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中央研究院 資訊科學研究所

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TIGP (SNHCC) -- A Privacy Preserving Blockchain Based Framework for AIoT Data Exchange

  • 講者周詩梵 教授 (國立臺灣科技大學資訊工程系)
    邀請人:TIGP (SNHCC)
  • 時間2022-10-31 (Mon.) 14:00 ~ 16:00
  • 地點資訊所新館106演講廳
摘要
Thanks to the advances in wireless communication technologies and the popularity of mobile devices, individuals can now record and produce personal videos. Furthermore, with the power of machine learning techniques, one can envision that a new paradigm for AIoT, a combination of AI and IoT, can accomplish many novel IoT applications. A feasible, safe, and trusty data trading environment is necessary to realize this AIoT service paradigm. The classic approach of centralized trust centers is not suitable for the targeted scenario due to privacy, vulnerability, and efficiency concerns. The emerging blockchain technology could be the perfect solution; yet, it remains a challenging issue to ensure data providers’ privacy. Thus, we envision a blockchain-based AIoT service paradigm and propose solutions for preserving privacy. To preserve privacy in data storage, we adopt the approach of a private InterPlanetary File System (IPFS) network. For preserving privacy in on-chain metadata, especially the GPS records of personal videos, we propose a privacy-preserving geometric search scheme (PPGSS). Through extensive experiments using real-world datasets and settings, we demonstrate the effectiveness of the proposed scheme.