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Securing PKES: Integrating Artificial Intelligence Into PKES Forcefield For Anomaly Detection

机译:保护PKES:将人工智能整合到PKES Forcefield以进行异常检测

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Passive Keyless Entry and Start System (PKES) is a convenient feature found in newer cars that allows the user to enter their car without having to press a button on a key fob. Users can simply walk up to their vehicle and once they are in close enough proximity, it unlocks and the user is granted access. However, the convenience of PKES comes at a price; vulnerability to relay attacks and amplified relay attacks. Our proposed method, PKES Forcefield, would protect the user from these attacks without sacrificing any convenience. PKES Forcefield utilizes coordinate tracing and multifactor authentication to secure the user. To add more security to PKES Forcefield, we propose AI integration to construct a profile for each user of the vehicle. This profile will store data on the habits of the user (location, walking speed, time, etc.). Once each user has a profile built from their input data, our system will be able to detect any behaviors that differ from the user’s profile (anomalies) and then proper security measures will be taken depending on if the anomaly is considered to be a Low Risk Anomaly or a High Risk Anomaly.
机译:被动无钥匙入口和启动系统(PKES)是在较新的汽车中找到的方便功能,允许用户输入他们的汽车,而无需按一个键FOB上的按钮。用户可以简单地走向他们的车辆,一旦它们接近近距离,它就会解锁,用户被授予访问权限。然而,PKES的便利性是以代价的;继电攻击和放大继电器攻击的漏洞。我们所提出的方法,PKES Forcefield将保护用户免受这些攻击,而不会牺牲任何便利性。 PKES Forcefield利用坐标跟踪和多因素身份验证来保护用户。要为PKES Forcefield添加更多安全性,我们建议AI集成来构建车辆每个用户的配置文件。此配置文件将存储有关用户的习惯(位置,步行速度,时间等)的数据。一旦每个用户都有一个从其输入数据构建的配置文件,我们的系统就可以检测到与用户的配置文件(异常)不同的行为,然后根据异常被认为是低风险的情况下,将采取适当的安全措施。异常或高风险异常。

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