Photonic Matrix Computing: From Fundamentals to Applications

被引:40
|
作者
Cheng, Junwei [1 ]
Zhou, Hailong [1 ]
Dong, Jianji [1 ]
机构
[1] Huazhong Univ Sci & Technol, Wuhan Natl Lab Optoelect, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
photonic matrix computing; photonic accelerators; artificial intelligence; optical neural networks; photonic integrated platform; diffractive planes; NEURAL-NETWORKS; MZI; MODULATOR; PARALLEL; DESIGN; FILTER; CHIP;
D O I
10.3390/nano11071683
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In emerging artificial intelligence applications, massive matrix operations require high computing speed and energy efficiency. Optical computing can realize high-speed parallel information processing with ultra-low energy consumption on photonic integrated platforms or in free space, which can well meet these domain-specific demands. In this review, we firstly introduce the principles of photonic matrix computing implemented by three mainstream schemes, and then review the research progress of optical neural networks (ONNs) based on photonic matrix computing. In addition, we discuss the advantages of optical computing architectures over electronic processors as well as current challenges of optical computing and highlight some promising prospects for the future development.
引用
收藏
页数:15
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