TY - GEN
T1 - Modulo Sampling with 1-Bit Side Information
T2 - 2024 IEEE International Symposium on Information Theory, ISIT 2024
AU - Bernardo, Neil Irwin
AU - Shah, Shaik Basheeruddin
AU - Eldar, Yonina C.
N1 - Publisher Copyright: © 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - In this work, we investigate the relationship between the dynamic range and quantization noise power in modulo analog-to-digital converters (ADCs). An algorithm to recover the original signal from quantized modulo observations with 1-bit side information is analyzed. We prove that an oversampling factor of OF > 3 and a quantizer resolution of b > 3 are sufficient for the modulo ADC to have better quantization noise suppression than a standard ADC without the modulo operator. Under this setting, the mean squared error (MSE) of a modulo ADC is O(1/OF3) whereas that of a standard ADC is only O(1/OF). Numerical results are presented to validate the derived performance guarantees.
AB - In this work, we investigate the relationship between the dynamic range and quantization noise power in modulo analog-to-digital converters (ADCs). An algorithm to recover the original signal from quantized modulo observations with 1-bit side information is analyzed. We prove that an oversampling factor of OF > 3 and a quantizer resolution of b > 3 are sufficient for the modulo ADC to have better quantization noise suppression than a standard ADC without the modulo operator. Under this setting, the mean squared error (MSE) of a modulo ADC is O(1/OF3) whereas that of a standard ADC is only O(1/OF). Numerical results are presented to validate the derived performance guarantees.
UR - http://www.scopus.com/inward/record.url?scp=85202873460&partnerID=8YFLogxK
U2 - https://doi.org/10.1109/ISIT57864.2024.10619324
DO - https://doi.org/10.1109/ISIT57864.2024.10619324
M3 - منشور من مؤتمر
T3 - IEEE International Symposium on Information Theory - Proceedings
SP - 3498
EP - 3503
BT - 2024 IEEE International Symposium on Information Theory, ISIT 2024 - Proceedings
Y2 - 7 July 2024 through 12 July 2024
ER -