通过模拟处理实现超高能效的 Tbps 无线系统:现有方法、挑战和前进方向

IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Communications Surveys and Tutorials Pub Date : 2023-12-13 DOI:10.1109/COMST.2023.3342775
Mahmoud Mojarrad Kiasaraei;Konstantinos Nikitopoulos;Rahim Tafazolli
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引用次数: 0

摘要

利用超宽带宽是实现每秒太比特(Tbps)数据传输速率的一种有前途的方法,这种传输速率是开启移动扩展现实和全息远程呈现等新兴移动应用所必需的。然而,传统的数字系统无法有效利用这种带宽。特别是,用于超宽带宽的超高速、高精度数模和模数转换器(DAC/ADC)的功耗变得不切实际。同时,由于最新处理算法(如 "软 "检测/解码)的复杂性,以及采样率的提高对现代数字处理器速度能力的挑战,实现超高速数字信号处理在功耗和处理延迟方面变得极具挑战性。为了克服这些瓶颈,我们需要信号处理解决方案,这些解决方案最好能避免使用 DAC/ADC,同时最大限度地减少功耗和处理延迟。这方面的一个可行方法是设计不需要 DAC/ADC 的数字系统,直接在模拟域执行所有相应的处理。尽管我们已经尝试在模拟域中开发收发器链的各个组件,但正如我们在本作品中详细讨论的那样,在超高速无线系统中进行完整模拟处理的可行性仍然是一个开放的研究课题。此外,与数字方法相比,现有的模拟方法频谱利用率较低,部分原因是它们无法利用数字系统的最新进展,如 "软 "检测/解码。在此背景下,我们还讨论了与直接在模拟域执行 "软 "检测/解码相关的挑战,正如 DigiLogue 处理概念最近提出的那样,我们用一个简单的例子表明,基于模拟的 "软 "检测/解码是可行的,并且可以实现与数字方法相同的误差性能,同时节省超过 37 美元的功耗。此外,我们还讨论了与设计可直接在模拟域执行 "软 "处理的超高速全模拟无线接收器有关的几个挑战,并提出了克服这些挑战的研究方向。
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Toward Ultra-Power-Efficient, Tbps Wireless Systems via Analogue Processing: Existing Approaches, Challenges and Way Forward
Exploiting ultra-wide bandwidths is a promising approach to achieve the terabits per second (Tbps) data rates required to unlock emerging mobile applications like mobile extended reality and holographic telepresence. However, conventional digital systems are unable to exploit such bandwidths efficiently. In particular, the power consumption of ultra-fast, high-precision digital-to-analogue and analogue-to-digital converters (DACs/ADCs) for ultra-wide bandwidths becomes impractical. At the same time, achieving ultra-fast digital signal processing becomes extremely challenging in terms of power consumption and processing latency due to the complexity of state-of-the-art processing algorithms (e.g., “soft” detection/decoding) and the fact that the increased sampling rates challenge the speed capabilities of modern digital processors. To overcome these bottlenecks, there is a need for signal processing solutions that can, ideally, avoid DACs/ADCs while minimizing both the power consumption and processing latency. One potential approach in this direction is to design digital systems that do not require DACs/ADCs and perform all the corresponding processing directly in the analogue domain. Despite existing attempts to develop individual components of the transceiver chain in the analogue domain, as we discuss in detail in this work, the feasibility of complete analogue processing in ultra-fast wireless systems is still an open research topic. In addition, existing analogue-based approaches have inferior spectrum utilization than digital approaches, partly due to their inability to exploit the recent advances in digital systems such as “soft” detection/decoding. In this context, we also discuss the challenges related to performing “soft” detection/decoding directly in the analogue domain, as has been recently proposed by the DigiLogue processing concept, and we show with a simple example that analogue-based “soft” detection/decoding is feasible and can achieve the same error performance as digital approaches with more than $37\times $ power savings. In addition, we discuss several challenges related to the design of ultra-fast, fully analogue wireless receivers that can perform “soft” processing directly in the analogue domain and we suggest research directions to overcome these challenges.
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来源期刊
IEEE Communications Surveys and Tutorials
IEEE Communications Surveys and Tutorials COMPUTER SCIENCE, INFORMATION SYSTEMS-TELECOMMUNICATIONS
CiteScore
80.20
自引率
2.50%
发文量
84
审稿时长
6 months
期刊介绍: IEEE Communications Surveys & Tutorials is an online journal published by the IEEE Communications Society for tutorials and surveys covering all aspects of the communications field. Telecommunications technology is progressing at a rapid pace, and the IEEE Communications Society is committed to providing researchers and other professionals the information and tools to stay abreast. IEEE Communications Surveys and Tutorials focuses on integrating and adding understanding to the existing literature on communications, putting results in context. Whether searching for in-depth information about a familiar area or an introduction into a new area, IEEE Communications Surveys & Tutorials aims to be the premier source of peer-reviewed, comprehensive tutorials and surveys, and pointers to further sources. IEEE Communications Surveys & Tutorials publishes only articles exclusively written for IEEE Communications Surveys & Tutorials and go through a rigorous review process before their publication in the quarterly issues. A tutorial article in the IEEE Communications Surveys & Tutorials should be designed to help the reader to become familiar with and learn something specific about a chosen topic. In contrast, the term survey, as applied here, is defined to mean a survey of the literature. A survey article in IEEE Communications Surveys & Tutorials should provide a comprehensive review of developments in a selected area, covering its development from its inception to its current state and beyond, and illustrating its development through liberal citations from the literature. Both tutorials and surveys should be tutorial in nature and should be written in a style comprehensible to readers outside the specialty of the article.
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