{"title":"根据模数转换器生成的数据进行信号参数估计的 Cramér-Rao 边界","authors":"Yuanbo Cheng;Johan Karlsson;Jian Li","doi":"10.1109/TSP.2024.3453346","DOIUrl":null,"url":null,"abstract":"To mitigate the dynamic range problems that low-bit quantization of conventional analog-to-digital converters (ADCs) suffer from, we shift our attention to the novel modulo ADCs (Mod-ADCs). We consider the Cramér-Rao bound (CRB) analysis for signal parameter estimation from Mod-ADC generated data. Four CRB formulas are derived assuming known or unknown folding-counts, for both quantized and unquantized cases. We analyze many of their characteristics, such as monotonicity, boundedness and convergence; and perform detailed comparisons of the CRBs among the conventional ADCs and the two different types of Mod-ADCs. Numerical examples are presented to demonstrate these characteristics, and that the low-bit Mod-ADCs can provide satisfactory signal parameter estimation performances even in high dynamic range situations.","PeriodicalId":13330,"journal":{"name":"IEEE Transactions on Signal Processing","volume":"72 ","pages":"4268-4285"},"PeriodicalIF":4.6000,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cramér-Rao Bound for Signal Parameter Estimation From Modulo ADC Generated Data\",\"authors\":\"Yuanbo Cheng;Johan Karlsson;Jian Li\",\"doi\":\"10.1109/TSP.2024.3453346\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"To mitigate the dynamic range problems that low-bit quantization of conventional analog-to-digital converters (ADCs) suffer from, we shift our attention to the novel modulo ADCs (Mod-ADCs). We consider the Cramér-Rao bound (CRB) analysis for signal parameter estimation from Mod-ADC generated data. Four CRB formulas are derived assuming known or unknown folding-counts, for both quantized and unquantized cases. We analyze many of their characteristics, such as monotonicity, boundedness and convergence; and perform detailed comparisons of the CRBs among the conventional ADCs and the two different types of Mod-ADCs. Numerical examples are presented to demonstrate these characteristics, and that the low-bit Mod-ADCs can provide satisfactory signal parameter estimation performances even in high dynamic range situations.\",\"PeriodicalId\":13330,\"journal\":{\"name\":\"IEEE Transactions on Signal Processing\",\"volume\":\"72 \",\"pages\":\"4268-4285\"},\"PeriodicalIF\":4.6000,\"publicationDate\":\"2024-09-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Transactions on Signal Processing\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10663669/\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Signal Processing","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10663669/","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
Cramér-Rao Bound for Signal Parameter Estimation From Modulo ADC Generated Data
To mitigate the dynamic range problems that low-bit quantization of conventional analog-to-digital converters (ADCs) suffer from, we shift our attention to the novel modulo ADCs (Mod-ADCs). We consider the Cramér-Rao bound (CRB) analysis for signal parameter estimation from Mod-ADC generated data. Four CRB formulas are derived assuming known or unknown folding-counts, for both quantized and unquantized cases. We analyze many of their characteristics, such as monotonicity, boundedness and convergence; and perform detailed comparisons of the CRBs among the conventional ADCs and the two different types of Mod-ADCs. Numerical examples are presented to demonstrate these characteristics, and that the low-bit Mod-ADCs can provide satisfactory signal parameter estimation performances even in high dynamic range situations.
期刊介绍:
The IEEE Transactions on Signal Processing covers novel theory, algorithms, performance analyses and applications of techniques for the processing, understanding, learning, retrieval, mining, and extraction of information from signals. The term “signal” includes, among others, audio, video, speech, image, communication, geophysical, sonar, radar, medical and musical signals. Examples of topics of interest include, but are not limited to, information processing and the theory and application of filtering, coding, transmitting, estimating, detecting, analyzing, recognizing, synthesizing, recording, and reproducing signals.