基于内容匿名化边缘路由器在NetFPGA上的实现

Akihiro Fukuhara, Tomomu Iwai, Yuiko Sakuma, H. Nishi
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引用次数: 2

摘要

近年来,大量的物联网(IoT)设备出现。因此,提出了使用这些装置的数据的各种服务。然而,收集的原始数据包含私人信息,因此出现隐私问题。数据匿名化是从原始数据中删除隐私敏感信息的一种方法。物联网数据服务的数据匿名化应满足以下要求:首先,原始数据应该在设备和云服务器之间匿名化。其次,应该灵活配置所收集数据的匿名化方法和目的地,因为它们取决于数据类型和与数据供应商的协议。第三,网络透明度是方便安装的必要条件。然而,传统的数据匿名化系统不能满足这些要求。我们建议将匿名化硬件用作网络边缘的网络路由器。它直接将网络数据包中的数据匿名化。此外,它还决定数据包的目的IP地址,并根据其内容对数据进行匿名化。为了实现高吞吐量和低功耗的数据包处理,所提出的硬件通过使用现场可编程门阵列来实现。所提出的硬件吞吐量达到10 Gbps线速,功耗低于软件实现。
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Implementation of Content-Based Anonymization Edge Router on NetFPGA
In recent years, a large number of Internet of Things (IoT) devices have appeared. Accordingly, various services using data from such devices have been proposed. However, the collected raw data include private information, and thus, privacy problems arise. Data anonymization is a method for removing privacy-sensitive information from raw data. Data anonymization for IoT data services should satisfy the following requirements. First, the raw data should be anonymized between a device and the cloud server. Second, the anonymization methods and the destinations of the collected data should be flexibly configured, as they depend on data types and agreements with data suppliers. Third, network transparency is necessary for ease of installation. However, conventional data anonymization systems do not satisfy these requirements. We propose anonymization hardware that functions as a network router on network edges. It directly anonymizes data in network packets. Moreover, it decides the destination IP address of the packets and anonymizes data based on their content. For high-throughput and low-power processing of the packets, the proposed hardware was implemented by using a field-programmable gate array. The throughput of the proposed hardware achieved 10 Gbps wire speed, and the power consumption was lower than that of software implementation.
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