Arman Safarnejadian;Wei Shi;Leslie A. Rusch;Ming Zeng
{"title":"Frequency-Dependent Variations in DAC ENoB: Predicting Accurate High-Speed Eye-Diagrams","authors":"Arman Safarnejadian;Wei Shi;Leslie A. Rusch;Ming Zeng","doi":"10.1109/LPT.2025.3596861","DOIUrl":null,"url":null,"abstract":"While previous digital-to-analog converter (DAC) simulation models predict frequency-dependent effective number of bits (ENoB) well, the time domain distortions are exaggerated. We introduce a model preserving ENoB accuracy and it improves the treatment of time-domain behavior. We enhance model accuracy by filtering out spurious frequency content from aliasing and distortion that mask true behavior. We validate frequency-dependent ENoB for three commercial DACs by comparing our model output to known performance. We run a back-to-back electrical experiment to assess the accuracy of the model to predict bit error rate (BER) for baud rates from 70 to 120 Gbaud. We show that, unlike our model, the previous model leads to predictions of eye-opening and BER that are overly pessimistic at higher baud rates. We analyze the influence of oversampling, showcasing the trade-offs between the accuracy of the expected ENoB and the computational complexity. This work provides a comprehensive tool for understanding the constraints imposed by DACs, facilitating the optimization of next-generation optical communication systems.","PeriodicalId":13065,"journal":{"name":"IEEE Photonics Technology Letters","volume":"37 22","pages":"1297-1300"},"PeriodicalIF":2.5000,"publicationDate":"2025-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Photonics Technology Letters","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/11119528/","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
While previous digital-to-analog converter (DAC) simulation models predict frequency-dependent effective number of bits (ENoB) well, the time domain distortions are exaggerated. We introduce a model preserving ENoB accuracy and it improves the treatment of time-domain behavior. We enhance model accuracy by filtering out spurious frequency content from aliasing and distortion that mask true behavior. We validate frequency-dependent ENoB for three commercial DACs by comparing our model output to known performance. We run a back-to-back electrical experiment to assess the accuracy of the model to predict bit error rate (BER) for baud rates from 70 to 120 Gbaud. We show that, unlike our model, the previous model leads to predictions of eye-opening and BER that are overly pessimistic at higher baud rates. We analyze the influence of oversampling, showcasing the trade-offs between the accuracy of the expected ENoB and the computational complexity. This work provides a comprehensive tool for understanding the constraints imposed by DACs, facilitating the optimization of next-generation optical communication systems.
期刊介绍:
IEEE Photonics Technology Letters addresses all aspects of the IEEE Photonics Society Constitutional Field of Interest with emphasis on photonic/lightwave components and applications, laser physics and systems and laser/electro-optics technology. Examples of subject areas for the above areas of concentration are integrated optic and optoelectronic devices, high-power laser arrays (e.g. diode, CO2), free electron lasers, solid, state lasers, laser materials'' interactions and femtosecond laser techniques. The letters journal publishes engineering, applied physics and physics oriented papers. Emphasis is on rapid publication of timely manuscripts. A goal is to provide a focal point of quality engineering-oriented papers in the electro-optics field not found in other rapid-publication journals.