Beyond-CMOS Non-Boolean Logic Benchmarking: Insights and Future Directions

被引:0
|
作者
Pan, Chenyun [1 ]
Naeemi, Azad [1 ]
机构
[1] Georgia Inst Technol, Elect & Comp Engn, Atlanta, GA 30332 USA
关键词
cellular neural network; beyond-CMOS technology; performance benchmarking; CELLULAR NEURAL-NETWORKS; ASSOCIATIVE MEMORY; MAGNETORESISTANCE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Emerging technologies are facing significant challenges to compete with CMOS with respect to Boolean logic. There is an increasing need for using non-traditional circuits to realize the full potential of beyond-CMOS devices. This paper presents a uniform benchmarking methodology for non-Boolean computation based on the cellular neural network (CNN) for a variety of beyond-CMOS device technologies, including charge-based and spintronic devices. Three types of CNN implementations are investigated benchmarked for a given input noise and recall accuracy target using analog, digital, and spintronic circuits. Results demonstrate that spintronic devices are promising candidates to implement CNNs, where up to 3x EDP improvement is predicted in domain wall devices compared to its conventional CMOS counterpart. This shows that alternative non-Boolean computing platforms are crucial for developing future emerging technologies.
引用
收藏
页码:133 / 138
页数:6
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