大数据 ›› 2022, Vol. 8 ›› Issue (5): 74-87.doi: 10.11959/j.issn.2096-0271.2022069

• 专题:数据流通与隐私计算 • 上一篇    下一篇

隐私计算在车路协同场景应用的探索与实践

李明, 吕阿斌   

  1. 中兴飞流信息科技有限公司,江苏 南京 210012
  • 出版日期:2022-09-15 发布日期:2022-09-01
  • 作者简介:李明(1978- ),男,中兴飞流信息科技有限公司副总经理,大数据系统计算技术国家工程实验室副主任,主要研究方向为大数据、人工智能、云存储、分布式数据库等
    吕阿斌(1970- )男,中兴飞流信息科技有限公司董事长、总经理,主要研究方向为云计算、大数据、人工智能等

Exploration and practice of privacy preserving computing for vehicle-road collaboration system

Ming LI, Abin LYU   

  1. JETFLOW Co., Ltd., Nanjing 210012, China
  • Online:2022-09-15 Published:2022-09-01

摘要:

基于车路协同的发展现状,总结车路协同场景中隐私计算、人工智能等技术的研究进展。设计并实现YITATFL平台,为数据管理、模型训练、模型管理及协同推理提供完备的隐私保护方案,为人工智能结合隐私计算在交通行业的应用提供参考。

关键词: 车路协同, 边缘计算, 隐私计算, 差分隐私

Abstract:

Based on the development of vehicle-road collaboration, the research progress of privacy computing, artificial intelligence, and other technologies for the vehicle-road collaboration scene was summarized.YITA-TFL platform was designed and implemented.A complete privacy protection scheme was provided for data management, model training, model management, and collaborative reasoning.And a model was established for the application of artificial intelligence combined with privacy computing in the transportation industry.

Key words: vehicle-road collaboration, edge computing, privacy computing, differential privacy

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