FPGA: The super chip in the age of artificial intelligence

Abstract In modern society, artificial intelligence (AI) is developing more rapidly. And the Field Programmable Gate Array (FPGA) has always been the focus of research as a driving platform. This paper studies in detail the theoretical basis, applications, defects, and future development directions...

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Bibliographic Details
Published in:Journal of physics. Conference series 2023-11, Vol.2649 (1), p.12018
Main Author: Xu, Heyang
Format: Article
Language:English
Subjects:
application
Artificial intelligence
Artificial neural networks
Field programmable gate arrays
FPGA
Physics
programmable
Specification and description languages
Citations: Items that this one cites
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Summary:Abstract In modern society, artificial intelligence (AI) is developing more rapidly. And the Field Programmable Gate Array (FPGA) has always been the focus of research as a driving platform. This paper studies in detail the theoretical basis, applications, defects, and future development directions of FPGAs. It is concluded that FPGA has three characteristics: gate array, programmable, and scene, and the detailed positioning of FPGA, the structure, principle, tools, process, and description language of FPGA design. And the unique advantages of FPGA in the field of artificial intelligence: flexible and configurable, special optimizations for convolutional neural networks, and deterministic low latency. Several typical applications of FPGA in the field of artificial intelligence, deficiencies and solutions, and two future development directions. This article will make a great contribution to the development of FPGA in the field of artificial intelligence in the future.
ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/2649/1/012018