Nomad:用于开发关键任务云应用程序的框架

Mamadou H. Diallo, M. August, Roger A. Hallman, Megan Kline, Henry Au, Vic Beach
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引用次数: 9

摘要

处理存储在不可信云环境中的加密数据的现有技术的实用性是采用基于云的应用程序的一个限制因素。由于对数据安全性和隐私性的强烈要求,公共和私营部门组织都不愿意将数据推送到云端。特别是,政府使用的关键任务防御应用程序不能容忍任何敏感数据的泄露。在本文中,我们提出Nomad,一个用于开发基于云的关键任务应用程序的框架。该框架包括:1)一个基于同态加密的服务,用于直接在不受信任的云基础设施中处理加密数据;2)一个客户端服务,用于在受信任的环境中加密和解密数据,并在云中存储和检索这些数据。这两个服务都配备了基于gpu的并行化,以加速昂贵的同态加密操作。为了评估Nomad框架,我们开发了呼叫火力,这是一个任务关键型应用程序,使国防人员能够呼叫对目标开火。由于任务的性质,此应用程序需要保证安全性。实验结果表明了基于gpu的加速机制的性能增强和Nomad框架的可行性。
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Nomad: A Framework for Developing Mission-Critical Cloud-Based Applications
The practicality of existing techniques for processing encrypted data stored in untrusted cloud environments is a limiting factor in the adoption of cloud-based applications. Both public and private sector organizations are reluctant to push their data to the cloud due to strong requirements for security and privacy of their data. In particular, mission-critical defense applications used by governments do not tolerate any leakage of sensitive data. In this paper, we propose Nomad, a framework for developing mission-critical cloud-based applications. The framework is comprised of: 1) a homomorphism encryption-based service for processing encrypted data directly within the untrusted cloud infrastructure, and 2) a client service for encrypting and decrypting data within the trusted environment, and storing and retrieving these data to and from the cloud. Both services are equipped with GPU-based parallelization to accelerate the expensive homomorphic encryption operations. To evaluate the Nomad framework, we developed Call For Fire, amission-critical application which enables defense personnel to call for fire on targets. Due to the nature of the mission, this application requires guaranteed security. The experimental results highlight the performance enhancements of the GPU-based acceleration mechanism and the feasibility of the Nomad framework.
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