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Gait-Key: A Gait-Based Shared Secret Key Generation Protocol for Wearable Devices

机译:步态密钥:基于步态的可穿戴设备共享密钥生成协议

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摘要

Recent years have witnessed a remarkable growth in the number of smart wearable devices. For many of these devices, an important security issue is to establish an authenticated communication channel between legitimate devices to protect the subsequent communications. Due to the wireless nature of the communication and the extreme resource constraints of sensor devices, providing secure, efficient, and user-friendly device pairing is a challenging task. Traditional solutions for device pairing mostly depend on key predistribution, which is unsuitable for wearable devices in many ways. In this article, we design Gait-Key, a shared secret key generation scheme that allows two legitimate devices to establish a common cryptographic key by exploiting users' walking characteristics (gait). The intuition is that the sensors on different locations on the same body experience similar accelerometer signals when the user is walking. However, one main challenge is that the accelerometer also captures motion signals produced by other body parts (e.g., swinging arms). We address this issue by using the blind source separation technique to extract the informative signal produced by the unique gait patterns. Our experimental results show that Gait-Key can generate a common 128-bit key for two legitimate devices with 98.3% probability. To demonstrate the feasibility, the proposed key generation scheme is implemented on modern smartphones. The evaluation results show that the proposed scheme can run in real time on modern mobile devices and incurs low system overhead.
机译:近年来,智能可穿戴设备的数量显着增长。对于许多此类设备,一个重要的安全问题是在合法设备之间建立经过身份验证的通信通道,以保护后续的通信。由于通信的无线特性和传感器设备的极端资源限制,提供安全,高效和用户友好的设备配对是一项艰巨的任务。设备配对的传统解决方案主要取决于密钥预分配,这在很多方面都不适合可穿戴设备。在本文中,我们设计了一种共享密钥生成方案Gait-Key,该方案允许两个合法设备通过利用用户的步行特征(步态)来建立通用的加密密钥。直觉是当用户走路时,同一人体上不同位置的传感器会遇到类似的加速度计信号。然而,一个主要挑战是,加速度计还捕获由其他身体部位(例如,摆臂)产生的运动信号。我们通过使用盲源分离技术提取由独特步态模式产生的信息信号来解决此问题。我们的实验结果表明,Gait-Key可以以98.3%的概率为两个合法设备生成一个通用的128位密钥。为了证明可行性,在现代智能手机上实施了建议的密钥生成方案。评估结果表明,该方案可以在现代移动设备上实时运行,并且系统开销较低。

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