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Interconnect support for energy efficient and high bandwidth memory access in CMPs

Hemanta Kumar Mondal, Sarnava Konar, Poulomi Hore,Ramapati Patra, Pradipta Sarkar,Sujay Deb

Sustainable Computing: Informatics and Systems(2022)

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摘要
The increasing number of on-chip cores and a limited number of memory controllers pose a critical problem for off-chip memory bandwidth. In this work, we propose an adaptive hybrid switching strategy with a dual crossbar router to provide low latency paths between cache and memory controllers. The performance is further improved by finding the optimal number and placement of memory controllers using machine learning approach with low overheads. The proposed architecture improves the average bandwidth of the network by 21.03% and reduces the network energy and memory access latency by 12.60% and 20.45%, respectively as compared to the traditional NoC architecture.
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关键词
Network-on-Chip,Hybrid switching,Drowsy circuit and Power gating,Machine learning,Optimal placement
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