胡椒:精确的隐私保护接触追踪与廉价,BLE/UWB功能令牌

François-Xavier Molina, Vincent Roca, Roudy Dagher, E. Baccelli, N. Mitton, A. Boutet, M. Cunche
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引用次数: 0

摘要

接触者追踪(CT)是一种古老的、公认的流行病学工具,由于数字变体现已唾手可得,自2020年以来,各种基于智能手机的解决方案被迅速开发和部署,结果喜差不齐,争议不断。然而,如何在大范围内实现可靠、有效的数字CT仍然是一个有待解决的问题。在这项工作中,我们提供了一个开源软件平台,在这个平台上可以快速开发和测试各种CT解决方案。更具体地说,我们设计了PEPPER,它联合利用蓝牙低功耗(BLE)和超宽带(UWB)无线电进行接触检测,并结合DESIRE隐私保护CT协议。我们表明,PEPPER+DESIRE可以在基于低功耗微控制器的廉价物理令牌上运行,从而开辟了新的用例,使用不那么个性化的、潜在的一次性设备,可以更广泛地使用。我们还通过模拟与CT相关的各种场景的实验,评估了蓝牙和超宽带在这种情况下的互补性。与纯ble CT相比,我们发现超宽带可以减少假阴性(例如,在存在人体遮挡的情况下),这意味着将发现更多的实际接触者,从流行病学的角度来看,这是一个关键优势。我们的研究结果表明,虽然PEPPER+DESIRE比最先进的技术提高了精度,但需要进一步的研究来在实践中利用超宽带-低频段CT的协同作用。为此,我们的开源平台(可以在开放访问的测试平台上运行)为研究社区提供了一个有用的平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PEPPER: Precise Privacy-Preserving Contact Tracing with Cheap, BLE/UWB Capable Tokens
Contact Tracing (CT) is an old, recognized epi-demiological tool, and since a digital variant is now within reach, a variety of smartphone-based solutions have been rapidly developed and deployed since 2020, with mixed results and amid controversies. Yet, achieving reliable and effective digital CT at large scale is still an open problem. In this work, we contribute with an open source software platform on top of which various CT solutions can be quickly developed and tested. More specifically, we design PEPPER, which jointly leverages Bluetooth Low Energy (BLE) and Ultra Wide Band (UWB) radios for contact detection, combined with the DESIRE privacy-preserving CT protocol. We show that PEPPER+DESIRE can operate on cheap physical tokens based on low-power microcontrollers, opening new use-cases with less personal, potentially disposable devices, that could be more widely used. We also evaluate the complementarity of Bluetooth and UWB in this context, via experiments mimicking various scenarios relevant for CT. Compared to BLE-only CT, we show that UWB can decrease false negatives (e.g., in presence of human body occlusion), meaning that more actual contacts will be found, a key benefit from an epidemiological viewpoint. Our results suggest that, while PEPPER+DESIRE improves precision over state-of-the-art, further research is required to harness UWB-BLE synergy for CT in practice. To this end, our open source platform (which can run on an open-access testbed) provides a useful playground for the research community.
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