HARLD: A RISC-V Based Tightly Coupled Heterogeneous Computing Architecture for Low-Density Parity Check Decoding.

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Title: HARLD: A RISC-V Based Tightly Coupled Heterogeneous Computing Architecture for Low-Density Parity Check Decoding.
Authors: Wang, Bing1 (AUTHOR) wangbing@chinamobile.com, Ma, Zi-Rui2,3 (AUTHOR) mazirui24s@ict.ac.cn, Wu, Hai-Bin2 (AUTHOR) wuhaibin@ict.ac.cn, Zhang, Fu-Lin2,3 (AUTHOR) zhangfulin24s@ict.ac.cn, Wang, Yue2,3 (AUTHOR) wangyue24s@ict.ac.cn, Fan, Zhi-Hua2,3 (AUTHOR) fanzhihua@ict.ac.cn, Li, Wen-Ming2,3 (AUTHOR) liwenming@ict.ac.cn, Ye, Xiao-Chun2,3 (AUTHOR) yexiaochun@ict.ac.cn, Fan, Dong-Rui2,3 (AUTHOR) fandr@ict.ac.cn
Source: Journal of Computer Science & Technology (10009000). Mar2026, Vol. 41 Issue 2, p774-790. 17p.
Subjects: Low density parity check codes, Heterogeneous computing, Channel coding, Energy consumption, 5G networks, Reduced instruction set computers, Computer architecture
Abstract: Low-density parity check (LDPC) decoding is an efficient error correction method in communication systems, especially in 5G networks, which require high performance and low latency; while common generalpurpose architectures cannot meet the requirements. There has been some research on accelerating LDPC decoding, but the current methods still suffer from limitations in performance, flexibility, and communication cost. In this paper, we propose HARLD (Heterogeneous Architecture of RISC-V for LDPC Decoding), a tightly coupled heterogeneous computing architecture based on extended RISC-V for LDPC decoding, consisting of a CPU and a processing array. Compared with a loosely coupled System-on-Chip (SoC)-bus baseline, the tightly coupled design improves throughput by up to 32.4% and reduces average latency by up to 24.7% across evaluated configurations, while also enhancing resource and energy efficiency: processing element utilization up to 93.5%, instruction RAM utilization increased by up to 4.8x, and energy efficiency improved by up to 24.8%. At the system level, area and power are reduced by 17.6% and 10.2%, respectively, versus the loosely coupled design. [ABSTRACT FROM AUTHOR]
Copyright of Journal of Computer Science & Technology (10009000) is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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  Data: HARLD: A RISC-V Based Tightly Coupled Heterogeneous Computing Architecture for Low-Density Parity Check Decoding.
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  Data: <searchLink fieldCode="AR" term="%22Wang%2C+Bing%22">Wang, Bing</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> wangbing@chinamobile.com</i><br /><searchLink fieldCode="AR" term="%22Ma%2C+Zi-Rui%22">Ma, Zi-Rui</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<i> mazirui24s@ict.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Wu%2C+Hai-Bin%22">Wu, Hai-Bin</searchLink><relatesTo>2</relatesTo> (AUTHOR)<i> wuhaibin@ict.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Zhang%2C+Fu-Lin%22">Zhang, Fu-Lin</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<i> zhangfulin24s@ict.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Wang%2C+Yue%22">Wang, Yue</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<i> wangyue24s@ict.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Fan%2C+Zhi-Hua%22">Fan, Zhi-Hua</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<i> fanzhihua@ict.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Li%2C+Wen-Ming%22">Li, Wen-Ming</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<i> liwenming@ict.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Ye%2C+Xiao-Chun%22">Ye, Xiao-Chun</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<i> yexiaochun@ict.ac.cn</i><br /><searchLink fieldCode="AR" term="%22Fan%2C+Dong-Rui%22">Fan, Dong-Rui</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<i> fandr@ict.ac.cn</i>
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  Data: <searchLink fieldCode="DE" term="%22Low+density+parity+check+codes%22">Low density parity check codes</searchLink><br /><searchLink fieldCode="DE" term="%22Heterogeneous+computing%22">Heterogeneous computing</searchLink><br /><searchLink fieldCode="DE" term="%22Channel+coding%22">Channel coding</searchLink><br /><searchLink fieldCode="DE" term="%22Energy+consumption%22">Energy consumption</searchLink><br /><searchLink fieldCode="DE" term="%225G+networks%22">5G networks</searchLink><br /><searchLink fieldCode="DE" term="%22Reduced+instruction+set+computers%22">Reduced instruction set computers</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+architecture%22">Computer architecture</searchLink>
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  Data: Low-density parity check (LDPC) decoding is an efficient error correction method in communication systems, especially in 5G networks, which require high performance and low latency; while common generalpurpose architectures cannot meet the requirements. There has been some research on accelerating LDPC decoding, but the current methods still suffer from limitations in performance, flexibility, and communication cost. In this paper, we propose HARLD (Heterogeneous Architecture of RISC-V for LDPC Decoding), a tightly coupled heterogeneous computing architecture based on extended RISC-V for LDPC decoding, consisting of a CPU and a processing array. Compared with a loosely coupled System-on-Chip (SoC)-bus baseline, the tightly coupled design improves throughput by up to 32.4% and reduces average latency by up to 24.7% across evaluated configurations, while also enhancing resource and energy efficiency: processing element utilization up to 93.5%, instruction RAM utilization increased by up to 4.8x, and energy efficiency improved by up to 24.8%. At the system level, area and power are reduced by 17.6% and 10.2%, respectively, versus the loosely coupled design. [ABSTRACT FROM AUTHOR]
– Name: AbstractSuppliedCopyright
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  Data: <i>Copyright of Journal of Computer Science & Technology (10009000) is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.)
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        Value: 10.1007/s11390-025-5052-5
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        Text: English
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      – SubjectFull: Heterogeneous computing
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      – SubjectFull: Channel coding
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              Text: Mar2026
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