TY - GEN
T1 - Lightweighted AI-based Inference using Deterministic Randomness Compensation for Microcontroller ADC Resolution Enhancement
AU - Kwon, Jisu
AU - Park, Daejin
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Typically, circuits had to be designed at high cost to prevent irregular and random noise. This paper combines a lowcost designed part with a lightweight compensation technique, instead of designing a noise-tolerant circuit at a high cost. Technique that using compensate program in embedded system has been applied to ADC case study for compensate ADC output like as ideal. The proposed technique implemented in embedded systems can compensate for deterministic noise operating on static hardware (i.e., ADC) as a very small resource. The proposed technique improves the 10-bit ADC ENOB by 0.27, and it can be used in only 3.3% additional power consumption from ADC. The embedded system compensation technique can be applied not only to ADCs, but also to various hardware that include human uninterpretable deterministic noise.
AB - Typically, circuits had to be designed at high cost to prevent irregular and random noise. This paper combines a lowcost designed part with a lightweight compensation technique, instead of designing a noise-tolerant circuit at a high cost. Technique that using compensate program in embedded system has been applied to ADC case study for compensate ADC output like as ideal. The proposed technique implemented in embedded systems can compensate for deterministic noise operating on static hardware (i.e., ADC) as a very small resource. The proposed technique improves the 10-bit ADC ENOB by 0.27, and it can be used in only 3.3% additional power consumption from ADC. The embedded system compensation technique can be applied not only to ADCs, but also to various hardware that include human uninterpretable deterministic noise.
KW - analog-to-digital converter (ADC)
KW - effective number of bit (ENOB)
KW - microcontroller unit (MCU)
KW - neural network
KW - noise
UR - http://www.scopus.com/inward/record.url?scp=85148429088&partnerID=8YFLogxK
U2 - 10.1109/ISOCC56007.2022.10031497
DO - 10.1109/ISOCC56007.2022.10031497
M3 - Conference contribution
AN - SCOPUS:85148429088
T3 - Proceedings - International SoC Design Conference 2022, ISOCC 2022
SP - 368
EP - 369
BT - Proceedings - International SoC Design Conference 2022, ISOCC 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 19th International System-on-Chip Design Conference, ISOCC 2022
Y2 - 19 October 2022 through 22 October 2022
ER -