前瞻科技 ›› 2023, Vol. 2 ›› Issue (1): 118-131.DOI: 10.3981/j.issn.2097-0781.2023.01.009

• 综述与述评 • 上一篇    下一篇

人为中心感知计算研究进展及展望

於志文1(), 李青洋1,2, 王倩茹1,2, 郭斌1   

  1. 1.西北工业大学计算机学院,西安 710129
    2.西安电子科技大学计算机科学与技术学院,西安 710071
  • 收稿日期:2022-12-31 修回日期:2023-01-30 出版日期:2023-03-20 发布日期:2023-03-27
  • 作者简介:於志文,教授,博士研究生导师。教育部“长江学者”特聘教授,国家杰出青年科学基金获得者,国家“万人计划”科技创新领军人才。主要研究领域为移动互联网、普适计算、人机系统。电子信箱:zhiwenyu@nwpu.edu.cn
  • 基金资助:
    国家自然科学基金(61960206008);国家自然科学基金(62025205);国家重点研发计划(2021ZD0113300)

Human-centered Sensing and Computing: Research Progress and Prospects

YU Zhiwen1(), LI Qingyang1,2, WANG Qianru1,2, GUO Bin1   

  1. 1. School of Computer Science, Northwestern Polytechnical University, Xi’an 710129, China
    2. School of Computer Science and Technology, Xidian University, Xi’an 710071, China
  • Received:2022-12-31 Revised:2023-01-30 Online:2023-03-20 Published:2023-03-27

摘要:

物联网、边缘计算、移动互联网和人工智能等技术的发展,极大丰富了“以人为中心”的感知与计算场景。人为中心感知计算将人作为感知的目标主体或参与者,在感知计算过程中有意识或无意识地贡献人类智慧,提高了模型适应能力和避免人工智能危害人类。文章对人为中心感知计算的概念进行了探讨,从不同角度总结了相关研究工作与典型应用,提出了若干重要挑战与主要研究问题。最后,对人为中心感知计算在人机协作方式、伦理等研究方向进行了展望。

关键词: 人为中心感知计算, 智能感知, 群智感知

Abstract:

The development of the internet of things (IoT), edge computing, mobile internet, and artificial intelligence (AI) has greatly enriched human-centered sensing and computing scenarios. Human-centered sensing and computing regard people as the subject or participant of sense and consciously or unconsciously combine human intelligence in the sensing and computing process, which can thus improve model adaptability and protect humans from the risks of AI. This paper discusses the concept of human-centered sensing and computing and summarizes the corresponding research works and typical applications from different aspects. Then, the paper points out a series of major challenges and research problems and finally proposes prospects for human-centered sensing and computing research on human-machine collaborating ways and ethics.

Key words: human-centered sensing and computing, intelligent sensing, crowd sensing