The Power of Computation-in-Memory Based on Memristive Devices
2020 25th Asia and South Pacific Design Automation Conference (ASP-DAC)(2020)
摘要
Conventional computing architectures and the CMOS technology that they are based on are facing major challenges such as the memory bottleneck making the memory access for data transfer a major killer of energy and performance. Computation-in-memory (CIM) paradigm is seen as a potential alternative that could alleviate such problems by adding computational resources to the memory, and significantly reducing the communication. Memristive devices are promising enablers of a such CIM paradigm, as they are able to support both storage and computing. This paper shows the power of memristive device based CIM paradigm in enabling new efficient application-specific architectures as well as efficient implementations of some known domain-specific architectures. In addition, the paper discusses the potential applications that could benefit from such paradigm and highlights the major challenges.
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关键词
memory access,data transfer,computation-in-memory paradigm,memristive device,CIM paradigm,computing architectures,CMOS technology,memory bottleneck
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