Electrical and electronic engineering Sin, Siong Chew Nanowatt analog circuit design for edge artificial intelligence |
description |
Internet of Things (IoT) and Artificial Intelligence (AI) has been in a rising trend, and has led to innovation, such as Artificial Intelligence Internet of Things (AIoT). Edge devices, commonly used for data collection, requires to be always turned-on. Often, power consumption is a key factor in AIoT as devices are operated by batteries. Event triggered edge devices consist of a sensor, for sensing purposes. Comparator makes up the key architecture. Since the AIoT devices are event trigger, power consumption should be as low as possible. However, this degrades the performance of the devices. In this project, a nanowatt power consumption comparator is designed operating in standby mode. To ensure that device also operate even due to noise, hysteresis will also be implemented in the design. Comparator designed consumed a static power consumption of 51.67nW and have a hysteresis voltage of ±5mV. Maximum bandwidth of comparator is 1kHz. |
author2 |
Goh Wang Ling |
author_facet |
Goh Wang Ling Sin, Siong Chew |
format |
Final Year Project |
author |
Sin, Siong Chew |
author_sort |
Sin, Siong Chew |
title |
Nanowatt analog circuit design for edge artificial intelligence |
title_short |
Nanowatt analog circuit design for edge artificial intelligence |
title_full |
Nanowatt analog circuit design for edge artificial intelligence |
title_fullStr |
Nanowatt analog circuit design for edge artificial intelligence |
title_full_unstemmed |
Nanowatt analog circuit design for edge artificial intelligence |
title_sort |
nanowatt analog circuit design for edge artificial intelligence |
publisher |
Nanyang Technological University |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/167125 |
_version_ |
1772826801777672192 |