基于硬件感知的边缘智能设计与优化

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2023-12-01 DOI:10.1109/MDAT.2023.3307558

Shuo Huai, Hao Kong, Xiangzhong Luo, Di Liu, Ravi Subramaniam, C. Makaya, Qian Lin, Weichen Liu

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引用次数: 0

摘要

编者注:在本文中，作者探讨了最近在边缘智能的硬件感知设计和优化方面的努力。本文重点介绍了模型压缩和神经结构搜索等技术，以提高系统的效率和有效性。-Mahdi Nikdast，美国科罗拉多州立大学-Miquel Moreto，西班牙巴塞罗那超级计算中心-Masoumeh (Azin) Ebrahimi，瑞典皇家理工学院-Sujay Deb，印度德里IIIT

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On Hardware-Aware Design and Optimization of Edge Intelligence

Editor’s notes: In this article, the authors explore recent efforts in hardware-aware design and optimization for edge intelligence. The article focuses on techniques such as model compression and neural architecture search to enhance system efficiency and effectiveness.—Mahdi Nikdast, Colorado State University, USA —Miquel Moreto, Barcelona Supercomputing Center, Spain —Masoumeh (Azin) Ebrahimi, KTH Royal Institute of Technology, Sweden —Sujay Deb, IIIT Delhi, India

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来源期刊

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.