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首页> 外文期刊>Journal of Computing and Information Science in Engineering >Secure Codesign: Achieving Optimality Without Revealing
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Secure Codesign: Achieving Optimality Without Revealing

机译:安全的协同设计:在不泄露优化的情况下实现最优

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Information leakage can lead to loss of intellectual property and competitive edge. One of the primary sources of information leakage in collaborative design is sharing confidential information with collaborators, who may be also collaborating with competitors. Hiding information from collaborators is challenging in codesign because it can lead to inferior and suboptimal solutions. Therefore, there is a need for techniques that enable designers to protect confidential information from their collaborators while achieving solutions that are as good as those obtained when full information is shared. To address this need, we propose a secure codesign (SCD) framework that enables designers to achieve optimal solutions without sharing confidential information. It is built on two principles: adding/multiplying a parameter with a large random number hides the value of the parameter, and adding/multiplying a large number is orders of magnitude faster than using existing cryptographic techniques. Building on the protocols for basic arithmetic computations, developed in our earlier work, we establish protocols for higher order computations involved in design problems. The framework is demonstrated using three codesign scenarios: requirements-driven codesign, objective-driven codesign, and Nash noncooperation. We show that the proposed SCD framework enables designers to achieve optimal solutions in all three scenarios. The proposed framework is orders of magnitude faster than competing (but impractical for engineering design) cryptographic methods such as homomorphic encryption, without compromising on precision in computations. Hence, the proposed SCD framework is a practical approach for maintaining confidentiality of information during codesign.
机译:信息泄漏会导致知识产权损失和竞争优势。协作设计中信息泄漏的主要来源之一是与合作者共享机密信息,而合作者也可能与竞争对手合作。隐藏合作者的信息在代码签名中具有挑战性,因为它可能导致劣等和次优的解决方案。因此,需要一种技术,使设计人员能够保护机密信息免受其合作者的侵害,同时实现与共享全部信息时所获得的解决方案一样好的解决方案。为了满足这一需求,我们提出了一种安全代码签名(SCD)框架,使设计人员无需共享机密信息即可获得最佳解决方案。它建立在两个原则上:添加/乘以具有较大随机数的参数会隐藏该参数的值,以及添加/乘以数量比使用现有密码技术快几个数量级。在我们早期工作中开发的用于基本算术计算的协议的基础上,我们建立了涉及设计问题的高阶计算的协议。使用三种代码签名方案演示了该框架:需求驱动的代码签名,目标驱动的代码签名和Nash不合作。我们表明,提出的SCD框架使设计人员能够在所有三种情况下均实现最佳解决方案。所提出的框架比同态加密之类的竞争方法(但对工程设计而言不可行)要快几个数量级,而不会影响计算的精度。因此,建议的SCD框架是一种在代码签名期间维护信息机密性的实用方法。

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