TY - JOUR
T1 - Coarse-grained reconfigurable architectures for radio baseband processing
T2 - A survey
AU - Hassan, Zohaib
AU - Ometov, Aleksandr
AU - Lohan, Elena Simona
AU - Nurmi, Jari
PY - 2024/9
Y1 - 2024/9
N2 - Emerging communication technologies, such as 5G and beyond, have introduced diverse requirements that demand high performance and energy efficiency at all levels. Furthermore, the real-time requirements of different services vary significantly – increasing the baseband processor design complexity and demand for flexible hardware platforms. This paper identifies the key characteristics of hardware platforms for baseband processing and describes the existing processing limitations in traditional architectures. In this paper, Coarse-Grained Reconfigurable Architecture (CGRA) is examined as a prospective hardware platform and its characteristic features are highlighted as compared to traditionally employed architectures that make it a suitable candidate for incorporation as a domain-specific accelerator in baseband processing applications. We survey various CGRAs from the last two decades (2004-2023) and analyze their distinct architectural features which can serve as a reference while designing CGRAs for baseband processing applications. Moreover, we investigate the existing challenges toward developing CGRAs for baseband processing and explore their potential solutions. We also provide an overview of the emerging research directions for CGRA and how they can contribute towards the development of advanced baseband processors. Lastly, we highlight a conceptual RISC-V+CGRA framework that can serve as a potential direction toward integrating CGRA in future baseband processing systems.
AB - Emerging communication technologies, such as 5G and beyond, have introduced diverse requirements that demand high performance and energy efficiency at all levels. Furthermore, the real-time requirements of different services vary significantly – increasing the baseband processor design complexity and demand for flexible hardware platforms. This paper identifies the key characteristics of hardware platforms for baseband processing and describes the existing processing limitations in traditional architectures. In this paper, Coarse-Grained Reconfigurable Architecture (CGRA) is examined as a prospective hardware platform and its characteristic features are highlighted as compared to traditionally employed architectures that make it a suitable candidate for incorporation as a domain-specific accelerator in baseband processing applications. We survey various CGRAs from the last two decades (2004-2023) and analyze their distinct architectural features which can serve as a reference while designing CGRAs for baseband processing applications. Moreover, we investigate the existing challenges toward developing CGRAs for baseband processing and explore their potential solutions. We also provide an overview of the emerging research directions for CGRA and how they can contribute towards the development of advanced baseband processors. Lastly, we highlight a conceptual RISC-V+CGRA framework that can serve as a potential direction toward integrating CGRA in future baseband processing systems.
KW - CGRA
KW - reconfigurable computing
KW - domain-specific accelerator
KW - DSA
KW - rabies baseband architecture
KW - AI
KW - communications
KW - ENERGY EFFICIENCY SCHEME
U2 - 10.1016/j.sysarc.2024.103243
DO - 10.1016/j.sysarc.2024.103243
M3 - Review Article
SN - 1383-7621
VL - 154
JO - Journal of Systems Architecture
JF - Journal of Systems Architecture
M1 - 103243
ER -